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:

  1. Import data into EDSL

  2. Create questions about the data

  3. Design an AI agent to answer the questions

  4. Select a language model to generate responses

  5. Analyze results as a formatted dataset

This workflow can be visualized as follows:

general_survey.png

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:

agent_specific_survey.png

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:

  1. Import a dataset of job categories and job posts.

  2. Construct questions about the job posts and combine them in a survey.

  3. Design AI agents with job category expertise.

  4. Administer the survey to each agent with job posts for the relevant category.

  5. Inspect the results using built-in methods for analysis.

Technical setup

Before running the code below please ensure that you have completed setup:

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/c30998b9-dad8-45e9-afda-b52bb26761ef',
 'uuid': 'c30998b9-dad8-45e9-afda-b52bb26761ef',
 'version': '0.1.39.dev2',
 '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]:
['Graphic Design', 'Digital Marketing', 'Content Writing', 'Web Development']

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. Graphic Design You regularly perform jobs in the following category: Graphic Design.
1 You are an experienced freelancer on online labor marketplaces. Digital Marketing You regularly perform jobs in the following category: Digital Marketing.
2 You are an experienced freelancer on online labor marketplaces. Content Writing You regularly perform jobs in the following category: Content Writing.
3 You are an experienced freelancer on online labor marketplaces. Web Development You regularly perform jobs in the following category: Web Development.

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:  Graphic Design
Job Status (2024-12-28 14:23:25)
Job UUID e3413323-72f9-4f48-9c5d-d7d06c35df3e
Progress Bar URL https://www.expectedparrot.com/home/remote-job-progress/e3413323-72f9-4f48-9c5d-d7d06c35df3e
Error Report URL None
Results UUID d369c526-326a-47cc-b279-430b1356a5fa
Results URL None
Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/d369c526-326a-47cc-b279-430b1356a5fa


Job category:  Digital Marketing
Job Status (2024-12-28 14:23:42)
Job UUID 901235aa-dcca-42ac-a5b6-30f53064e68c
Progress Bar URL https://www.expectedparrot.com/home/remote-job-progress/901235aa-dcca-42ac-a5b6-30f53064e68c
Error Report URL None
Results UUID 9bee597e-e9a9-4f52-9c8d-da9829b10350
Results URL None
Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/9bee597e-e9a9-4f52-9c8d-da9829b10350


Job category:  Content Writing
Job Status (2024-12-28 14:24:00)
Job UUID 7b737d9d-7354-41e2-87b7-89c7289770be
Progress Bar URL https://www.expectedparrot.com/home/remote-job-progress/7b737d9d-7354-41e2-87b7-89c7289770be
Error Report URL None
Results UUID 5fee6e2e-5d2b-4ca6-afdd-cfb959745a70
Results URL None
Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/5fee6e2e-5d2b-4ca6-afdd-cfb959745a70


Job category:  Web Development
Job Status (2024-12-28 14:24:14)
Job UUID 58133b94-e82e-422b-9945-9af790538f2d
Progress Bar URL https://www.expectedparrot.com/home/remote-job-progress/58133b94-e82e-422b-9945-9af790538f2d
Error Report URL None
Results UUID c617f538-0c3a-4e9c-b709-6e0cc8cd64e7
Results URL None
Current Status: Job completed and Results stored on Coop: https://www.expectedparrot.com/content/c617f538-0c3a-4e9c-b709-6e0cc8cd64e7

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:

[14]:
results.columns
/Users/a16174/edsl/edsl/results/Result.py:297: UserWarning: Key 'job_category' of data type 'scenario' is already in use. Renaming to job_category_scenario
  warnings.warn(
[14]:
  0
0 agent.agent_instruction
1 agent.agent_name
2 agent.expertise
3 agent.job_category
4 agent.persona
5 answer.days
6 answer.experience
7 answer.skills
8 comment.days_comment
9 comment.experience_comment
10 comment.skills_comment
11 generated_tokens.days_generated_tokens
12 generated_tokens.experience_generated_tokens
13 generated_tokens.skills_generated_tokens
14 iteration.iteration
15 model.frequency_penalty
16 model.logprobs
17 model.max_tokens
18 model.model
19 model.presence_penalty
20 model.temperature
21 model.top_logprobs
22 model.top_p
23 prompt.days_system_prompt
24 prompt.days_user_prompt
25 prompt.experience_system_prompt
26 prompt.experience_user_prompt
27 prompt.skills_system_prompt
28 prompt.skills_user_prompt
29 question_options.days_question_options
30 question_options.experience_question_options
31 question_options.skills_question_options
32 question_text.days_question_text
33 question_text.experience_question_text
34 question_text.skills_question_text
35 question_type.days_question_type
36 question_type.experience_question_type
37 question_type.skills_question_type
38 raw_model_response.days_cost
39 raw_model_response.days_one_usd_buys
40 raw_model_response.days_raw_model_response
41 raw_model_response.experience_cost
42 raw_model_response.experience_one_usd_buys
43 raw_model_response.experience_raw_model_response
44 raw_model_response.skills_cost
45 raw_model_response.skills_one_usd_buys
46 raw_model_response.skills_raw_model_response
47 scenario.job_category_scenario
48 scenario.job_post
49 scenario.job_title

We can select individual fields in a variety of ways:

[15]:
(
    results
    .filter("job_category == 'Graphic Design'")
    .select("job_post", "skills", "experience", "days")
)
[15]:
  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', 'Understanding of Branding', 'Portfolio Presentation', 'Graphic Design Software Skills'] 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', 'Adobe Illustrator', 'Print Design', 'Typography', 'Layout Design'] 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', 'Creativity', 'Attention to Detail'] Mid-level 5.000000
3 Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. ['Adobe Creative Suite proficiency', 'Brand consistency', 'Creativity', 'Attention to detail', 'Time management'] Mid-level 3.500000
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. ['Graphic design', 'Data visualization', 'Adobe Illustrator', 'Social media design', '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:

[16]:
(
    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",
        }
    )
)
[16]:
  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 The job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.
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 an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.
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 the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.
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 The job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.
4 We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. Mid-level This job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design 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.:

[18]:
results.sql("select * from self")
[18]:
  skills experience days job_category_scenario job_title job_post job_category persona expertise agent_name agent_instruction frequency_penalty top_logprobs logprobs temperature presence_penalty max_tokens model top_p days_user_prompt skills_user_prompt experience_user_prompt experience_system_prompt skills_system_prompt days_system_prompt experience_cost skills_raw_model_response experience_one_usd_buys skills_cost days_raw_model_response days_one_usd_buys experience_raw_model_response skills_one_usd_buys days_cost iteration experience_question_text days_question_text skills_question_text skills_question_options days_question_options experience_question_options days_question_type skills_question_type experience_question_type days_comment experience_comment skills_comment days_generated_tokens experience_generated_tokens skills_generated_tokens
0 ['Logo Design', 'Creativity', 'Understanding of Branding', 'Portfolio Presentation', 'Graphic Design Software Skills'] Mid-level 3.500000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Graphic Design. Agent_0 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.001155 {'id': 'chatcmpl-AjWVWB4HW4VexT4fe1CZiuQspLb6x', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Logo Design", "Creativity", "Understanding of Branding", "Portfolio Presentation", "Graphic Design Software Skills"] \nThe job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 76, 'prompt_tokens': 197, 'total_tokens': 273, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 865.800866 0.001252 {'id': 'chatcmpl-AjWVWkoB4vbd0lRzJtNcGBUxCuU6z', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 59, 'prompt_tokens': 220, 'total_tokens': 279, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 877.192982 {'id': 'chatcmpl-AjWVWzAgWBrC34xHSfZ9jSxSyIcda', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 67, 'prompt_tokens': 194, '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}}} 798.403194 0.001140 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer. The job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience. The job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design. 3.5 # Logo design jobs are typically fulfilled quickly, especially for startups eager to establish their brand. Given the clarity of the job post and the commonality of logo design requests, it should take around 3.5 days for the job to be matched with a suitable freelancer. Mid-level The job post asks for a creative designer to create a unique logo that represents innovation, which suggests that they are looking for someone with a certain level of experience and creativity. Additionally, the request for portfolio examples indicates that they want to see prior work, which is typically expected from someone with more than entry-level experience. ["Logo Design", "Creativity", "Understanding of Branding", "Portfolio Presentation", "Graphic Design Software Skills"] The job requires creating a unique and modern logo, which involves logo design skills and creativity. Understanding branding is crucial to ensure the logo represents innovation. A portfolio is needed to showcase past work, and proficiency in graphic design software is essential for executing the design.
1 ['Adobe InDesign', 'Adobe Illustrator', 'Print Design', 'Typography', 'Layout Design'] Mid-level 3.500000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Graphic Design. Agent_1 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000963 {'id': 'chatcmpl-AjWVWRk6RGPeh3tkRg9dpW9DaBJVR', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Adobe InDesign", "Adobe Illustrator", "Print Design", "Typography", "Layout Design"] \nThese skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company\'s services and properties.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 79, 'prompt_tokens': 196, 'total_tokens': 275, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1038.961039 0.001280 {'id': 'chatcmpl-AjWVWTFEoEqUa35ZjPmfyklXXKp1t', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "3.5\n# Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 61, 'prompt_tokens': 219, 'total_tokens': 280, '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}}} 863.930886 {'id': 'chatcmpl-AjWVWu81YtjJc5Q9x4RASrFN5FD4x', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 48, 'prompt_tokens': 193, '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}}} 781.250000 0.001157 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project. The job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position. These skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company's services and properties. 3.5 # Typically, jobs like creating a professional brochure in graphic design are fulfilled within a few days, depending on the complexity and the designer's current workload. Given the specificity of the task, 3.5 days is a reasonable estimate for finding a suitable candidate and completing the project. Mid-level The job requires an experienced designer to create a professional brochure, which suggests a need for a designer who has a solid understanding of design principles and experience with creating print-ready materials. This typically aligns with a mid-level position. ["Adobe InDesign", "Adobe Illustrator", "Print Design", "Typography", "Layout Design"] These skills are essential for creating a professional and print-ready brochure: Adobe InDesign and Illustrator for design and layout, print design knowledge to ensure the final product is suitable for printing, and typography and layout design to ensure the brochure is visually appealing and effectively communicates the company's services and properties.
