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, QuestionFreeText, QuestionLinearScale, QuestionList, QuestionNumerical,
Survey, ScenarioList, Scenario, AgentList, Agent, ModelList, 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:
[5]:
from edsl import FileStore
fs = FileStore("data.csv")
csv_info = fs.push(description = "Example CSV file: Job categories", visibility = "public")
csv_info # display the URL and Coop uuid of the stored file for retrieving it later
[5]:
{'description': 'Example CSV file: Job categories',
'object_type': 'scenario',
'url': 'https://www.expectedparrot.com/content/6e3359b3-3418-450d-8db5-c48b115b4d57',
'uuid': '6e3359b3-3418-450d-8db5-c48b115b4d57',
'version': '0.1.43.dev1',
'visibility': 'public'}
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):
[6]:
from edsl import FileStore, ScenarioList
csv_file = FileStore.pull(csv_info["uuid"]) # info is the dictionary returned from the push method above
scenarios = ScenarioList.from_csv(csv_file.to_tempfile())
scenarios # display the scenarios
[6]:
ScenarioList scenarios: 20; keys: ['job_category', 'job_title', '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:
[7]:
q_skills = QuestionList(
question_name="skills",
question_text="""
Consider the following job category and job post at an online labor marketplace.
Job category: {{ job_category }}
Job post: {{ 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: {{ job_category }}
Job post: {{ 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: {{ job_category }}
Job post: {{ 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.
[8]:
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:
[9]:
job_categories = list(set(scenarios.select("job_category").to_list()))
job_categories
[9]:
['Content Writing', 'Graphic Design', 'Web Development', 'Digital Marketing']
Next we use them to create an agent for each job category:
[10]:
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
[10]:
AgentList agents: 4;
| persona | job_category | expertise | |
|---|---|---|---|
| 0 | You are an experienced freelancer on online labor marketplaces. | Content Writing | You regularly perform jobs in the following category: Content Writing. |
| 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. | Web Development | You regularly perform jobs in the following category: Web Development. |
| 3 | You are an experienced freelancer on online labor marketplaces. | Digital Marketing | You regularly perform jobs in the following category: Digital Marketing. |
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:
[11]:
from edsl import Model
# 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):
[12]:
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:
[13]:
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: Content Writing
▼
Job Status (2025-02-07 20:23:12)
| Job UUID | 9c7a0291-5613-48c0-9f79-540f72637999 |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/9c7a0291-5613-48c0-9f79-540f72637999 |
| Exceptions Report URL | None |
| Results UUID | ab2440fd-2246-4088-9fff-bb85b57fb964 |
| Results URL | https://www.expectedparrot.com/content/ab2440fd-2246-4088-9fff-bb85b57fb964 |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/ab2440fd-2246-4088-9fff-bb85b57fb964
Job category: Graphic Design
▼
Job Status (2025-02-07 20:23:28)
| Job UUID | c3f7efbc-e2f4-42fd-b5a0-e4f85178d3ca |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/c3f7efbc-e2f4-42fd-b5a0-e4f85178d3ca |
| Exceptions Report URL | None |
| Results UUID | da6332ff-eddf-403b-80f2-a576d5af796d |
| Results URL | https://www.expectedparrot.com/content/da6332ff-eddf-403b-80f2-a576d5af796d |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/da6332ff-eddf-403b-80f2-a576d5af796d
Job category: Web Development
▼
Job Status (2025-02-07 20:23:48)
| Job UUID | 69af0612-3e85-49d3-91be-61186c988ca3 |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/69af0612-3e85-49d3-91be-61186c988ca3 |
| Exceptions Report URL | None |
| Results UUID | e826c639-4542-48a5-b323-067568f5661d |
| Results URL | https://www.expectedparrot.com/content/e826c639-4542-48a5-b323-067568f5661d |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/e826c639-4542-48a5-b323-067568f5661d
Job category: Digital Marketing
▼
Job Status (2025-02-07 20:24:04)
| Job UUID | 30b0a8a1-abfd-4c93-b15f-90760ebc2c7d |
| Progress Bar URL | https://www.expectedparrot.com/home/remote-job-progress/30b0a8a1-abfd-4c93-b15f-90760ebc2c7d |
| Exceptions Report URL | None |
| Results UUID | 6dbc343e-797d-4cb1-b6a1-7bcf67ba8ef9 |
| Results URL | https://www.expectedparrot.com/content/6dbc343e-797d-4cb1-b6a1-7bcf67ba8ef9 |
✓Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/6dbc343e-797d-4cb1-b6a1-7bcf67ba8ef9
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:
[18]:
results.columns
[18]:
| 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:
[19]:
(
results
.filter("job_category == 'Graphic Design'")
.select("job_post", "skills", "experience", "days")
)
[19]:
| 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. | ['Logo Design', 'Creativity', 'Branding', 'Modern Design', 'Portfolio Presentation'] | Mid-level | 3.500000 |
| 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', 'Typography', 'Layout Design', 'Print Design', 'Attention to Detail'] | Mid-level | 3.500000 |
| 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', 'Adobe Illustrator', '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. | ['Creativity', 'Branding', 'Banner Design', 'Adobe Photoshop', 'Adobe Illustrator'] | Mid-level | 5.000000 |
| 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', 'Graphic Design', 'Social Media Design', 'Adobe Illustrator', 'Attention to Detail'] | Mid-level | 3.500000 |
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:
[20]:
(
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",
}
)
)
[20]:
| 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 post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically 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 | The job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise. |
| 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 professional and engaging social media graphics, which suggests a need for some experience in design and familiarity 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 the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers. |
| 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 translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools. |
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.:
[21]:
results.sql("select * from self")
[21]:
