Data labeling agents
This notebook shows how to conduct data labeling tasks using EDSL, an open-source library for simulating surveys, experiments and other research with AI agents and large language models. This workflow consists of the following steps:
Import data into EDSL
Create questions about the data
Design an AI agent to answer the questions
Select a language model to generate responses
Analyze results as a formatted dataset
This workflow can be visualized as follows:
Conducting agent-specific tasks
We can add a layer of complexity to this generalized flow by creating different AI agents for subsets of the data to be reviewed. For example, we can design agents with specific “expertise” to review only the data that is relevant to that expertise. This can be useful if our data is sorted (or sortable) in some way that is important to our task. We can also use EDSL to prompt a language model to sort the data as needed.
This modified workflow can be visualized as follows:
Example task: Evaluating job posts
Using a dataset of job posts as an example, in the steps below we create AI agents with expertise in the relevant job categories and then prompt them to evaluate relevant job posts in a variety of ways. The steps are:
Import a dataset of job categories and job posts.
Construct questions about the job posts and combine them in a survey.
Design AI agents with job category expertise.
Administer the survey to each agent with job posts for the relevant category.
Inspect the results using built-in methods for analysis.
Technical setup
Before running the code below please ensure that you have completed setup:
Create a Coop account and activate remote inference OR store your own API Keys for language models that you want to use.
Our Starter Tutorial provides examples of EDSL basic components. An introductory data labeling example notebook may also be useful to you.
Import the tools
We start by selecting question types and survey components that we will use. Please see the EDSL Docs for examples of all question types and details on these basic components.
[1]:
from edsl import (
QuestionMultipleChoice, QuestionList, QuestionNumerical,
Survey, ScenarioList, AgentList, Agent, Model
)
Import data
Next we import a dataset for review, using Scenario objects to represent the individual data that will be added to each of our data labeling questions.
For purposes of demonstration, we create a CSV file and then post and retrieve it from Coop using the FileStore module. This can be done with any files at Coop (replace the UUID in the step to retrieve a file). Note that FileStore works with many file types and automatically infers the file type (learn more).
[2]:
from edsl import FileStore
[3]:
data = [
["job_category", "job_title", "job_post"],
["Content Writing", "Blog Post Writing", "Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words, well-researched, and SEO-optimized."],
["Content Writing", "Product Description Writing", "We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product."],
["Content Writing", "Technical Writing for Software Documentation", "Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology."],
["Content Writing", "Website Copywriting", "Looking for a copywriter to create persuasive content for our company’s website. The content should be clear, concise, and align with our brand voice."],
["Content Writing", "Press Release Writing", "We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards."],
["Digital Marketing", "Social Media Management", "We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation, scheduling posts, and engaging with followers."],
["Digital Marketing", "SEO Optimization", "Need an SEO expert to optimize our website for search engines. The project includes keyword research, on-page optimization, and link-building strategies."],
["Digital Marketing", "Google Ads Campaign Management", "Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store."],
["Digital Marketing", "Email Marketing Campaign", "Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred."],
["Digital Marketing", "Content Marketing Strategy", "Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation, distribution, and performance tracking."],
["Graphic Design", "Logo Design for New Startup", "We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples."],
["Graphic Design", "Brochure Design", "Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format."],
["Graphic Design", "Social Media Graphics", "Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook."],
["Graphic Design", "Website Banner Design", "Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work."],
["Graphic Design", "Infographic Design", "We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media."],
["Web Development", "WordPress Website Setup", "We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form, blog, and e-commerce functionality. Experience with WooCommerce is a plus."],
["Web Development", "Custom Web Application Development", "Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system, user roles, and reporting features."],
["Web Development", "Shopify Store Customization", "Seeking a Shopify expert to customize our online store. We need theme adjustments, product page enhancements, and integration with third-party tools."],
["Web Development", "API Integration", "Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required."],
["Web Development", "Landing Page Development", "Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users."]
]
[4]:
with open('data.csv', 'w') as file:
for row in data:
line = ','.join(str(item) for item in row)
file.write(line + '\n')
Here we post the file to Coop and get the information for the object:
[6]:
fs = FileStore("data.csv")
if refresh := False:
fs.push(
description = "Example CSV file: Job categories",
alias = "filestore-csv-example",
visibility = "public"
)
else:
fs.patch("https://www.expectedparrot.com/content/RobinHorton/filestore-csv-example", value = fs)
Next we retrieve the data file and use it to create scenarios (replace this code with the UUID of any file you want to use):
[7]:
from edsl import FileStore
csv_file = FileStore.pull("https://www.expectedparrot.com/content/RobinHorton/filestore-csv-example")
scenarios = ScenarioList.from_csv(csv_file.to_tempfile())
scenarios # display the scenarios
[7]:
ScenarioList scenarios: 20; keys: ['job_title', 'job_category', 'job_post'];
| job_category | job_title | job_post | |
|---|---|---|---|
| 0 | Content Writing | Blog Post Writing | Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words |
| 1 | Content Writing | Product Description Writing | We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. |
| 2 | Content Writing | Technical Writing for Software Documentation | Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. |
| 3 | Content Writing | Website Copywriting | Looking for a copywriter to create persuasive content for our company’s website. The content should be clear |
| 4 | Content Writing | Press Release Writing | We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. |
| 5 | Digital Marketing | Social Media Management | We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation |
| 6 | Digital Marketing | SEO Optimization | Need an SEO expert to optimize our website for search engines. The project includes keyword research |
| 7 | Digital Marketing | Google Ads Campaign Management | Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. |
| 8 | Digital Marketing | Email Marketing Campaign | Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. |
| 9 | Digital Marketing | Content Marketing Strategy | Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation |
| 10 | Graphic Design | Logo Design for New Startup | We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. |
| 11 | Graphic Design | Brochure Design | Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. |
| 12 | Graphic Design | Social Media Graphics | Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. |
| 13 | Graphic Design | Website Banner Design | Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. |
| 14 | Graphic Design | Infographic Design | We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. |
| 15 | Web Development | WordPress Website Setup | We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form |
| 16 | Web Development | Custom Web Application Development | Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system |
| 17 | Web Development | Shopify Store Customization | Seeking a Shopify expert to customize our online store. We need theme adjustments |
| 18 | Web Development | API Integration | Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. |
| 19 | Web Development | Landing Page Development | Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. |
Construct questions about the data
Next we construct questions to ask about the job posts, selecting question types based on the form of the response that we want to get back from the language model (multiple choice, linear scale, free text, numerical, etc.–see examples of all question types). We include a {{ placeholder }} for the scenario keys in order to parameterize each question with each job post and category when we run the survey:
[8]:
q_skills = QuestionList(
question_name="skills",
question_text="""
Consider the following job category and job post at an online labor marketplace.
Job category: {{ scenario.job_category }}
Job post: {{ scenario.job_post }}
What are some key skills required for this job?
""",
)
q_experience = QuestionMultipleChoice(
question_name="experience",
question_text="""
Consider the following job category and job post at an online labor marketplace.
Job category: {{ scenario.job_category }}
Job post: {{ scenario.job_post }}
What level of experience is required for this job?
""",
question_options=["Entry-level", "Mid-level", "Senior-level"],
)
q_days = QuestionNumerical(
question_name="days",
question_text="""
Consider the following job category and job post at an online labor marketplace.
Job category: {{ scenario.job_category }}
Job post: {{ scenario.job_post }}
Estimate the number of days until this job post is fulfilled.
""",
)
Combining questions into a Survey
Next we combine our questions into a survey that will be administered to the AI agents. By default, the questions will be administered asynchronously. If desired, we can also specify survey rules (skip/stop logic) and within-survey memories of prior questions and responses. See the EDSL Docs for details on methods for applying survey rules.
[9]:
survey = Survey(questions=[q_skills, q_experience, q_days])
Creating personas for Agents
Next we draft personas for AI agents that will answer the questions. For each job category we construct an AI agent that is an expert in the category. Agents are constructed by passing a dictionary of traits to an Agent object. Learn more about designing AI agents to answer surveys.
To get the set of job categories from the scenarios:
[10]:
job_categories = list(set(scenarios.select("job_category").to_list()))
job_categories
[10]:
['Web Development', 'Graphic Design', 'Digital Marketing', 'Content Writing']
Next we use them to create an agent for each job category:
[11]:
agents = AgentList(
Agent(
traits = {
"persona": "You are an experienced freelancer on online labor marketplaces.",
"job_category": job_category,
"expertise": f"You regularly perform jobs in the following category: {job_category}."
}
) for job_category in job_categories
)
agents
[11]:
AgentList agents: 4;
| persona | job_category | expertise | |
|---|---|---|---|
| 0 | You are an experienced freelancer on online labor marketplaces. | Web Development | You regularly perform jobs in the following category: Web Development. |
| 1 | You are an experienced freelancer on online labor marketplaces. | Graphic Design | You regularly perform jobs in the following category: Graphic Design. |
| 2 | You are an experienced freelancer on online labor marketplaces. | Digital Marketing | You regularly perform jobs in the following category: Digital Marketing. |
| 3 | You are an experienced freelancer on online labor marketplaces. | Content Writing | You regularly perform jobs in the following category: Content Writing. |
Selecting language models
EDSL works with many popular language models that we can select to generate the agents’ responses to the survey. We can check a current list of available models:
[12]:
# Model.available()
Here we specify a model to use to generate responses (if we do not specify a model, GPT-4o is used by default):
[13]:
model = Model("gemini-1.5-flash")
Running the survey
We administer a survey by appending the components with the by() method and then calling run() method. In the simplest case where we want a single agent or list of agents to answer all questions with the same scenarios, this takes the following form:
results = survey.by(scenarios).by(agents).by(models).run()
Here we have individual agents answer the questions only for category-specific job posts, and then combine the results:
[14]:
results = None
for job_category in job_categories:
print("\n\nJob category: ", job_category)
# Create an agent for the job category
a = agents.filter(f"job_category == '{job_category}'")
# Filter the relevant scenarios
s = scenarios.filter(f"job_category == '{job_category}'")
# Run the survey with the agent and scenarios
job_category_results = survey.by(s).by(a).run()
# Store the results
if results == None:
results = job_category_results
else:
results = results + job_category_results
Job category: Web Development
▼
Job Status (2025-03-03 14:57:28)
| Job UUID | 31228159-8a0b-49b0-a2b2-68f0842dcea6 |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/31228159-8a0b-49b0-a2b2-68f0842dcea6 |
| Exceptions Report URL | None |
| Results UUID | bb9d5faa-1893-4c5d-b286-5f90f4df8927 |
| Results URL | https://www.expectedparrot.com/content/bb9d5faa-1893-4c5d-b286-5f90f4df8927 |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/bb9d5faa-1893-4c5d-b286-5f90f4df8927
Job category: Graphic Design
▼
Job Status (2025-03-03 14:57:38)
| Job UUID | 250c6bf2-41dc-45d8-a555-aa0e212ff41f |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/250c6bf2-41dc-45d8-a555-aa0e212ff41f |
| Exceptions Report URL | None |
| Results UUID | d5e9704d-7474-4962-9211-42ab75ce9ab7 |
| Results URL | https://www.expectedparrot.com/content/d5e9704d-7474-4962-9211-42ab75ce9ab7 |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/d5e9704d-7474-4962-9211-42ab75ce9ab7
Job category: Digital Marketing
▼
Job Status (2025-03-03 14:57:48)
| Job UUID | 286e7e03-573d-4c02-af8f-016f8b372f58 |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/286e7e03-573d-4c02-af8f-016f8b372f58 |
| Exceptions Report URL | None |
| Results UUID | 833f003b-4329-433e-8e5a-c0e1e56d16f1 |
| Results URL | https://www.expectedparrot.com/content/833f003b-4329-433e-8e5a-c0e1e56d16f1 |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/833f003b-4329-433e-8e5a-c0e1e56d16f1
Job category: Content Writing
▼
Job Status (2025-03-03 14:57:57)
| Job UUID | 183a8262-0848-46c4-885c-f2249352d946 |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/183a8262-0848-46c4-885c-f2249352d946 |
| Exceptions Report URL | None |
| Results UUID | eda25dd3-3857-41f5-bcfd-9db8007bd7cf |
| Results URL | https://www.expectedparrot.com/content/eda25dd3-3857-41f5-bcfd-9db8007bd7cf |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/eda25dd3-3857-41f5-bcfd-9db8007bd7cf
Accessing Results
In the previous step we created Results for individual agents’ responses and combined them. Next we show how to inspect and analyze results with built-in methods.
We can identify the column names to select the fields that we want to inspect:
[15]:
results.columns
/Users/a16174/edsl/edsl/results/Result.py:305: UserWarning: Key 'job_category' of data type 'scenario' is already in use. Renaming to job_category_scenario
warnings.warn(
[15]:
| 0 | |
|---|---|
| 0 | agent.agent_index |
| 1 | agent.agent_instruction |
| 2 | agent.agent_name |
| 3 | agent.expertise |
| 4 | agent.job_category |
| 5 | agent.persona |
| 6 | answer.days |
| 7 | answer.experience |
| 8 | answer.skills |
| 9 | cache_keys.days_cache_key |
| 10 | cache_keys.experience_cache_key |
| 11 | cache_keys.skills_cache_key |
| 12 | cache_used.days_cache_used |
| 13 | cache_used.experience_cache_used |
| 14 | cache_used.skills_cache_used |
| 15 | comment.days_comment |
| 16 | comment.experience_comment |
| 17 | comment.skills_comment |
| 18 | generated_tokens.days_generated_tokens |
| 19 | generated_tokens.experience_generated_tokens |
| 20 | generated_tokens.skills_generated_tokens |
| 21 | iteration.iteration |
| 22 | model.frequency_penalty |
| 23 | model.inference_service |
| 24 | model.logprobs |
| 25 | model.max_tokens |
| 26 | model.model |
| 27 | model.model_index |
| 28 | model.presence_penalty |
| 29 | model.temperature |
| 30 | model.top_logprobs |
| 31 | model.top_p |
| 32 | prompt.days_system_prompt |
| 33 | prompt.days_user_prompt |
| 34 | prompt.experience_system_prompt |
| 35 | prompt.experience_user_prompt |
| 36 | prompt.skills_system_prompt |
| 37 | prompt.skills_user_prompt |
| 38 | question_options.days_question_options |
| 39 | question_options.experience_question_options |
| 40 | question_options.skills_question_options |
| 41 | question_text.days_question_text |
| 42 | question_text.experience_question_text |
| 43 | question_text.skills_question_text |
| 44 | question_type.days_question_type |
| 45 | question_type.experience_question_type |
| 46 | question_type.skills_question_type |
| 47 | raw_model_response.days_cost |
| 48 | raw_model_response.days_one_usd_buys |
| 49 | raw_model_response.days_raw_model_response |
| 50 | raw_model_response.experience_cost |
| 51 | raw_model_response.experience_one_usd_buys |
| 52 | raw_model_response.experience_raw_model_response |
| 53 | raw_model_response.skills_cost |
| 54 | raw_model_response.skills_one_usd_buys |
| 55 | raw_model_response.skills_raw_model_response |
| 56 | scenario.job_category_scenario |
| 57 | scenario.job_post |
| 58 | scenario.job_title |
| 59 | scenario.scenario_index |
We can select individual fields in a variety of ways:
[16]:
(
results
.filter("job_category == 'Graphic Design'")
.select("job_post", "skills", "experience", "days")
)
[16]:
| scenario.job_post | answer.skills | answer.experience | answer.days | |
|---|---|---|---|---|
| 0 | We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. | ['Creativity', 'Logo Design', 'Branding', 'Adobe Illustrator', 'Portfolio Presentation'] | Mid-level | 7.000000 |
| 1 | Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. | ['Adobe InDesign', 'Adobe Photoshop', 'Typography', 'Layout Design', 'Attention to Detail'] | Mid-level | 5.000000 |
| 2 | Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. | ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail'] | Mid-level | 3.500000 |
| 3 | Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. | ['Adobe Photoshop', 'Adobe Illustrator', 'Branding', 'Creativity', 'Attention to Detail'] | Mid-level | 3.000000 |
| 4 | We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. | ['Data visualization', 'Adobe Illustrator', 'Creativity', 'Attention to detail', 'Social media design'] | Mid-level | 3.000000 |
We can apply some labels to our table for readability. Note that each question field also automatically includes a <question>_comment field for any commentary by the LLM on the question:
[17]:
(
results
.filter("job_category == 'Graphic Design'")
.select("job_post", "experience", "experience_comment")
.print(
pretty_labels={
"scenario.job_post": "Job post description",
"answer.experience": "Experience level",
"answer.experience_comment": "Comment",
}
)
)
[17]:
| Job post description | Experience level | comment.experience_comment | |
|---|---|---|---|
| 0 | We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. | Mid-level | This job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position. |
| 1 | Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. | Mid-level | This job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer. |
| 2 | Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. | Mid-level | This job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms. |
| 3 | Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. | Mid-level | This job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position. |
| 4 | We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. | Mid-level | This job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level. |
We can also access results as a SQL table (called self) with the .sql() method, and optionally removing the column name prefixes ‘agent’, ‘model’, ‘prompt’, etc.:
[18]:
results.sql("select * from self")
[18]:
| days | skills | experience | job_title | job_category_scenario | job_post | scenario_index | agent_name | persona | agent_instruction | job_category | agent_index | expertise | logprobs | top_logprobs | model | max_tokens | presence_penalty | model_index | top_p | inference_service | temperature | frequency_penalty | skills_user_prompt | days_system_prompt | days_user_prompt | skills_system_prompt | experience_system_prompt | experience_user_prompt | experience_one_usd_buys | experience_cost | days_raw_model_response | experience_raw_model_response | days_one_usd_buys | days_cost | skills_cost | skills_raw_model_response | skills_one_usd_buys | iteration | experience_question_text | skills_question_text | days_question_text | skills_question_options | experience_question_options | days_question_options | skills_question_type | days_question_type | experience_question_type | skills_comment | experience_comment | days_comment | experience_generated_tokens | skills_generated_tokens | days_generated_tokens | days_cache_used | experience_cache_used | skills_cache_used | skills_cache_key | experience_cache_key | days_cache_key | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3.000000 | ['WordPress development', 'Responsive design', 'HTML/CSS', 'JavaScript', 'Plugin integration'] | Entry-level | WordPress Website Setup | Web Development | We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form | 0 | Agent_0 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Web Development | 0 | You regularly perform jobs in the following category: Web Development. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1208.459215 | 0.000828 | {'id': 'chatcmpl-B6kPEwA1yIhK3GEFzGRIBZtjszySV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \n# Setting up a WordPress site with a responsive design and a contact form is a fairly straightforward task for an experienced developer. It typically takes about 3 days to find a suitable freelancer and get the job started, assuming there are no special customizations required.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 55, 'prompt_tokens': 213, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kPEcNSgIRtYnl6WsG7nRHiSnraU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Entry-level\n\nThis job requires setting up a WordPress site and adding a contact form, which are tasks that can be handled by someone with entry-level experience in web development.