| experience | skills | days | scenario_index | job_title | job_category_scenario | job_post | job_category | expertise | agent_instruction | agent_name | agent_index | persona | model_index | temperature | frequency_penalty | top_p | top_logprobs | model | max_tokens | logprobs | inference_service | presence_penalty | skills_user_prompt | experience_user_prompt | experience_system_prompt | days_user_prompt | skills_system_prompt | days_system_prompt | days_raw_model_response | days_cost | days_one_usd_buys | skills_raw_model_response | experience_one_usd_buys | skills_one_usd_buys | skills_cost | experience_cost | experience_raw_model_response | iteration | skills_question_text | experience_question_text | days_question_text | experience_question_options | skills_question_options | days_question_options | experience_question_type | skills_question_type | days_question_type | experience_comment | days_comment | skills_comment | experience_generated_tokens | days_generated_tokens | skills_generated_tokens | days_cache_used | experience_cache_used | skills_cache_used | days_cache_key | experience_cache_key | skills_cache_key | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Mid-level | ['Research skills', 'SEO knowledge', 'Digital marketing understanding', 'Writing proficiency', 'Time management'] | 3.500000 | 0 | 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 | Content Writing | You regularly perform jobs in the following category: Content Writing. | You are answering questions as if you were a human. Do not break character. | Agent_0 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTqci0b9LdECSpC16TW45nkj4IDi', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', '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}}} | 0.001082 | 923.787529 | {'id': 'chatcmpl-AyTqc17XyZkOMyiVdsIr5VsTHhFwe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Research skills", "SEO knowledge", "Digital marketing understanding", "Writing proficiency", "Time management"] \nThese skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 66, 'prompt_tokens': 190, '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}}} | 1101.928375 | 881.057269 | 0.001135 | 0.000907 | {'id': 'chatcmpl-AyTqiv3BCvVlIbHkNk2bVTD3zeNRX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977784, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 44, 'prompt_tokens': 187, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer. | # This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work. | These skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines. | Mid-level This job requires the ability to produce content on a specialized topic like digital marketing, which suggests a need for some experience and knowledge in the field, thus making it more suitable for a mid-level writer. | 3.5 # This estimate assumes that the job is relatively straightforward for a skilled writer and could be picked up quickly. It might take a few days for the client to review proposals and select a freelancer, with some additional time for the freelancer to begin the work. | ["Research skills", "SEO knowledge", "Digital marketing understanding", "Writing proficiency", "Time management"] These skills are essential because the writer needs to understand digital marketing to produce relevant content, use SEO to enhance visibility, conduct research to provide accurate information, write effectively to engage readers, and manage time to meet deadlines. | 0 | 0 | 0 | c800a4738aeef9fe45f853ab85e1dd49 | b07f1475d65bf62d5fee71f2865e24eb | 4dd4c4c3b32847eb06ad3d5ebf98e836 |
| 1 | Mid-level | ['Creative writing', 'Attention to detail', 'SEO knowledge', 'Research skills', 'Understanding of target audience'] | 3.000000 | 1 | 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. | Content Writing | You regularly perform jobs in the following category: Content Writing. | You are answering questions as if you were a human. Do not break character. | Agent_1 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTqc5wDXR8Mqpg6YeZbhNBQKXLFw', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \nBased on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977778, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 33, 'prompt_tokens': 213, '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}}} | 0.000862 | 1159.420290 | {'id': 'chatcmpl-AyTqf4vvVECgQyUNVhUbswVXQH2KH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Creative writing", "Attention to detail", "SEO knowledge", "Research skills", "Understanding of target audience"] \nThese skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977781, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 69, 'prompt_tokens': 190, 'total_tokens': 259, '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}}} | 1208.459215 | 858.369099 | 0.001165 | 0.000828 | {'id': 'chatcmpl-AyTqfczpqwiycqi7x3Mq0lTeQbrjQ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977781, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative. | Based on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers. | These skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers. | Mid-level The task requires the ability to craft compelling and effective product descriptions, which suggests a need for some experience in content writing to ensure the descriptions are persuasive and informative. | 3 Based on my experience, straightforward content writing tasks like crafting product descriptions are typically fulfilled within a few days, depending on the urgency and availability of freelancers. | ["Creative writing", "Attention to detail", "SEO knowledge", "Research skills", "Understanding of target audience"] These skills are essential because creative writing helps in crafting engaging content, attention to detail ensures accuracy, SEO knowledge improves visibility, research skills provide necessary product information, and understanding the target audience tailors the descriptions to potential buyers. | 0 | 0 | 0 | de60c149b9f02bf3c81418af49e20aaa | 7f8aa9edb29063b40d757e307448f1c3 | 59cdc5a9cf4f22dd0986bf35411cab88 |
| 2 | Mid-level | ['Technical writing', 'Understanding of software development', 'Ability to create user manuals', 'API documentation skills', 'Familiarity with software terminology'] | 7.000000 | 2 | 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. | Content Writing | You regularly perform jobs in the following category: Content Writing. | You are answering questions as if you were a human. Do not break character. | Agent_2 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTqjL19jIeckVaS4sPdEAsn0hbF0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977785, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 34, 'prompt_tokens': 218, '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}}} | 0.000885 | 1129.943503 | {'id': 'chatcmpl-AyTqdm5DlMg12MC30ftSeEfxHxVa7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Technical writing", "Understanding of software development", "Ability to create user manuals", "API documentation skills", "Familiarity with software terminology"] \nThese skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977779, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 65, 'prompt_tokens': 195, 'total_tokens': 260, '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}}} | 1351.351351 | 879.120879 | 0.001138 | 0.000740 | {'id': 'chatcmpl-AyTqdKt1a9RPML4Pm01mKfMuzb7xj', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis 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': 1738977779, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position. | # Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience. | These skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users. | Mid-level This job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position. | 7 # Technical writing jobs, especially those requiring specific expertise like API documentation, can take about a week to fill due to the need for specialized skills and experience. | ["Technical writing", "Understanding of software development", "Ability to create user manuals", "API documentation skills", "Familiarity with software terminology"] These skills are essential for effectively creating user manuals and API documentation, as they ensure the writer can accurately convey complex technical information in a way that is understandable to users. | 0 | 0 | 0 | a32c9cad607dc8274a458cb0d56bd84d | c4e98e066838de4fed1b5d1af7945b29 | 8c50bdbe5c637a4c3fc33174f270a763 |