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 36, 'prompt_tokens': 187, 'total_tokens': 223, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 923.787529 | 0.001082 | 0.001215 | {'id': 'chatcmpl-B6kPEyZhhbcKFKwSL0s4QNVAtUbLS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["WordPress development", "Responsive design", "HTML/CSS", "JavaScript", "Plugin integration"] \nThe job requires setting up a WordPress site, which involves WordPress development skills. Ensuring the site is responsive involves knowledge of responsive design, typically using HTML/CSS and JavaScript. Including a contact form may require plugin integration or custom development.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 74, 'prompt_tokens': 190, 'total_tokens': 264, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 823.045267 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | The job requires setting up a WordPress site, which involves WordPress development skills. Ensuring the site is responsive involves knowledge of responsive design, typically using HTML/CSS and JavaScript. Including a contact form may require plugin integration or custom development. | This job requires setting up a WordPress site and adding a contact form, which are tasks that can be handled by someone with entry-level experience in web development. | # Setting up a WordPress site with a responsive design and a contact form is a fairly straightforward task for an experienced developer. It typically takes about 3 days to find a suitable freelancer and get the job started, assuming there are no special customizations required. | Entry-level This job requires setting up a WordPress site and adding a contact form, which are tasks that can be handled by someone with entry-level experience in web development. | ["WordPress development", "Responsive design", "HTML/CSS", "JavaScript", "Plugin integration"] The job requires setting up a WordPress site, which involves WordPress development skills. Ensuring the site is responsive involves knowledge of responsive design, typically using HTML/CSS and JavaScript. Including a contact form may require plugin integration or custom development. | 3 # Setting up a WordPress site with a responsive design and a contact form is a fairly straightforward task for an experienced developer. It typically takes about 3 days to find a suitable freelancer and get the job started, assuming there are no special customizations required. | 1 | 1 | 1 | a28327a0bf4cb89ae2bd3842771745d9 | 2044da209864cc6c432b322cf7a54b9c | fbce8a6a48c1b551046e920e22a07f0b |
| 1 | 7.000000 | ['HTML/CSS', 'JavaScript', 'Node.js', 'React', 'SQL', 'Authentication and Authorization', 'RESTful API Development'] | Mid-level | Custom Web Application Development | Web Development | Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system | 1 | Agent_1 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Web Development | 0 | You regularly perform jobs in the following category: Web Development. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1108.033241 | 0.000902 | {'id': 'chatcmpl-B6kPEIFKbiNCt6s0vNb9IJDzqDzgS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \nThe fulfillment time for a full-stack development job like this can vary, but typically it takes about a week to find a suitable candidate due to the demand for skilled developers and the complexity of the task.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 43, 'prompt_tokens': 211, 'total_tokens': 254, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kPEyzkfIW1FJmbjnzWh43hjVA7Q', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires building a custom web application with a login system, which suggests the need for a developer with a solid understanding of both front-end and back-end technologies, typically associated with mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 44, 'prompt_tokens': 185, 'total_tokens': 229, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1044.386423 | 0.000958 | 0.001560 | {'id': 'chatcmpl-B6kPE9Cp0hKZodrICr28ouChOje0f', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["HTML/CSS", "JavaScript", "Node.js", "React", "SQL", "Authentication and Authorization", "RESTful API Development"] \nThese skills are essential for building a full-stack web application with a login system. HTML/CSS and JavaScript are fundamental for front-end development, Node.js and React are popular for building scalable back-end and front-end applications, SQL is needed for database management, and authentication and authorization are crucial for secure login systems. RESTful API development is important for communication between the client and server.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 109, 'prompt_tokens': 188, 'total_tokens': 297, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 641.025641 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for building a full-stack web application with a login system. HTML/CSS and JavaScript are fundamental for front-end development, Node.js and React are popular for building scalable back-end and front-end applications, SQL is needed for database management, and authentication and authorization are crucial for secure login systems. RESTful API development is important for communication between the client and server. | This job requires building a custom web application with a login system, which suggests the need for a developer with a solid understanding of both front-end and back-end technologies, typically associated with mid-level experience. | The fulfillment time for a full-stack development job like this can vary, but typically it takes about a week to find a suitable candidate due to the demand for skilled developers and the complexity of the task. | Mid-level This job requires building a custom web application with a login system, which suggests the need for a developer with a solid understanding of both front-end and back-end technologies, typically associated with mid-level experience. | ["HTML/CSS", "JavaScript", "Node.js", "React", "SQL", "Authentication and Authorization", "RESTful API Development"] These skills are essential for building a full-stack web application with a login system. HTML/CSS and JavaScript are fundamental for front-end development, Node.js and React are popular for building scalable back-end and front-end applications, SQL is needed for database management, and authentication and authorization are crucial for secure login systems. RESTful API development is important for communication between the client and server. | 7 The fulfillment time for a full-stack development job like this can vary, but typically it takes about a week to find a suitable candidate due to the demand for skilled developers and the complexity of the task. | 1 | 1 | 1 | ef7f85a7991bfab1f0118187b621eb0a | 565a4fba37dd10c6442810a260c9923d | 483807c5f21f4d398d9ad0078593ee36 |
| 2 | 5.000000 | ['Shopify theme development', 'HTML/CSS', 'Liquid programming', 'JavaScript', 'Responsive design'] | Mid-level | Shopify Store Customization | Web Development | Seeking a Shopify expert to customize our online store. We need theme adjustments | 2 | Agent_2 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Web Development | 0 | You regularly perform jobs in the following category: Web Development. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Seeking a Shopify expert to customize our online store. We need theme adjustments What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1253.918495 | 0.000798 | {'id': 'chatcmpl-B6kPEKWNMezFP2WgcnblidS14szn9', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Typically, Shopify customization tasks are fulfilled quickly as there are many freelancers with this expertise. Assuming a moderate demand and availability of experts, it should take around 5 days to find a suitable candidate.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 43, 'prompt_tokens': 201, 'total_tokens': 244, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kPEd6aBSDIxhy2DoxjgNkwMGaO9', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job post requires expertise in Shopify and involves customizing an online store, which typically requires a certain level of experience and familiarity with the platform beyond entry-level skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 36, 'prompt_tokens': 175, 'total_tokens': 211, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1072.386059 | 0.000932 | 0.000985 | {'id': 'chatcmpl-B6kPETfGepDkKx54ZCgoc6Y0ngugA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Shopify theme development", "HTML/CSS", "Liquid programming", "JavaScript", "Responsive design"] \nThese skills are essential for customizing a Shopify store, as they involve theme adjustments, front-end development, and ensuring the store is responsive and functional.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 54, 'prompt_tokens': 178, 'total_tokens': 232, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1015.228426 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for customizing a Shopify store, as they involve theme adjustments, front-end development, and ensuring the store is responsive and functional. | The job post requires expertise in Shopify and involves customizing an online store, which typically requires a certain level of experience and familiarity with the platform beyond entry-level skills. | # Typically, Shopify customization tasks are fulfilled quickly as there are many freelancers with this expertise. Assuming a moderate demand and availability of experts, it should take around 5 days to find a suitable candidate. | Mid-level The job post requires expertise in Shopify and involves customizing an online store, which typically requires a certain level of experience and familiarity with the platform beyond entry-level skills. | ["Shopify theme development", "HTML/CSS", "Liquid programming", "JavaScript", "Responsive design"] These skills are essential for customizing a Shopify store, as they involve theme adjustments, front-end development, and ensuring the store is responsive and functional. | 5 # Typically, Shopify customization tasks are fulfilled quickly as there are many freelancers with this expertise. Assuming a moderate demand and availability of experts, it should take around 5 days to find a suitable candidate. | 1 | 1 | 1 | 6c8318dc4a9db4d15353b7ca03ea72ab | 3e3d87cc4abc1f6e0114baaf846ddf37 | e577aa7ebb4601f0dff5d3af2598f093 |