| 3 | Mid-level | ['Persuasive writing', 'SEO knowledge', 'Attention to detail', 'Understanding of target audience', 'Strong research skills'] | 3.500000 | 3 | Website Copywriting | Content Writing | Looking for a copywriter to create persuasive content for our company’s website. The content should be clear | Content Writing | You regularly perform jobs in the following category: Content Writing. | You are answering questions as if you were a human. Do not break character. | Agent_3 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTqhGVMzIG4VqJXkGTVCAlX68FCb', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977783, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 34, 'prompt_tokens': 207, '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}}} | 0.000857 | 1166.180758 | {'id': 'chatcmpl-AyTqiCDf57OjdaU7s7x5lorMrEh2S', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Persuasive writing", "SEO knowledge", "Attention to detail", "Understanding of target audience", "Strong research skills"] \n# Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977784, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 76, 'prompt_tokens': 184, 'total_tokens': 260, '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}}} | 1173.020528 | 819.672131 | 0.001220 | 0.000852 | {'id': 'chatcmpl-AyTqeZpp9oLDmykD0UllqHaERzZL7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level\n\nThe job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977780, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 40, 'prompt_tokens': 181, 'total_tokens': 221, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience. | # Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive. | # Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content. | Mid-level The job post requires creating persuasive content for a company's website, which suggests the need for someone with a good understanding of marketing and writing skills, typically found at a mid-level experience. | 3.5 # Typically, straightforward content writing jobs on online platforms are fulfilled within a few days, assuming the job is well-defined and the client is responsive. | ["Persuasive writing", "SEO knowledge", "Attention to detail", "Understanding of target audience", "Strong research skills"] # Persuasive writing is crucial for creating compelling content, SEO knowledge helps optimize the content for search engines, attention to detail ensures error-free content, understanding of the target audience helps tailor the message, and strong research skills support accurate and informative content. | 0 | 0 | 0 | 42986e4ed087ba4976248bd46d87c8b7 | 5f731d57e58e8d9b2a9d9ddf33534a7b | 74a4f6456751ad7560f88b9e7f8c89ed |
| 4 | Mid-level | ['Strong writing skills', 'Understanding of press release format', 'Attention to detail', 'Ability to write engaging content', 'Knowledge of industry standards'] | 1.500000 | 4 | 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. | Content Writing | You regularly perform jobs in the following category: Content Writing. | You are answering questions as if you were a human. Do not break character. | Agent_4 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTqjCFereITVk23EYZ8PAizbeMqM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '1.5\n# Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977785, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 37, 'prompt_tokens': 213, '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}}} | 0.000902 | 1108.033241 | {'id': 'chatcmpl-AyTqgMNyIpuJxybQ9lLaVCFiFjhvp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Strong writing skills", "Understanding of press release format", "Attention to detail", "Ability to write engaging content", "Knowledge of industry standards"] \n\nThese skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977782, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 61, 'prompt_tokens': 190, '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}}} | 1078.167116 | 921.658986 | 0.001085 | 0.000927 | {'id': 'chatcmpl-AyTqg7MknYcbLrJUhzJX7sbUJHTaY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977782, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 46, 'prompt_tokens': 187, 'total_tokens': 233, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer. | # Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness. | These skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards. | Mid-level The job requires drafting a press release, which involves understanding industry standards and creating an attention-grabbing document. This typically requires some experience and familiarity with press release writing, making it suitable for a mid-level writer. | 1.5 # Press releases are typically urgent, and experienced writers can often fulfill such a task within 1 to 2 days, depending on the complexity and client responsiveness. | ["Strong writing skills", "Understanding of press release format", "Attention to detail", "Ability to write engaging content", "Knowledge of industry standards"] These skills are essential for drafting a press release that is both effective and professional, ensuring it captures attention while adhering to the expected format and standards. | 0 | 0 | 0 | ea1f728739691587828ec51bc5bc9e57 | a88ca6debe16ee90432022a33e537a32 | e876a0eb1edfb6797d2fc08542389d34 |
| 5 | Mid-level | ['Logo Design', 'Creativity', 'Branding', 'Modern Design', 'Portfolio Presentation'] | 3.500000 | 0 | 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. | Graphic Design | You regularly perform jobs in the following category: Graphic Design. | You are answering questions as if you were a human. Do not break character. | Agent_5 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTqxk4ur3T5sTZ95g4PSH6iyUF9w', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "3.5 \nBased on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977799, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 76, 'prompt_tokens': 220, 'total_tokens': 296, '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}}} | 0.001310 | 763.358779 | {'id': 'chatcmpl-AyTqvH5ZY6jWHi65PuBWkjCZCPfdP', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Logo Design", "Creativity", "Branding", "Modern Design", "Portfolio Presentation"] \nThe job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client\'s vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977797, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 89, 'prompt_tokens': 197, 'total_tokens': 286, '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}}} | 851.063830 | 723.327306 | 0.001383 | 0.001175 | {'id': 'chatcmpl-AyTqwkDfAHO48BgpDVVTP9Sh5lXrD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977798, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 69, 'prompt_tokens': 194, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position. | Based on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process. | The job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client's vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities. | Mid-level This job post requires the creation of a unique and modern logo that represents innovation, which suggests a need for a designer with a solid understanding of design principles and experience in branding. Additionally, the request for portfolio examples indicates that the client is looking for someone with a proven track record, which typically aligns with a mid-level position. | 3.5 Based on my experience, graphic design jobs like logo creation often attract a lot of freelancers quickly, especially if the client is clear about their needs and asks for a portfolio. This job post is likely to be fulfilled within a few days, typically around 3 to 4 days, depending on the urgency and clarity of the client's communication and decision-making process. | ["Logo Design", "Creativity", "Branding", "Modern Design", "Portfolio Presentation"] The job requires creating a logo, which involves logo design skills. Creativity is essential to produce a unique and innovative design. Branding is important to ensure the logo represents the startup effectively. Modern design skills are needed to align with the client's vision of innovation. A portfolio presentation is crucial to showcase past work and convince the client of your capabilities. | 0 | 0 | 0 | 69d564487d41e40882e94d5e527f07ac | f306c5f802a6a8e32fe01b390a84cd1a | 9c3c80600cd235cdfffcd78d60260874 |
| 6 | Mid-level | ['Adobe InDesign', 'Typography', 'Layout Design', 'Print Design', 'Attention to Detail'] | 3.500000 | 1 | 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. | Graphic Design | You regularly perform jobs in the following category: Graphic Design. | You are answering questions as if you were a human. Do not break character. | Agent_6 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTr20tdh5YwwJqzrgm8w4mdWVU83', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977804, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 51, 'prompt_tokens': 219, '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}}} | 0.001058 | 945.626478 | {'id': 'chatcmpl-AyTqyKQyM1mzgueIi1b2nlqAU7V2G', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Adobe InDesign", "Typography", "Layout Design", "Print Design", "Attention to Detail"] \nThese skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977800, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 67, 'prompt_tokens': 196, '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}}} | 987.654321 | 862.068966 | 0.001160 | 0.001012 | {'id': 'chatcmpl-AyTr0m5J4mXArnKPsDqhVNXB6Y4MH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977802, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 53, 'prompt_tokens': 193, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise. | # This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format. | These skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product. | Mid-level The job requires creating a professional brochure for a real estate company, which suggests the need for a designer with a good understanding of design principles and experience with print-ready formats. This typically requires more than entry-level experience but not necessarily senior-level expertise. | 3.5 # This type of job typically takes a few days to fulfill due to the need for a skilled designer to create a professional and polished brochure. The process includes initial design, feedback, revisions, and final delivery in print-ready format. | ["Adobe InDesign", "Typography", "Layout Design", "Print Design", "Attention to Detail"] These skills are essential for creating a professional brochure: Adobe InDesign for layout, typography for text aesthetics, layout design for organizing content, print design for ensuring print readiness, and attention to detail for a polished final product. | 0 | 0 | 0 | 0857658ef0acafe5c6854bece32cb1ea | 26fe6ac7e218ba0920aca33033f226ab | 863bb710992698d37058c627f3954fea |
| 7 | Mid-level | ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Adobe Illustrator', 'Creativity', 'Attention to Detail'] | 3.500000 | 2 | 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. | Graphic Design | You regularly perform jobs in the following category: Graphic Design. | You are answering questions as if you were a human. Do not break character. | Agent_7 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTqyFCpbUPJcpykK364fmTXaCEVS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977800, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 215, '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}}} | 0.000918 | 1089.918256 | {'id': 'chatcmpl-AyTqv00wjPHYGPfsBuMwb4mR1nYIi', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Adobe Illustrator", "Creativity", "Attention to Detail"] \nThese skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign\'s goals.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977797, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 63, 'prompt_tokens': 192, '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}}} | 1277.955272 | 900.900901 | 0.001110 | 0.000782 | {'id': 'chatcmpl-AyTr0AAsTJjKKEJCduv1UwTwpBnJO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977802, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 31, 'prompt_tokens': 189, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms. | # Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content. | These skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign's goals. | Mid-level This job requires creating professional and engaging social media graphics, which suggests a need for some experience in design and familiarity with social media platforms. | 3.5 # Generally, graphic design jobs for social media can be fulfilled within a few days, especially if the requirements are clear and the designer has experience in creating similar content. | ["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Adobe Illustrator", "Creativity", "Attention to Detail"] These skills are essential for creating visually appealing graphics tailored for social media platforms like Instagram and Facebook, using design software effectively, and ensuring the designs align with the campaign's goals. | 0 | 0 | 0 | 89b1c18fd805b3b4adba6b3c74ecaae4 | 462f7897de89d51bf2a9f5f6cc45b936 | 6dd3f51dd73a30f7bb209f55326c8f6e |
| 8 | Mid-level | ['Creativity', 'Branding', 'Banner Design', 'Adobe Photoshop', 'Adobe Illustrator'] | 5.000000 | 3 | 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. | Graphic Design | You regularly perform jobs in the following category: Graphic Design. | You are answering questions as if you were a human. Do not break character. | Agent_8 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTr3vUyD7kyG8w40ZWEDQ9i6ZWvc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \nThis type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977805, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 36, 'prompt_tokens': 220, '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}}} | 0.000910 | 1098.901099 | {'id': 'chatcmpl-AyTr3OK2Odl09TEgzGHIT4IDQXEp4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Creativity", "Branding", "Banner Design", "Adobe Photoshop", "Adobe Illustrator"] \nThese skills are crucial for creating visually appealing banners that align with the brand\'s aesthetic, using industry-standard tools like Photoshop and Illustrator.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977805, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 48, 'prompt_tokens': 197, '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}}} | 1169.590643 | 1028.277635 | 0.000972 | 0.000855 | {'id': 'chatcmpl-AyTqxJ8oEMbAyYkOjDbKnFzUBzV58', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level \nThis job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977799, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 37, 'prompt_tokens': 194, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers. | This type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer. | These skills are crucial for creating visually appealing banners that align with the brand's aesthetic, using industry-standard tools like Photoshop and Illustrator. | Mid-level This job requires the ability to create designs that are consistent with a brand's aesthetic, which suggests experience with branding and design consistency, typically expected from mid-level designers. | 5 This type of job typically takes around 5 days to fulfill, considering the time needed for applicants to apply, the client to review portfolios, and select a designer. | ["Creativity", "Branding", "Banner Design", "Adobe Photoshop", "Adobe Illustrator"] These skills are crucial for creating visually appealing banners that align with the brand's aesthetic, using industry-standard tools like Photoshop and Illustrator. | 0 | 0 | 0 | 259fd4a403ad0bc0d01a914e11bc385a | 438e30bef6f387f36c7672b1b0c41f4f | 6fda394afda78f1b58297647e3b7a415 |