| 3 | 5.000000 | ['API Integration', 'CRM Systems', 'Real-time Data Synchronization', 'Programming Languages', 'Problem-Solving Skills'] | Mid-level | API Integration | Web Development | Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. | 3 | Agent_3 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Web Development | 0 | You regularly perform jobs in the following category: Web Development. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1166.180758 | 0.000857 | {'id': 'chatcmpl-B6kPE3MDCn88uBr6377MAJrIw3VhJ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \nThe job post requires a developer with experience in API integration, which is a common task in web development. Given the specificity of the requirement and the prevalence of such skills among freelancers, it is likely to attract several qualified candidates quickly. Therefore, the job could be fulfilled in approximately 5 days.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 62, 'prompt_tokens': 217, 'total_tokens': 279, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kPEkRp8mjwk65OzLU4WomLzktGV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires previous experience with similar projects, which suggests that the client is looking for someone with a moderate level of expertise and familiarity with integrating systems and working with APIs.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 38, 'prompt_tokens': 191, 'total_tokens': 229, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 860.215054 | 0.001162 | 0.001275 | {'id': 'chatcmpl-B6kPEmML0cOVlYB4d09iifEBjCXOF', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["API Integration", "CRM Systems", "Real-time Data Synchronization", "Programming Languages", "Problem-Solving Skills"] \n# The job requires integrating a CRM with an external API, which involves API integration knowledge, understanding CRM systems, and ensuring real-time data sync. Programming skills are necessary for the technical implementation, and problem-solving skills are important for troubleshooting any issues that arise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 79, 'prompt_tokens': 194, 'total_tokens': 273, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 784.313725 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | # The job requires integrating a CRM with an external API, which involves API integration knowledge, understanding CRM systems, and ensuring real-time data sync. Programming skills are necessary for the technical implementation, and problem-solving skills are important for troubleshooting any issues that arise. | This job requires previous experience with similar projects, which suggests that the client is looking for someone with a moderate level of expertise and familiarity with integrating systems and working with APIs. | The job post requires a developer with experience in API integration, which is a common task in web development. Given the specificity of the requirement and the prevalence of such skills among freelancers, it is likely to attract several qualified candidates quickly. Therefore, the job could be fulfilled in approximately 5 days. | Mid-level This job requires previous experience with similar projects, which suggests that the client is looking for someone with a moderate level of expertise and familiarity with integrating systems and working with APIs. | ["API Integration", "CRM Systems", "Real-time Data Synchronization", "Programming Languages", "Problem-Solving Skills"] # The job requires integrating a CRM with an external API, which involves API integration knowledge, understanding CRM systems, and ensuring real-time data sync. Programming skills are necessary for the technical implementation, and problem-solving skills are important for troubleshooting any issues that arise. | 5 The job post requires a developer with experience in API integration, which is a common task in web development. Given the specificity of the requirement and the prevalence of such skills among freelancers, it is likely to attract several qualified candidates quickly. Therefore, the job could be fulfilled in approximately 5 days. | 1 | 1 | 1 | eed717c0a30542a51f25b583a2086fbb | 68269d2faa593a4747d23260fd098b80 | 261b3d69143a484f784f5f8eb90dcac8 |
| 4 | 3.500000 | ['HTML/CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'UI/UX Design'] | Mid-level | Landing Page Development | Web Development | Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. | 4 | Agent_4 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Web Development | 0 | You regularly perform jobs in the following category: Web Development. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} | Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 980.392157 | 0.001020 | {'id': 'chatcmpl-B6kPEZREgYTL4KuIZA6y2t3w7K6sK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Typically, straightforward web development tasks like creating a landing page can be filled within a few days, especially if the client is responsive and the requirements are clear.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 37, 'prompt_tokens': 214, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kPEbAEIqiyJSbS4CAlasu0v63aa', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires creating a high-converting landing page optimized for both mobile and desktop users, which typically demands a good understanding of responsive design, user experience, and possibly some knowledge of conversion rate optimization. These skills are generally expected from a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 55, 'prompt_tokens': 188, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1104.972376 | 0.000905 | 0.001448 | {'id': 'chatcmpl-B6kPEbmrP6BI5gOUcU6FPz6bVRvPK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["HTML/CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "UI/UX Design"] \nThese skills are essential for creating a landing page that is both visually appealing and effective in converting visitors. HTML/CSS and JavaScript are necessary for building and styling the page, while responsive design ensures it works well on all devices. Conversion rate optimization focuses on increasing the page\'s effectiveness, and UI/UX design is crucial for creating a user-friendly experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 97, 'prompt_tokens': 191, 'total_tokens': 288, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 690.846287 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for creating a landing page that is both visually appealing and effective in converting visitors. HTML/CSS and JavaScript are necessary for building and styling the page, while responsive design ensures it works well on all devices. Conversion rate optimization focuses on increasing the page's effectiveness, and UI/UX design is crucial for creating a user-friendly experience. | The job requires creating a high-converting landing page optimized for both mobile and desktop users, which typically demands a good understanding of responsive design, user experience, and possibly some knowledge of conversion rate optimization. These skills are generally expected from a mid-level developer. | # Typically, straightforward web development tasks like creating a landing page can be filled within a few days, especially if the client is responsive and the requirements are clear. | Mid-level The job requires creating a high-converting landing page optimized for both mobile and desktop users, which typically demands a good understanding of responsive design, user experience, and possibly some knowledge of conversion rate optimization. These skills are generally expected from a mid-level developer. | ["HTML/CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "UI/UX Design"] These skills are essential for creating a landing page that is both visually appealing and effective in converting visitors. HTML/CSS and JavaScript are necessary for building and styling the page, while responsive design ensures it works well on all devices. Conversion rate optimization focuses on increasing the page's effectiveness, and UI/UX design is crucial for creating a user-friendly experience. | 3.5 # Typically, straightforward web development tasks like creating a landing page can be filled within a few days, especially if the client is responsive and the requirements are clear. | 1 | 1 | 1 | f731c29c0ce523729d6d5c5092e7dfea | fc201f2dc266afed90b7cf76811adf9f | 4d68bc9308d2476fd5085647a299cc33 |
| 5 | 7.000000 | ['Creativity', 'Logo Design', 'Branding', 'Adobe Illustrator', 'Portfolio Presentation'] | Mid-level | Logo Design for New Startup | Graphic Design | We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. | 0 | Agent_5 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Graphic Design | 0 | You regularly perform jobs in the following category: Graphic Design. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 904.977376 | 0.001105 | {'id': 'chatcmpl-B6kOqhlZLhSat6JUmHRjWGlRc6k0Q', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7\n# Typically, logo design jobs in the graphic design category take about a week to fulfill, considering the time needed for proposals, client reviews, and potential revisions.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 35, 'prompt_tokens': 220, 'total_tokens': 255, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOqwHlcIIQsvNw0yVkFxoFGQmgO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 62, 'prompt_tokens': 194, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1111.111111 | 0.000900 | 0.001182 | {'id': 'chatcmpl-B6kOq5aIvIzGoSRy6590FtlgXVtJe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Creativity", "Logo Design", "Branding", "Adobe Illustrator", "Portfolio Presentation"] \nThese skills are essential because the job requires creating a unique and modern logo, which involves creativity and expertise in logo design and branding. Adobe Illustrator is a common tool used for such tasks, and having a portfolio demonstrates past work and capability.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 69, 'prompt_tokens': 197, 'total_tokens': 266, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 845.665962 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential because the job requires creating a unique and modern logo, which involves creativity and expertise in logo design and branding. Adobe Illustrator is a common tool used for such tasks, and having a portfolio demonstrates past work and capability. | This job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position. | # Typically, logo design jobs in the graphic design category take about a week to fulfill, considering the time needed for proposals, client reviews, and potential revisions. | Mid-level This job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position. | ["Creativity", "Logo Design", "Branding", "Adobe Illustrator", "Portfolio Presentation"] These skills are essential because the job requires creating a unique and modern logo, which involves creativity and expertise in logo design and branding. Adobe Illustrator is a common tool used for such tasks, and having a portfolio demonstrates past work and capability. | 7 # Typically, logo design jobs in the graphic design category take about a week to fulfill, considering the time needed for proposals, client reviews, and potential revisions. | 1 | 1 | 1 | 9c3c80600cd235cdfffcd78d60260874 | f306c5f802a6a8e32fe01b390a84cd1a | 69d564487d41e40882e94d5e527f07ac |
| 6 | 5.000000 | ['Adobe InDesign', 'Adobe Photoshop', 'Typography', 'Layout Design', 'Attention to Detail'] | Mid-level | Brochure Design | Graphic Design | Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. | 1 | Agent_6 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Graphic Design | 0 | You regularly perform jobs in the following category: Graphic Design. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 932.400932 | 0.001073 | {'id': 'chatcmpl-B6kOqYRLmFldZgGgCfiRypR39x6B7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Typically, straightforward design jobs like creating a brochure can be fulfilled within a week. Given the specificity of the request and assuming the client is responsive, five days is a reasonable estimate for finding the right freelancer and completing the job.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 49, 'prompt_tokens': 219, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOqiDsRLhX57XwkcH086v7MZ21M', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 59, 'prompt_tokens': 193, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 963.855422 | 0.001038 | 0.001180 | {'id': 'chatcmpl-B6kOqPCrgEkzleFPvVToqE9QOOAiM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Adobe InDesign", "Adobe Photoshop", "Typography", "Layout Design", "Attention to Detail"] \nThe job requires creating a professional brochure which involves layout design and typography skills. Adobe InDesign and Photoshop are essential tools for creating print-ready materials. Attention to detail is crucial to ensure the brochure accurately highlights the company\'s services and properties.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 69, 'prompt_tokens': 196, 'total_tokens': 265, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 847.457627 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | The job requires creating a professional brochure which involves layout design and typography skills. Adobe InDesign and Photoshop are essential tools for creating print-ready materials. Attention to detail is crucial to ensure the brochure accurately highlights the company's services and properties. | This job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer. | # Typically, straightforward design jobs like creating a brochure can be fulfilled within a week. Given the specificity of the request and assuming the client is responsive, five days is a reasonable estimate for finding the right freelancer and completing the job. | Mid-level This job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer. | ["Adobe InDesign", "Adobe Photoshop", "Typography", "Layout Design", "Attention to Detail"] The job requires creating a professional brochure which involves layout design and typography skills. Adobe InDesign and Photoshop are essential tools for creating print-ready materials. Attention to detail is crucial to ensure the brochure accurately highlights the company's services and properties. | 5 # Typically, straightforward design jobs like creating a brochure can be fulfilled within a week. Given the specificity of the request and assuming the client is responsive, five days is a reasonable estimate for finding the right freelancer and completing the job. | 1 | 1 | 1 | 863bb710992698d37058c627f3954fea | 26fe6ac7e218ba0920aca33033f226ab | 0857658ef0acafe5c6854bece32cb1ea |
| 7 | 3.500000 | ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail'] | Mid-level | Social Media Graphics | Graphic Design | Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. | 2 | Agent_7 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Graphic Design | 0 | You regularly perform jobs in the following category: Graphic Design. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1173.020528 | 0.000852 | {'id': 'chatcmpl-B6kOqo0P0KT0LZVjSVc8tEfbSOqUw', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Based on my experience, jobs like this usually take a few days to be fulfilled, considering the need to review portfolios, negotiate terms, and finalize contracts.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 37, 'prompt_tokens': 215, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOq3zz3KAkgwm1FexQmGhonI6xZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 38, 'prompt_tokens': 189, 'total_tokens': 227, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1101.928375 | 0.000907 | 0.001300 | {'id': 'chatcmpl-B6kOqX64L9A1WHbhSCJYVAy1kYMnV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Creativity", "Attention to Detail"] \n# These skills are essential for designing visually appealing social media graphics. Graphic Design and Adobe Photoshop are crucial for creating professional images. Social Media Marketing knowledge ensures the designs are optimized for platforms like Instagram and Facebook. Creativity is needed for eye-catching designs, and Attention to Detail ensures high-quality output.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 82, 'prompt_tokens': 192, 'total_tokens': 274, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 769.230769 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | # These skills are essential for designing visually appealing social media graphics. Graphic Design and Adobe Photoshop are crucial for creating professional images. Social Media Marketing knowledge ensures the designs are optimized for platforms like Instagram and Facebook. Creativity is needed for eye-catching designs, and Attention to Detail ensures high-quality output. | This job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms. | # Based on my experience, jobs like this usually take a few days to be fulfilled, considering the need to review portfolios, negotiate terms, and finalize contracts. | Mid-level This job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms. | ["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Creativity", "Attention to Detail"] # These skills are essential for designing visually appealing social media graphics. Graphic Design and Adobe Photoshop are crucial for creating professional images. Social Media Marketing knowledge ensures the designs are optimized for platforms like Instagram and Facebook. Creativity is needed for eye-catching designs, and Attention to Detail ensures high-quality output. | 3.5 # Based on my experience, jobs like this usually take a few days to be fulfilled, considering the need to review portfolios, negotiate terms, and finalize contracts. | 1 | 1 | 1 | 6dd3f51dd73a30f7bb209f55326c8f6e | 462f7897de89d51bf2a9f5f6cc45b936 | 89b1c18fd805b3b4adba6b3c74ecaae4 |
| 8 | 3.000000 | ['Adobe Photoshop', 'Adobe Illustrator', 'Branding', 'Creativity', 'Attention to Detail'] | Mid-level | Website Banner Design | Graphic Design | Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. | 3 | Agent_8 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Graphic Design | 0 | You regularly perform jobs in the following category: Graphic Design. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 896.860987 | 0.001115 | {'id': 'chatcmpl-B6kOqX85Zlt73T0IFoEkhwJlv2a0V', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \n# Graphic design jobs like banner creation are typically fulfilled quickly, especially if the client provides clear guidelines and the designer has a strong portfolio.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 30, 'prompt_tokens': 220, 'total_tokens': 250, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOqpxYuZniwxkOs1LvQWleCHfAv', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level\n\nThis job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 63, 'prompt_tokens': 194, 'total_tokens': 257, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1176.470588 | 0.000850 | 0.001223 | {'id': 'chatcmpl-B6kOqPvtmLeOsXJbMzqrSFLHC5stx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Adobe Photoshop", "Adobe Illustrator", "Branding", "Creativity", "Attention to Detail"] \nThese skills are essential for creating visually appealing and brand-consistent banners. Adobe Photoshop and Illustrator are industry-standard tools for design work, branding ensures alignment with the company\'s aesthetic, creativity is needed for original designs, and attention to detail ensures high-quality outcomes.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 73, 'prompt_tokens': 197, 'total_tokens': 270, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 817.995910 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for creating visually appealing and brand-consistent banners. Adobe Photoshop and Illustrator are industry-standard tools for design work, branding ensures alignment with the company's aesthetic, creativity is needed for original designs, and attention to detail ensures high-quality outcomes. | This job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position. | # Graphic design jobs like banner creation are typically fulfilled quickly, especially if the client provides clear guidelines and the designer has a strong portfolio. | Mid-level This job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position. | ["Adobe Photoshop", "Adobe Illustrator", "Branding", "Creativity", "Attention to Detail"] These skills are essential for creating visually appealing and brand-consistent banners. Adobe Photoshop and Illustrator are industry-standard tools for design work, branding ensures alignment with the company's aesthetic, creativity is needed for original designs, and attention to detail ensures high-quality outcomes. | 3 # Graphic design jobs like banner creation are typically fulfilled quickly, especially if the client provides clear guidelines and the designer has a strong portfolio. | 1 | 1 | 1 | 6fda394afda78f1b58297647e3b7a415 | 438e30bef6f387f36c7672b1b0c41f4f | 259fd4a403ad0bc0d01a914e11bc385a |
| 9 | 3.000000 | ['Data visualization', 'Adobe Illustrator', 'Creativity', 'Attention to detail', 'Social media design'] | Mid-level | Infographic Design | Graphic Design | We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. | 4 | Agent_9 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Graphic Design | 0 | You regularly perform jobs in the following category: Graphic Design. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} | Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1197.604790 | 0.000835 | {'id': 'chatcmpl-B6kOqhInNe6NDtZr5llz7gNAf6Gdj', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \n# Infographic design jobs are typically fulfilled quickly, especially if the data is provided. The demand for such jobs is high, and designers usually have quick turnaround times for social media shareable content.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 42, 'prompt_tokens': 216, 'total_tokens': 258, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOqU2eSIhvC8rh9prmvqvL2Qja5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 36, 'prompt_tokens': 190, 'total_tokens': 226, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1041.666667 | 0.000960 | 0.000932 | {'id': 'chatcmpl-B6kOq4mQNzQceVzchzkEGXYNaIeg8', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Data visualization", "Adobe Illustrator", "Creativity", "Attention to detail", "Social media design"] \nThese skills are essential for creating an engaging infographic that effectively communicates data and is suitable for social media sharing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 45, 'prompt_tokens': 193, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1072.386059 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for creating an engaging infographic that effectively communicates data and is suitable for social media sharing. | This job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level. | # Infographic design jobs are typically fulfilled quickly, especially if the data is provided. The demand for such jobs is high, and designers usually have quick turnaround times for social media shareable content. | Mid-level This job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level. | ["Data visualization", "Adobe Illustrator", "Creativity", "Attention to detail", "Social media design"] These skills are essential for creating an engaging infographic that effectively communicates data and is suitable for social media sharing. | 3 # Infographic design jobs are typically fulfilled quickly, especially if the data is provided. The demand for such jobs is high, and designers usually have quick turnaround times for social media shareable content. | 1 | 1 | 1 | e84fbd2e71e39a8087f0fe5446df1caf | b65045622333ecaf849bc6a5e307b80a | 7e7f6aa9c201235d8604c6c1d3b27400 |
| 10 | 7.000000 | ['Content Creation', 'Social Media Strategy', 'Analytics', 'Communication Skills', 'Creativity'] | Mid-level | Social Media Management | Digital Marketing | We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation | 0 | Agent_10 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Digital Marketing | 0 | You regularly perform jobs in the following category: Digital Marketing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1403.508772 | 0.000713 | {'id': 'chatcmpl-B6kP5eqdYY5RizfXaLJBT5vjnCs6s', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Social media management roles are in high demand, and such positions are often filled within a week, especially if the company is actively looking for candidates.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 33, 'prompt_tokens': 207, 'total_tokens': 240, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kP5i6HMt4fz2AdKCCwwdh7nz2Ee', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires managing multiple social media platforms and involves content creation, which typically demands some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 26, 'prompt_tokens': 181, 'total_tokens': 207, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1179.941003 | 0.000847 | 0.000930 | {'id': 'chatcmpl-B6kP5X9cwkGD2gex1kQJu56PiA1DN', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Content Creation", "Social Media Strategy", "Analytics", "Communication Skills", "Creativity"] \nThese skills are essential for managing social media accounts effectively, ensuring engaging content, strategic planning, performance analysis, and clear communication.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 47, 'prompt_tokens': 184, 'total_tokens': 231, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1075.268817 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for managing social media accounts effectively, ensuring engaging content, strategic planning, performance analysis, and clear communication. | The job requires managing multiple social media platforms and involves content creation, which typically demands some experience beyond entry-level. | # Social media management roles are in high demand, and such positions are often filled within a week, especially if the company is actively looking for candidates. | Mid-level The job requires managing multiple social media platforms and involves content creation, which typically demands some experience beyond entry-level. | ["Content Creation", "Social Media Strategy", "Analytics", "Communication Skills", "Creativity"] These skills are essential for managing social media accounts effectively, ensuring engaging content, strategic planning, performance analysis, and clear communication. | 7 # Social media management roles are in high demand, and such positions are often filled within a week, especially if the company is actively looking for candidates. | 1 | 1 | 1 | 31a8da7a27b4fb801e37de348fcab02c | e225025f215a044b53763028345b0f93 | 6d37aee2de8401ee1d788bc128c971cd |