| 9 | Mid-level | ['Data Visualization', 'Graphic Design', 'Social Media Design', 'Adobe Illustrator', 'Attention to Detail'] | 3.500000 | 4 | 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. | Graphic Design | You regularly perform jobs in the following category: Graphic Design. | You are answering questions as if you were a human. Do not break character. | Agent_9 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTr1T5IrIALmrQKpob5RSt9zV54p', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977803, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 45, 'prompt_tokens': 216, 'total_tokens': 261, '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}}} | 0.000990 | 1010.101010 | {'id': 'chatcmpl-AyTr1CQlnVILUHOnyY8SKIergrivf', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Data Visualization", "Graphic Design", "Social Media Design", "Adobe Illustrator", "Attention to Detail"] \n# These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977803, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 72, 'prompt_tokens': 193, '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}}} | 1129.943503 | 831.600832 | 0.001203 | 0.000885 | {'id': 'chatcmpl-AyTqzRtyz0DDz6q0Ehl0zmcQAyofx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977801, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 41, 'prompt_tokens': 190, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools. | # Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand. | # These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity. | Mid-level This job requires the ability to translate data into a visually appealing and easy-to-understand infographic, which typically requires some experience in graphic design and a good understanding of design principles and tools. | 3.5 # Infographic design is typically straightforward, especially with provided data. A skilled designer can complete it within a few days, and job posts like this are often fulfilled quickly on platforms due to high demand. | ["Data Visualization", "Graphic Design", "Social Media Design", "Adobe Illustrator", "Attention to Detail"] # These skills are essential for creating an infographic: Data Visualization for interpreting the data, Graphic Design for overall aesthetics, Social Media Design for shareability, Adobe Illustrator as a common tool for design, and Attention to Detail for accuracy and clarity. | 0 | 0 | 0 | 7e7f6aa9c201235d8604c6c1d3b27400 | b65045622333ecaf849bc6a5e307b80a | e84fbd2e71e39a8087f0fe5446df1caf |
| 10 | Entry-level | ['WordPress development', 'Responsive design', 'HTML/CSS', 'JavaScript', 'PHP', 'Contact form integration'] | 3.000000 | 0 | 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 | Web Development | You regularly perform jobs in the following category: Web Development. | You are answering questions as if you were a human. Do not break character. | Agent_10 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrESHNH6aiIpuq2sAEaFvtbsFPO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \nThe setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977816, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 52, 'prompt_tokens': 213, '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}}} | 0.001053 | 950.118765 | {'id': 'chatcmpl-AyTrBh1iW267TEezfsGFa8DCTpICx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["WordPress development", "Responsive design", "HTML/CSS", "JavaScript", "PHP", "Contact form integration"] \nThe job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977813, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 93, 'prompt_tokens': 190, 'total_tokens': 283, '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}}} | 1078.167116 | 711.743772 | 0.001405 | 0.000927 | {'id': 'chatcmpl-AyTrC9sabSDWg6ntz62jvbdyKo7w6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Entry-level\n\nSetting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977814, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 46, 'prompt_tokens': 187, 'total_tokens': 233, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | Setting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress. | The setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise. | The job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post. | Entry-level Setting up a WordPress site with a responsive design and a contact form is a relatively straightforward task that can be handled by someone with entry-level experience in web development, particularly if they are familiar with WordPress. | 3 The setup of a basic WordPress site, including responsiveness and a contact form, is a relatively straightforward task for an experienced developer. It typically takes about 2 to 3 days to complete, assuming no major customizations or unforeseen issues arise. | ["WordPress development", "Responsive design", "HTML/CSS", "JavaScript", "PHP", "Contact form integration"] The job requires setting up a WordPress site, which necessitates skills in WordPress development, responsive design to ensure the site works on all devices, and knowledge of HTML/CSS and JavaScript for customizing the site. PHP is often used for WordPress development, and contact form integration is specifically mentioned in the job post. | 0 | 0 | 0 | fbce8a6a48c1b551046e920e22a07f0b | 2044da209864cc6c432b322cf7a54b9c | a28327a0bf4cb89ae2bd3842771745d9 |
| 11 | Mid-level | ['JavaScript', 'HTML/CSS', 'Node.js', 'React', 'Database Management', 'Authentication Systems'] | 7.000000 | 1 | 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 | Web Development | You regularly perform jobs in the following category: Web Development. | You are answering questions as if you were a human. Do not break character. | Agent_11 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrH6cyvtzVWZgMkfpqXgreoE01P', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \nGiven the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977819, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 33, 'prompt_tokens': 211, '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}}} | 0.000857 | 1166.180758 | {'id': 'chatcmpl-AyTrGA68NCtbJv5kawChJ1XA0ViIV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["JavaScript", "HTML/CSS", "Node.js", "React", "Database Management", "Authentication Systems"] \nThese skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977818, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 77, 'prompt_tokens': 188, '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}}} | 1108.033241 | 806.451613 | 0.001240 | 0.000902 | {'id': 'chatcmpl-AyTrGFbjAHq6uqJL0WbGzZpolpVVX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977818, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer. | Given the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement. | These skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature. | Mid-level The job requires building a custom web application with a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typical of a mid-level developer. | 7 Given the demand for full-stack developers and the specificity of the project, it typically takes about a week to find a suitable candidate and start the engagement. | ["JavaScript", "HTML/CSS", "Node.js", "React", "Database Management", "Authentication Systems"] These skills are essential for building a full-stack web application, with JavaScript, HTML/CSS for front-end development, Node.js for back-end, React for building user interfaces, database management for handling data, and authentication systems for implementing the login feature. | 0 | 0 | 0 | 483807c5f21f4d398d9ad0078593ee36 | 565a4fba37dd10c6442810a260c9923d | ef7f85a7991bfab1f0118187b621eb0a |