| 11 | 3.500000 | ['Keyword research', 'On-page SEO', 'Technical SEO', 'Content optimization', 'SEO tools proficiency', 'Analytical skills'] | Mid-level | SEO Optimization | Digital Marketing | Need an SEO expert to optimize our website for search engines. The project includes keyword research | 1 | Agent_11 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Digital Marketing | 0 | You regularly perform jobs in the following category: Digital Marketing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Need an SEO expert to optimize our website for search engines. The project includes keyword research What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1242.236025 | 0.000805 | {'id': 'chatcmpl-B6kP5jnS2XI6mZEFuI47O8EsN7fEk', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5 \n# SEO jobs typically get filled quickly due to high demand and the straightforward nature of the task.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 24, 'prompt_tokens': 204, 'total_tokens': 228, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kP4R6BW4mroPZBivgiavvZ2pLW2', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires expertise in SEO and keyword research, which suggests the need for someone with a solid understanding of digital marketing principles, typically associated with mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948042, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 36, 'prompt_tokens': 178, 'total_tokens': 214, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1333.333333 | 0.000750 | 0.001092 | {'id': 'chatcmpl-B6kP5ls8DiQbJT71z02vpFbZaJL95', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Keyword research", "On-page SEO", "Technical SEO", "Content optimization", "SEO tools proficiency", "Analytical skills"] \nThese skills are essential for optimizing a website for search engines, as they cover the necessary research, technical adjustments, content improvements, and use of tools to enhance visibility and performance.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 64, 'prompt_tokens': 181, 'total_tokens': 245, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 915.331808 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for optimizing a website for search engines, as they cover the necessary research, technical adjustments, content improvements, and use of tools to enhance visibility and performance. | The job requires expertise in SEO and keyword research, which suggests the need for someone with a solid understanding of digital marketing principles, typically associated with mid-level experience. | # SEO jobs typically get filled quickly due to high demand and the straightforward nature of the task. | Mid-level The job requires expertise in SEO and keyword research, which suggests the need for someone with a solid understanding of digital marketing principles, typically associated with mid-level experience. | ["Keyword research", "On-page SEO", "Technical SEO", "Content optimization", "SEO tools proficiency", "Analytical skills"] These skills are essential for optimizing a website for search engines, as they cover the necessary research, technical adjustments, content improvements, and use of tools to enhance visibility and performance. | 3.5 # SEO jobs typically get filled quickly due to high demand and the straightforward nature of the task. | 1 | 1 | 1 | d87c411f925bc1dab09cb65295deab51 | a750259cc0d33e0c46ee012b7c4e7f68 | c87605523c092689fe14dc2717fa0ae4 |
| 12 | 7.000000 | ['Google Ads expertise', 'Keyword research', 'Analytical skills', 'Conversion rate optimization', 'Budget management'] | Mid-level | Google Ads Campaign Management | Digital Marketing | Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. | 2 | Agent_12 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Digital Marketing | 0 | You regularly perform jobs in the following category: Digital Marketing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1246.105919 | 0.000803 | {'id': 'chatcmpl-B6kP5I8VkMRP8KA5A2h2VAppFcUJK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \nGiven the high demand for PPC specialists and the clear job description, it typically takes about a week to find a suitable candidate in the digital marketing field on online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 37, 'prompt_tokens': 211, 'total_tokens': 248, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kP5VM2gmZMtqzTmohLzDUYohHAX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires managing Google Ads campaigns with a focus on increasing traffic and conversions, which typically requires a certain level of expertise and experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 34, 'prompt_tokens': 185, 'total_tokens': 219, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1114.206128 | 0.000897 | 0.001020 | {'id': 'chatcmpl-B6kP5UdjNRqtUVVtqL61ckUqSBF6e', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Google Ads expertise", "Keyword research", "Analytical skills", "Conversion rate optimization", "Budget management"] \n// These skills are crucial for a PPC specialist because they need to effectively manage and optimize Google Ads campaigns to increase traffic and conversions within a specified budget.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 55, 'prompt_tokens': 188, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 980.392157 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | // These skills are crucial for a PPC specialist because they need to effectively manage and optimize Google Ads campaigns to increase traffic and conversions within a specified budget. | This job requires managing Google Ads campaigns with a focus on increasing traffic and conversions, which typically requires a certain level of expertise and experience beyond entry-level. | Given the high demand for PPC specialists and the clear job description, it typically takes about a week to find a suitable candidate in the digital marketing field on online labor marketplaces. | Mid-level This job requires managing Google Ads campaigns with a focus on increasing traffic and conversions, which typically requires a certain level of expertise and experience beyond entry-level. | ["Google Ads expertise", "Keyword research", "Analytical skills", "Conversion rate optimization", "Budget management"] // These skills are crucial for a PPC specialist because they need to effectively manage and optimize Google Ads campaigns to increase traffic and conversions within a specified budget. | 7 Given the high demand for PPC specialists and the clear job description, it typically takes about a week to find a suitable candidate in the digital marketing field on online labor marketplaces. | 1 | 1 | 1 | a9190111c7628117073e32632b791bdc | 50fbc0540007d01a841c58b06b819d22 | aae6d33bde4d33be946779f12185f8db |
| 13 | 7.000000 | ['Email Campaign Strategy', 'Mailchimp Proficiency', 'Copywriting', 'Analytics and Reporting', 'A/B Testing'] | Mid-level | Email Marketing Campaign | Digital Marketing | Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. | 3 | Agent_13 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Digital Marketing | 0 | You regularly perform jobs in the following category: Digital Marketing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1179.941003 | 0.000847 | {'id': 'chatcmpl-B6kP5xdT8xDPwQVe8tbZNzGsMpg6e', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Email marketing jobs, especially those specifying a tool like Mailchimp, are quite popular and can often be filled within a week, given the high demand and availability of skilled professionals in this area.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 42, 'prompt_tokens': 213, 'total_tokens': 255, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kP5mpHby1dFnjMNasOXnnDGtacQ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job post requires designing and executing a series of email campaigns, which suggests a need for some experience and expertise, particularly with Mailchimp, indicating a mid-level requirement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 38, 'prompt_tokens': 187, 'total_tokens': 225, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1049.868766 | 0.000953 | 0.001095 | {'id': 'chatcmpl-B6kP5FiW17TRSmq7Cm8G4IvrG5u5h', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Email Campaign Strategy", "Mailchimp Proficiency", "Copywriting", "Analytics and Reporting", "A/B Testing"] \nThese skills are essential for designing and executing effective email marketing campaigns, with a specific emphasis on using Mailchimp, crafting compelling content, analyzing campaign performance, and optimizing through testing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 62, 'prompt_tokens': 190, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 913.242009 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for designing and executing effective email marketing campaigns, with a specific emphasis on using Mailchimp, crafting compelling content, analyzing campaign performance, and optimizing through testing. | The job post requires designing and executing a series of email campaigns, which suggests a need for some experience and expertise, particularly with Mailchimp, indicating a mid-level requirement. | # Email marketing jobs, especially those specifying a tool like Mailchimp, are quite popular and can often be filled within a week, given the high demand and availability of skilled professionals in this area. | Mid-level The job post requires designing and executing a series of email campaigns, which suggests a need for some experience and expertise, particularly with Mailchimp, indicating a mid-level requirement. | ["Email Campaign Strategy", "Mailchimp Proficiency", "Copywriting", "Analytics and Reporting", "A/B Testing"] These skills are essential for designing and executing effective email marketing campaigns, with a specific emphasis on using Mailchimp, crafting compelling content, analyzing campaign performance, and optimizing through testing. | 7 # Email marketing jobs, especially those specifying a tool like Mailchimp, are quite popular and can often be filled within a week, given the high demand and availability of skilled professionals in this area. | 1 | 1 | 1 | 04417cab538f73d69f9457cfa3db8ea7 | 41f8969fee02efe42e461c5ce6fe009f | 9fb0e0aa62fbc4411faf12a75b484b7b |