| 12 | Mid-level | ['Shopify Development', 'Liquid Programming', 'HTML/CSS', 'JavaScript', 'Responsive Design'] | 3.000000 | 2 | Shopify Store Customization | Web Development | Seeking a Shopify expert to customize our online store. We need theme adjustments | Web Development | You regularly perform jobs in the following category: Web Development. | You are answering questions as if you were a human. Do not break character. | Agent_12 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrJtGvIyKi9RXc6EprWATj0Q45i', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \nBased on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977821, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 36, 'prompt_tokens': 201, 'total_tokens': 237, '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}}} | 0.000862 | 1159.420290 | {'id': 'chatcmpl-AyTrBlFc6QZExJLYKpqCk3JMIvrMR', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Shopify Development", "Liquid Programming", "HTML/CSS", "JavaScript", "Responsive Design"] \nThese skills are crucial for customizing a Shopify store, as they involve working with Shopify\'s Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977813, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 66, 'prompt_tokens': 178, '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}}} | 1223.241590 | 904.977376 | 0.001105 | 0.000817 | {'id': 'chatcmpl-AyTrJGvOigfXhIvEM1HTR2dW8CGrT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977821, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 175, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience. | Based on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts. | These skills are crucial for customizing a Shopify store, as they involve working with Shopify's Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices. | Mid-level The job requires a Shopify expert for theme adjustments, which suggests a need for someone with a solid understanding of Shopify and web development, typically at a mid-level of experience. | 3 Based on my experience, jobs like customizing a Shopify store typically get fulfilled quickly, often within a few days, due to the high demand and availability of Shopify experts. | ["Shopify Development", "Liquid Programming", "HTML/CSS", "JavaScript", "Responsive Design"] These skills are crucial for customizing a Shopify store, as they involve working with Shopify's Liquid templating language, adjusting themes using HTML, CSS, and JavaScript, and ensuring the store is responsive across devices. | 0 | 0 | 0 | e577aa7ebb4601f0dff5d3af2598f093 | 3e3d87cc4abc1f6e0114baaf846ddf37 | 6c8318dc4a9db4d15353b7ca03ea72ab |
| 13 | Mid-level | ['API integration', 'CRM systems', 'Real-time data synchronization', 'Problem-solving', 'Previous project experience'] | 3.000000 | 3 | 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. | Web Development | You regularly perform jobs in the following category: Web Development. | You are answering questions as if you were a human. Do not break character. | Agent_13 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrDj93T8UPUSeJc3HIUrl6IZsHI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \nBased on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977815, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 51, 'prompt_tokens': 217, '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}}} | 0.001053 | 950.118765 | {'id': 'chatcmpl-AyTrEKAm1XZLv7xJgRxNaXrK2zFph', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["API integration", "CRM systems", "Real-time data synchronization", "Problem-solving", "Previous project experience"] \nThe job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977816, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 78, 'prompt_tokens': 194, 'total_tokens': 272, '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}}} | 1166.180758 | 790.513834 | 0.001265 | 0.000857 | {'id': 'chatcmpl-AyTrD6h2dpLBvT1V5cW0j8dmLNmFI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977815, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills. | Based on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market. | The job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post. | Mid-level This job requires previous experience with similar projects, which suggests that the client is looking for someone with a certain level of expertise and familiarity with API integration beyond entry-level skills. | 3 Based on my experience, jobs involving API integration typically attract skilled developers quickly, especially if the requirements are clear and the client has a good reputation. It usually takes around 3 days for such a job to be fulfilled in a competitive market. | ["API integration", "CRM systems", "Real-time data synchronization", "Problem-solving", "Previous project experience"] The job requires integrating a CRM with an external API, so API integration and CRM systems knowledge are crucial. Real-time data synchronization is a specific requirement. Problem-solving skills are essential for handling any integration challenges, and previous project experience is necessary as per the job post. | 0 | 0 | 0 | 261b3d69143a484f784f5f8eb90dcac8 | 68269d2faa593a4747d23260fd098b80 | eed717c0a30542a51f25b583a2086fbb |
| 14 | Mid-level | ['HTML', 'CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'Web Performance Optimization'] | 3.500000 | 4 | 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. | Web Development | You regularly perform jobs in the following category: Web Development. | You are answering questions as if you were a human. Do not break character. | Agent_14 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrIMrpQl4MBJ4sSIMkXLTRpL7i4', '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 fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977820, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 39, 'prompt_tokens': 214, '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}}} | 0.000925 | 1081.081081 | {'id': 'chatcmpl-AyTrFsh7Q9Fmx5hwPsA1xTilq9QJc', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["HTML", "CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "Web Performance Optimization"] \nThese skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977817, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 116, 'prompt_tokens': 191, 'total_tokens': 307, '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}}} | 1086.956522 | 610.687023 | 0.001638 | 0.000920 | {'id': 'chatcmpl-AyTrHxSll28DboTuY149MJ7E6nBMY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977819, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 45, 'prompt_tokens': 188, 'total_tokens': 233, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | This job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills. | # Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers. | These skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO. | Mid-level This job requires an understanding of both mobile and desktop optimization, as well as the ability to create a high-converting landing page, which typically requires some experience in web design and development beyond entry-level skills. | 3.5 # Typically, straightforward web development tasks like creating a landing page can be fulfilled quickly, often within a few days, depending on the urgency and the availability of skilled freelancers. | ["HTML", "CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "Web Performance Optimization"] These skills are essential for creating a landing page that is visually appealing, functional across devices, and optimized to convert visitors into leads or customers. HTML, CSS, and JavaScript are fundamental for building and styling the page, while responsive design ensures usability on both mobile and desktop. Conversion Rate Optimization (CRO) focuses on designing the page to maximize visitor actions, and Web Performance Optimization ensures fast loading times, which is crucial for user experience and SEO. | 0 | 0 | 0 | 4d68bc9308d2476fd5085647a299cc33 | fc201f2dc266afed90b7cf76811adf9f | f731c29c0ce523729d6d5c5092e7dfea |