| 14 | 7.000000 | ['Content Strategy', 'SEO', 'Analytics', 'Copywriting', 'Social Media Marketing'] | Mid-level | Content Marketing Strategy | Digital Marketing | Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation | 4 | Agent_14 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Digital Marketing | 0 | You regularly perform jobs in the following category: Digital Marketing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1166.180758 | 0.000857 | {'id': 'chatcmpl-B6kP5DEeAIQjKDIVhEpUGFT6BceDl', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7\n# Typically, digital marketing jobs like this are filled within a week, but it can vary based on the complexity of the strategy and the specificity of the client’s needs.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 37, 'prompt_tokens': 209, 'total_tokens': 246, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kP5IjqUScDQo7YxV6OizV7LakHY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level\n\nThe job requires developing a comprehensive strategy, which suggests a need for some experience and expertise beyond entry-level. However, it doesn't specify the need for senior-level leadership or extensive experience.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 40, 'prompt_tokens': 183, 'total_tokens': 223, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1120.448179 | 0.000892 | 0.001015 | {'id': 'chatcmpl-B6kP5R1mJCLww0hjmgJK2mrqbJUfy', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Content Strategy", "SEO", "Analytics", "Copywriting", "Social Media Marketing"] \nThese skills are essential for developing a content marketing strategy as they encompass planning, optimizing for search engines, analyzing performance, creating engaging content, and promoting it across social platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 55, 'prompt_tokens': 186, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 985.221675 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | These skills are essential for developing a content marketing strategy as they encompass planning, optimizing for search engines, analyzing performance, creating engaging content, and promoting it across social platforms. | The job requires developing a comprehensive strategy, which suggests a need for some experience and expertise beyond entry-level. However, it doesn't specify the need for senior-level leadership or extensive experience. | # Typically, digital marketing jobs like this are filled within a week, but it can vary based on the complexity of the strategy and the specificity of the client’s needs. | Mid-level The job requires developing a comprehensive strategy, which suggests a need for some experience and expertise beyond entry-level. However, it doesn't specify the need for senior-level leadership or extensive experience. | ["Content Strategy", "SEO", "Analytics", "Copywriting", "Social Media Marketing"] These skills are essential for developing a content marketing strategy as they encompass planning, optimizing for search engines, analyzing performance, creating engaging content, and promoting it across social platforms. | 7 # Typically, digital marketing jobs like this are filled within a week, but it can vary based on the complexity of the strategy and the specificity of the client’s needs. | 1 | 1 | 1 | 0c9f4c9ccc470e5440cac60d2e67e70a | 3d0aeffa90d2efe36bf10c71ed787f3a | 8fc156b75af8ef08bb00bbfbe69a81f0 |
| 15 | 3.500000 | ['Excellent writing skills', 'Understanding of digital marketing', 'Research skills', 'Attention to detail', 'Ability to meet deadlines'] | Mid-level | Blog Post Writing | Content Writing | Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words | 0 | Agent_15 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Content Writing | 0 | You regularly perform jobs in the following category: Content Writing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 992.555831 | 0.001007 | {'id': 'chatcmpl-B6kOdi5P68rCMJq4eTDsFNwtBaK4R', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "3.5\n# The job involves writing 5 blog posts, which typically takes a skilled writer about 1-2 days per post, including time for research, writing, and revisions. Given the demand for content writing on digital marketing, it's likely to be fulfilled quickly.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 57, 'prompt_tokens': 213, 'total_tokens': 270, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOdKkRcGoz2UK82ihCDlTyVn0XU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level\n\nThe job requires producing multiple blog posts on a specialized topic, digital marketing, which suggests the need for some experience and understanding of the subject. However, it doesn't specify highly advanced skills or extensive experience, which would be necessary for a senior-level position.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 54, 'prompt_tokens': 187, 'total_tokens': 241, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 907.029478 | 0.001102 | 0.001315 | {'id': 'chatcmpl-B6kOdI5Pcv7R4sh7NuAuKz28KkoJw', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Excellent writing skills", "Understanding of digital marketing", "Research skills", "Attention to detail", "Ability to meet deadlines"] \n# Excellent writing skills are essential for creating engaging content. Understanding of digital marketing is crucial to ensure the content is relevant. Research skills are needed to gather accurate information. Attention to detail ensures high-quality work, and the ability to meet deadlines is important to complete the project on time.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 84, 'prompt_tokens': 190, 'total_tokens': 274, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 760.456274 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | # Excellent writing skills are essential for creating engaging content. Understanding of digital marketing is crucial to ensure the content is relevant. Research skills are needed to gather accurate information. Attention to detail ensures high-quality work, and the ability to meet deadlines is important to complete the project on time. | The job requires producing multiple blog posts on a specialized topic, digital marketing, which suggests the need for some experience and understanding of the subject. However, it doesn't specify highly advanced skills or extensive experience, which would be necessary for a senior-level position. | # The job involves writing 5 blog posts, which typically takes a skilled writer about 1-2 days per post, including time for research, writing, and revisions. Given the demand for content writing on digital marketing, it's likely to be fulfilled quickly. | Mid-level The job requires producing multiple blog posts on a specialized topic, digital marketing, which suggests the need for some experience and understanding of the subject. However, it doesn't specify highly advanced skills or extensive experience, which would be necessary for a senior-level position. | ["Excellent writing skills", "Understanding of digital marketing", "Research skills", "Attention to detail", "Ability to meet deadlines"] # Excellent writing skills are essential for creating engaging content. Understanding of digital marketing is crucial to ensure the content is relevant. Research skills are needed to gather accurate information. Attention to detail ensures high-quality work, and the ability to meet deadlines is important to complete the project on time. | 3.5 # The job involves writing 5 blog posts, which typically takes a skilled writer about 1-2 days per post, including time for research, writing, and revisions. Given the demand for content writing on digital marketing, it's likely to be fulfilled quickly. | 1 | 1 | 1 | 4dd4c4c3b32847eb06ad3d5ebf98e836 | b07f1475d65bf62d5fee71f2865e24eb | c800a4738aeef9fe45f853ab85e1dd49 |
| 16 | 3.000000 | ['Creative Writing', 'SEO Knowledge', 'Attention to Detail', 'Research Skills', 'Understanding of Target Audience'] | Mid-level | Product Description Writing | Content Writing | We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. | 1 | Agent_16 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Content Writing | 0 | You regularly perform jobs in the following category: Content Writing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1253.918495 | 0.000798 | {'id': 'chatcmpl-B6kOdbqo16AeOndkwGbqnfuhc0OU7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \n# Product description writing jobs often attract a good number of applicants, especially if the job is clearly defined. It might take a few days to review applications and select the right candidate.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 39, 'prompt_tokens': 213, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOdixpGGWfP54PWw4qxueyuqJqA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires the ability to craft compelling product descriptions, which involves understanding both the product and the target audience, skills typically developed with some experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 33, 'prompt_tokens': 187, 'total_tokens': 220, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1084.010840 | 0.000922 | 0.000975 | {'id': 'chatcmpl-B6kOdxWiqb1nKJh7FzSDnG1Y6EEN4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Creative Writing", "SEO Knowledge", "Attention to Detail", "Research Skills", "Understanding of Target Audience"] \n# These skills are crucial for crafting engaging product descriptions that not only highlight features and benefits but also attract and retain potential customers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 50, 'prompt_tokens': 190, 'total_tokens': 240, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1025.641026 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | # These skills are crucial for crafting engaging product descriptions that not only highlight features and benefits but also attract and retain potential customers. | This job requires the ability to craft compelling product descriptions, which involves understanding both the product and the target audience, skills typically developed with some experience. | # Product description writing jobs often attract a good number of applicants, especially if the job is clearly defined. It might take a few days to review applications and select the right candidate. | Mid-level This job requires the ability to craft compelling product descriptions, which involves understanding both the product and the target audience, skills typically developed with some experience. | ["Creative Writing", "SEO Knowledge", "Attention to Detail", "Research Skills", "Understanding of Target Audience"] # These skills are crucial for crafting engaging product descriptions that not only highlight features and benefits but also attract and retain potential customers. | 3 # Product description writing jobs often attract a good number of applicants, especially if the job is clearly defined. It might take a few days to review applications and select the right candidate. | 1 | 1 | 1 | 59cdc5a9cf4f22dd0986bf35411cab88 | 7f8aa9edb29063b40d757e307448f1c3 | de60c149b9f02bf3c81418af49e20aaa |