| 15 | Mid-level | ['Content Creation', 'Social Media Strategy', 'Copywriting', 'Analytics', 'Engagement Tactics'] | 5.000000 | 0 | Social Media Management | Digital Marketing | We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation | Digital Marketing | You regularly perform jobs in the following category: Digital Marketing. | You are answering questions as if you were a human. Do not break character. | Agent_15 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrbPIFNBZKkWrHpdsKdCHnqCdQh', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977839, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 39, 'prompt_tokens': 207, '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}}} | 0.000907 | 1101.928375 | {'id': 'chatcmpl-AyTrV8xmE4cy5U7b16GwluSIrPl5B', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Content Creation", "Social Media Strategy", "Copywriting", "Analytics", "Engagement Tactics"] \nThese skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 52, 'prompt_tokens': 184, 'total_tokens': 236, '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}}} | 1423.487544 | 1020.408163 | 0.000980 | 0.000702 | {'id': 'chatcmpl-AyTrVz8sc6TWzrG0vWrlE25ZAAHtZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 25, 'prompt_tokens': 181, 'total_tokens': 206, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level. | # Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled. | These skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies. | Mid-level The job requires managing multiple social media platforms and content creation, which typically demands some experience beyond entry-level. | 5 # Social media management roles in digital marketing are in high demand, and qualified freelancers often apply quickly. It usually takes about 5 days for such a job post to be fulfilled. | ["Content Creation", "Social Media Strategy", "Copywriting", "Analytics", "Engagement Tactics"] These skills are essential for managing social media accounts effectively, ensuring content is engaging and aligned with brand goals, and analyzing performance to optimize strategies. | 0 | 0 | 0 | 6d37aee2de8401ee1d788bc128c971cd | e225025f215a044b53763028345b0f93 | 31a8da7a27b4fb801e37de348fcab02c |
| 16 | Mid-level | ['Keyword research', 'On-page SEO', 'Off-page SEO', 'Content optimization', 'SEO tools proficiency'] | 7.000000 | 1 | SEO Optimization | Digital Marketing | Need an SEO expert to optimize our website for search engines. The project includes keyword research | Digital Marketing | You regularly perform jobs in the following category: Digital Marketing. | You are answering questions as if you were a human. Do not break character. | Agent_16 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrVRQFZD1GxpWmwaEGc9NpOu6H2', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977833, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 37, 'prompt_tokens': 204, '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}}} | 0.000880 | 1136.363636 | {'id': 'chatcmpl-AyTrXGHEkuvDEBGrddwPfnua4c6iY', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Keyword research", "On-page SEO", "Off-page SEO", "Content optimization", "SEO tools proficiency"] \nThese skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977835, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 55, 'prompt_tokens': 181, 'total_tokens': 236, '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}}} | 1212.121212 | 997.506234 | 0.001002 | 0.000825 | {'id': 'chatcmpl-AyTrYiJCnsrw7jYuFHDakiw50E1UV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977836, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 38, 'prompt_tokens': 178, 'total_tokens': 216, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines. | # SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms. | These skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage. | Mid-level The job requires expertise in SEO and keyword research, which suggests that the client is looking for someone with a moderate level of experience to effectively optimize their website for search engines. | 7 # SEO jobs like this typically take about a week to find the right freelancer due to the need for specific expertise and the time it takes for both parties to negotiate terms. | ["Keyword research", "On-page SEO", "Off-page SEO", "Content optimization", "SEO tools proficiency"] These skills are crucial for optimizing a website for search engines, as they cover the essential aspects of SEO, including research, implementation, and tool usage. | 0 | 0 | 0 | c87605523c092689fe14dc2717fa0ae4 | a750259cc0d33e0c46ee012b7c4e7f68 | d87c411f925bc1dab09cb65295deab51 |
| 17 | Mid-level | ['Google Ads expertise', 'Keyword research', 'Conversion rate optimization', 'Analytical skills', 'Budget management'] | 7.000000 | 2 | 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. | Digital Marketing | You regularly perform jobs in the following category: Digital Marketing. | You are answering questions as if you were a human. Do not break character. | Agent_17 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrZLzHy4UVnRkxqi0RNHXTV64E5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7\n# Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977837, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 31, 'prompt_tokens': 211, 'total_tokens': 242, '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}}} | 0.000837 | 1194.029851 | {'id': 'chatcmpl-AyTrcUQHKlDptpBdACvLgqL3DgLSb', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Google Ads expertise", "Keyword research", "Conversion rate optimization", "Analytical skills", "Budget management"] \nThese skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977840, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 80, 'prompt_tokens': 188, '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}}} | 1311.475410 | 787.401575 | 0.001270 | 0.000762 | {'id': 'chatcmpl-AyTrZVGgnPOoeNBBUmrj4oUiZkmK6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977837, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 30, 'prompt_tokens': 185, 'total_tokens': 215, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level. | # Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces. | These skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI. | Mid-level The job requires managing Google Ads campaigns with goals of increasing traffic and conversions, which typically requires some experience and expertise beyond entry-level. | 7 # Typically, digital marketing roles, especially for PPC specialists, are in high demand and can be filled within a week on online labor marketplaces. | ["Google Ads expertise", "Keyword research", "Conversion rate optimization", "Analytical skills", "Budget management"] These skills are essential for managing PPC campaigns effectively: expertise in Google Ads for setting up and optimizing campaigns, keyword research for targeting the right audience, conversion rate optimization to ensure traffic leads to sales, analytical skills to interpret data and adjust strategies, and budget management to maximize ROI. | 0 | 0 | 0 | aae6d33bde4d33be946779f12185f8db | 50fbc0540007d01a841c58b06b819d22 | a9190111c7628117073e32632b791bdc |
| 18 | Mid-level | ['Email Marketing', 'Campaign Strategy', 'Mailchimp Proficiency', 'Copywriting', 'Analytics'] | 7.000000 | 3 | 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. | Digital Marketing | You regularly perform jobs in the following category: Digital Marketing. | You are answering questions as if you were a human. Do not break character. | Agent_18 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrdxmd4LjTYSSEjYj2CBLc8wuth', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977841, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 43, 'prompt_tokens': 213, '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}}} | 0.000963 | 1038.961039 | {'id': 'chatcmpl-AyTrYNLmFPO0mLRJ0bDUxq8GIbADb', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Email Marketing", "Campaign Strategy", "Mailchimp Proficiency", "Copywriting", "Analytics"] \nThese skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977836, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 59, 'prompt_tokens': 190, 'total_tokens': 249, '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 | 938.967136 | 0.001065 | 0.000897 | {'id': 'chatcmpl-AyTrXBMwX0QwkQqOM8R2S7eFaTn88', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977835, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 43, 'prompt_tokens': 187, 'total_tokens': 230, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level. | # Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly. | These skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance. | Mid-level The job post requires specific experience with Mailchimp and involves designing and executing a series of email campaigns, which suggests a need for some level of expertise and familiarity with email marketing strategies beyond entry-level. | 7 # Typically, digital marketing jobs, especially specific tasks like email marketing, are filled within a week on online platforms. Experience with Mailchimp is common, making it easier to find a suitable candidate quickly. | ["Email Marketing", "Campaign Strategy", "Mailchimp Proficiency", "Copywriting", "Analytics"] These skills are crucial as the job involves designing and executing email campaigns, with a preference for experience in Mailchimp, requiring strategic planning, writing engaging content, and analyzing campaign performance. | 0 | 0 | 0 | 9fb0e0aa62fbc4411faf12a75b484b7b | 41f8969fee02efe42e461c5ce6fe009f | 04417cab538f73d69f9457cfa3db8ea7 |
| 19 | Mid-level | ['Content Strategy', 'SEO', 'Analytics', 'Copywriting', 'Social Media Marketing'] | 7.000000 | 4 | 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 | Digital Marketing | You regularly perform jobs in the following category: Digital Marketing. | You are answering questions as if you were a human. Do not break character. | Agent_19 | 0 | You are an experienced freelancer on online labor marketplaces. | 0 | 0.500000 | 0 | 1 | 3 | gpt-4o | 1000 | 0 | openai | 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. | 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. | 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.'} | {'id': 'chatcmpl-AyTrbrHOBw0aJ2jG7vZzHroCM5LgL', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977839, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 40, 'prompt_tokens': 209, 'total_tokens': 249, '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}}} | 0.000922 | 1084.010840 | {'id': 'chatcmpl-AyTraPyl3dd7WrRSbTDlaWcN9ExKZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Content Strategy", "SEO", "Analytics", "Copywriting", "Social Media Marketing"] \nThese skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing).', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977838, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_50cad350e4', 'usage': {'completion_tokens': 73, 'prompt_tokens': 186, 'total_tokens': 259, '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}}} | 1337.792642 | 836.820084 | 0.001195 | 0.000748 | {'id': 'chatcmpl-AyTrWkYtt03JonPs7G0AbSRD4QKUA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1738977834, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_4691090a87', 'usage': {'completion_tokens': 29, 'prompt_tokens': 183, 'total_tokens': 212, '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}}} | 0 | Consider the following job category and job post at an online labor marketplace. Job category: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ 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: {{ job_category }} Job post: {{ job_post }} Estimate the number of days until this job post is fulfilled. | ['Entry-level', 'Mid-level', 'Senior-level'] | nan | nan | multiple_choice | list | numerical | The job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute. | # Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience. | These skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing). | Mid-level The job requires developing a comprehensive content marketing strategy, which typically necessitates some experience beyond entry-level to effectively plan and execute. | 7 # Typically, jobs in digital marketing, especially those involving strategy development, can take about a week to be fulfilled due to the need to find a candidate with the right expertise and experience. | ["Content Strategy", "SEO", "Analytics", "Copywriting", "Social Media Marketing"] These skills are essential because the job requires creating a comprehensive plan, which involves strategic planning (Content Strategy), ensuring content is discoverable (SEO), measuring success (Analytics), creating engaging content (Copywriting), and leveraging platforms to increase visibility (Social Media Marketing). | 0 | 0 | 0 | 8fc156b75af8ef08bb00bbfbe69a81f0 | 3d0aeffa90d2efe36bf10c71ed787f3a | 0c9f4c9ccc470e5440cac60d2e67e70a |
Posting content at the Coop
We can post any EDSL objects to the Coop, including this notebook:
[22]:
agents.push(description = "Agents for job posts data labeling task", visibility = "public")
[22]:
{'description': 'Agents for job posts data labeling task',
'object_type': 'agent_list',
'url': 'https://www.expectedparrot.com/content/d93330ac-ee5c-4956-b5a9-33b7f46eefbc',
'uuid': 'd93330ac-ee5c-4956-b5a9-33b7f46eefbc',
'version': '0.1.43.dev1',
'visibility': 'public'}
[23]:
survey.push(description = "Survey for job posts data labeling task", visibility = "public")
[23]:
{'description': 'Survey for job posts data labeling task',
'object_type': 'survey',
'url': 'https://www.expectedparrot.com/content/e6c33e30-1a35-483b-bd9b-210277686956',
'uuid': 'e6c33e30-1a35-483b-bd9b-210277686956',
'version': '0.1.43.dev1',
'visibility': 'public'}
We can also post this Notebook:
[24]:
from edsl import Notebook
[25]:
n = Notebook(path = "data_labeling_agent.ipynb")
[26]:
info = n.push(description = "Example code for data labeling using agents", visibility = "public")
info
[26]:
{'description': 'Example code for data labeling using agents',
'object_type': 'notebook',
'url': 'https://www.expectedparrot.com/content/c8d80e39-d559-4203-b53e-df64898d82b4',
'uuid': 'c8d80e39-d559-4203-b53e-df64898d82b4',
'version': '0.1.43.dev1',
'visibility': 'public'}
To update an object:
[27]:
n = Notebook(path = "data_labeling_agent.ipynb") # resave
[28]:
n.patch(uuid = info["uuid"], value = n)
[28]:
{'status': 'success'}
Learn more about using the Coop to conduct LLM-based research.