| 17 | 7.000000 | ['Technical writing', 'Understanding of software development', 'Ability to create user manuals', 'Experience with API documentation', 'Familiarity with software terminology'] | Mid-level | Technical Writing for Software Documentation | Content Writing | Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. | 2 | Agent_17 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Content Writing | 0 | You regularly perform jobs in the following category: Content Writing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1351.351351 | 0.000740 | {'id': 'chatcmpl-B6kOdPJViKpexPbdeAY6FjMpA9SRm', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Based on my experience, technical writing positions, especially those requiring familiarity with software development, typically take about a week to fill on online labor marketplaces. The demand for such skilled writers is high, but the pool of qualified candidates is smaller compared to more general writing roles.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 57, 'prompt_tokens': 218, 'total_tokens': 275, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOdHPY30ATJg7snchhiYo7JTeNU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 26, 'prompt_tokens': 192, 'total_tokens': 218, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 896.860987 | 0.001115 | 0.001167 | {'id': 'chatcmpl-B6kOdAmMWeDU21NmnWkkH89pByX6C', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Technical writing", "Understanding of software development", "Ability to create user manuals", "Experience with API documentation", "Familiarity with software terminology"]\n\n# These skills are essential for the job post as it requires creating technical documents for a software product, which demands a strong grasp of technical writing and familiarity with software development and terminology.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 68, 'prompt_tokens': 195, 'total_tokens': 263, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 856.531049 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | # These skills are essential for the job post as it requires creating technical documents for a software product, which demands a strong grasp of technical writing and familiarity with software development and terminology. | The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position. | # Based on my experience, technical writing positions, especially those requiring familiarity with software development, typically take about a week to fill on online labor marketplaces. The demand for such skilled writers is high, but the pool of qualified candidates is smaller compared to more general writing roles. | Mid-level The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position. | ["Technical writing", "Understanding of software development", "Ability to create user manuals", "Experience with API documentation", "Familiarity with software terminology"] # These skills are essential for the job post as it requires creating technical documents for a software product, which demands a strong grasp of technical writing and familiarity with software development and terminology. | 7 # Based on my experience, technical writing positions, especially those requiring familiarity with software development, typically take about a week to fill on online labor marketplaces. The demand for such skilled writers is high, but the pool of qualified candidates is smaller compared to more general writing roles. | 1 | 1 | 1 | 8c50bdbe5c637a4c3fc33174f270a763 | c4e98e066838de4fed1b5d1af7945b29 | a32c9cad607dc8274a458cb0d56bd84d |
| 18 | 5.000000 | ['Persuasive writing', 'SEO knowledge', 'Attention to detail', 'Research skills', 'Understanding of target audience'] | Mid-level | Website Copywriting | Content Writing | Looking for a copywriter to create persuasive content for our company’s website. The content should be clear | 3 | Agent_18 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Content Writing | 0 | You regularly perform jobs in the following category: Content Writing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Looking for a copywriter to create persuasive content for our company’s website. The content should be clear What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1294.498382 | 0.000772 | {'id': 'chatcmpl-B6kOd8t5sPlTCD4ffPM9yzjzWkt3S', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Typically, straightforward content writing jobs such as creating website copy can be fulfilled within a few days, as long as the client is responsive and the requirements are clear.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 36, 'prompt_tokens': 207, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOdscWXzPNK2LH15MXuRJtQwJe5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires persuasive content creation, which typically demands a certain level of experience and skill in copywriting to effectively engage and convert website visitors.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 32, 'prompt_tokens': 181, 'total_tokens': 213, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1139.601140 | 0.000878 | 0.001180 | {'id': 'chatcmpl-B6kOdYJXP7YaFbK4hp9ikaiExjnLI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Persuasive writing", "SEO knowledge", "Attention to detail", "Research skills", "Understanding of target audience"] \nThe job requires creating persuasive content for a website, so persuasive writing and understanding the audience are crucial. SEO knowledge is important for web content, while attention to detail ensures clarity and accuracy. Research skills are necessary to gather relevant information.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 72, 'prompt_tokens': 184, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 847.457627 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | The job requires creating persuasive content for a website, so persuasive writing and understanding the audience are crucial. SEO knowledge is important for web content, while attention to detail ensures clarity and accuracy. Research skills are necessary to gather relevant information. | This job requires persuasive content creation, which typically demands a certain level of experience and skill in copywriting to effectively engage and convert website visitors. | # Typically, straightforward content writing jobs such as creating website copy can be fulfilled within a few days, as long as the client is responsive and the requirements are clear. | Mid-level This job requires persuasive content creation, which typically demands a certain level of experience and skill in copywriting to effectively engage and convert website visitors. | ["Persuasive writing", "SEO knowledge", "Attention to detail", "Research skills", "Understanding of target audience"] The job requires creating persuasive content for a website, so persuasive writing and understanding the audience are crucial. SEO knowledge is important for web content, while attention to detail ensures clarity and accuracy. Research skills are necessary to gather relevant information. | 5 # Typically, straightforward content writing jobs such as creating website copy can be fulfilled within a few days, as long as the client is responsive and the requirements are clear. | 1 | 1 | 1 | 74a4f6456751ad7560f88b9e7f8c89ed | 5f731d57e58e8d9b2a9d9ddf33534a7b | 42986e4ed087ba4976248bd46d87c8b7 |
| 19 | 2.000000 | ['Excellent writing skills', 'Understanding of press release format', 'Attention to detail', 'Ability to engage the audience', 'Knowledge of the product or industry'] | Mid-level | Press Release Writing | Content Writing | We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. | 4 | Agent_19 | You are an experienced freelancer on online labor marketplaces. | You are answering questions as if you were a human. Do not break character. | Content Writing | 0 | You regularly perform jobs in the following category: Content Writing. | 0 | 3 | gpt-4o | 1000 | 0 | 0 | 1 | openai | 0.500000 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. Estimate the number of days until this job post is fulfilled. This question requires a numerical response in the form of an integer or decimal (e.g., -12, 0, 1, 2, 3.45, ...). Respond with just your number on a single line. If your response is equivalent to zero, report '0' After the answer, put a comment explaining your choice on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} | Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. What level of experience is required for this job? Entry-level Mid-level Senior-level Only 1 option may be selected. Respond only with a string corresponding to one of the options. After the answer, you can put a comment explaining why you chose that option on the next line. | 1089.918256 | 0.000917 | {'id': 'chatcmpl-B6kOd5lJHjdEEvb1Gr6DX0k7b3PyU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '2\n# Press release writing is a common task and typically requires a quick turnaround. Given industry standards and the straightforward nature of the task, it is likely to be fulfilled within 2 days.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 40, 'prompt_tokens': 213, 'total_tokens': 253, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | {'id': 'chatcmpl-B6kOdlRrWgkWhxecEiAo34qmy1P8e', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires knowledge of industry standards and the ability to create an attention-grabbing press release, which suggests that some experience and familiarity with press release writing is necessary, making it suitable for mid-level writers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 45, 'prompt_tokens': 187, 'total_tokens': 232, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 1072.386059 | 0.000932 | 0.001055 | {'id': 'chatcmpl-B6kOdQuvioNQ5odykpuh4SUmkJXFt', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Excellent writing skills", "Understanding of press release format", "Attention to detail", "Ability to engage the audience", "Knowledge of the product or industry"] \n# These skills are essential to create a compelling and professional press release that meets industry standards and effectively communicates the product launch.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 58, 'prompt_tokens': 190, 'total_tokens': 248, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} | 947.867299 | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? | Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. | nan | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | list | numerical | multiple_choice | # These skills are essential to create a compelling and professional press release that meets industry standards and effectively communicates the product launch. | This job requires knowledge of industry standards and the ability to create an attention-grabbing press release, which suggests that some experience and familiarity with press release writing is necessary, making it suitable for mid-level writers. | # Press release writing is a common task and typically requires a quick turnaround. Given industry standards and the straightforward nature of the task, it is likely to be fulfilled within 2 days. | Mid-level This job requires knowledge of industry standards and the ability to create an attention-grabbing press release, which suggests that some experience and familiarity with press release writing is necessary, making it suitable for mid-level writers. | ["Excellent writing skills", "Understanding of press release format", "Attention to detail", "Ability to engage the audience", "Knowledge of the product or industry"] # These skills are essential to create a compelling and professional press release that meets industry standards and effectively communicates the product launch. | 2 # Press release writing is a common task and typically requires a quick turnaround. Given industry standards and the straightforward nature of the task, it is likely to be fulfilled within 2 days. | 1 | 1 | 1 | e876a0eb1edfb6797d2fc08542389d34 | a88ca6debe16ee90432022a33e537a32 | ea1f728739691587828ec51bc5bc9e57 |
Posting content at the Coop
We can post any EDSL objects to the Coop, including this notebook:
[19]:
# agents.push(
# description = "Agents for job posts data labeling task",
# alias = "job-posts-agents-example",
# visibility = "public"
# )
[20]:
# survey.push(
# description = "Survey for job posts data labeling task",
# alias = "job-posts-survey-example",
# visibility = "public"
# )
We can also post this Notebook:
[21]:
from edsl import Notebook
nb = Notebook(path = "data_labeling_agent.ipynb")
if refresh := False:
nb.push(
description = "Example code for data labeling using agents",
alias = "data-labeling-agent-notebook",
visibility = "public"
)
else:
nb.patch("https://www.expectedparrot.com/content/RobinHorton/data-labeling-agent-notebook", value = nb)
Learn more about using the Coop to conduct LLM-based research.