2 ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail'] Mid-level 5.000000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Graphic Design. Agent_2 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000972 {'id': 'chatcmpl-AjWVW8O8SMfn0xqqShPZKjvN9WeUU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Creativity", "Attention to Detail"] \nThese skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 45, 'prompt_tokens': 192, '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}}} 1028.277635 0.000930 {'id': 'chatcmpl-AjWVWQeG32yGR0PIFUQw1RrwpNaSp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5\n# Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 33, 'prompt_tokens': 215, 'total_tokens': 248, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1152.737752 {'id': 'chatcmpl-AjWVYtfB2wUqv554rwNS3z2tqj61I', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level \nThis job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413084, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 50, 'prompt_tokens': 189, 'total_tokens': 239, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1075.268817 0.000867 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms. This job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level. These skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals. 5 # Typically, such jobs are filled within a few days due to high demand for social media content and the availability of many graphic designers on these platforms. Mid-level This job requires the ability to create engaging and optimized designs for specific platforms, which suggests a need for some experience and understanding of social media marketing, but it doesn't seem to require the advanced skills or leadership expected at a senior level. ["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Creativity", "Attention to Detail"] These skills are essential for creating visually appealing and effective social media graphics that meet platform specifications and campaign goals.
3 ['Adobe Creative Suite proficiency', 'Brand consistency', 'Creativity', 'Attention to detail', 'Time management'] Mid-level 3.500000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Graphic Design. Agent_3 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000955 {'id': 'chatcmpl-AjWVWA2PQuDIsxhHA4qYQUkLEAbcK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Adobe Creative Suite proficiency", "Brand consistency", "Creativity", "Attention to detail", "Time management"] \nThese skills are essential for creating visually appealing banners that align with a brand\'s aesthetic, require the use of design software, and need to be delivered on schedule.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 57, 'prompt_tokens': 197, 'total_tokens': 254, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1047.120419 0.001063 {'id': 'chatcmpl-AjWVW2jKKnYLKbF35y6TiWCkqcfjV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 34, 'prompt_tokens': 220, 'total_tokens': 254, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1123.595506 {'id': 'chatcmpl-AjWVWJuSojPHx97aqerNvz1CetNv1', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level\n\nThe job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 47, 'prompt_tokens': 194, '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}}} 941.176471 0.000890 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available. The job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level. These skills are essential for creating visually appealing banners that align with a brand's aesthetic, require the use of design software, and need to be delivered on schedule. 3.5 # Typically, graphic design jobs like banner creation are fulfilled quickly, often within a few days, as they are straightforward and many designers are available. Mid-level The job post requires a designer who can create banners consistent with the brand's aesthetic and asks for examples of previous work, indicating that they are looking for someone with some experience, but not necessarily at a senior level. ["Adobe Creative Suite proficiency", "Brand consistency", "Creativity", "Attention to detail", "Time management"] These skills are essential for creating visually appealing banners that align with a brand's aesthetic, require the use of design software, and need to be delivered on schedule.
4 ['Graphic design', 'Data visualization', 'Adobe Illustrator', 'Social media design', 'Attention to detail'] Mid-level 3.500000 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. Graphic Design You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Graphic Design. Agent_4 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000815 {'id': 'chatcmpl-AjWVWmp6HSPcKMP7W55AEqNtxVMVl', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Graphic design", "Data visualization", "Adobe Illustrator", "Social media design", "Attention to detail"] \nThe job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 89, 'prompt_tokens': 193, 'total_tokens': 282, '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}}} 1226.993865 0.001373 {'id': 'chatcmpl-AjWVWmFcfdK4VErAtaoZe7V0EdUt7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 33, 'prompt_tokens': 216, '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}}} 1149.425287 {'id': 'chatcmpl-AjWVWJfv2gh3q9ZarxBM4wjFR0IqD', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413082, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 34, 'prompt_tokens': 190, 'total_tokens': 224, '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}}} 728.597450 0.000870 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers. This job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools. The job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing. 3.5 # Infographic design jobs are typically fulfilled quickly, often within a few days, due to their high demand and the availability of skilled designers. Mid-level This job requires the ability to interpret data and create visually appealing and shareable content, which suggests a need for some experience and proficiency in design tools. ["Graphic design", "Data visualization", "Adobe Illustrator", "Social media design", "Attention to detail"] The job requires creating an infographic, which involves graphic design and data visualization skills. Proficiency in tools like Adobe Illustrator is essential for designing such graphics. Since the infographic should be shareable on social media, understanding social media design principles is important. Attention to detail is crucial to ensure the infographic is both accurate and visually appealing.
5 ['Content Creation', 'Social Media Strategy', 'Communication Skills', 'Analytics', 'Time Management'] Mid-level 5.000000 Digital Marketing Social Media Management We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation Digital Marketing You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Digital Marketing. Agent_5 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000742 {'id': 'chatcmpl-AjWVqSgNxKIcV2JuiEV93YrkT4mNy', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Content Creation", "Social Media Strategy", "Communication Skills", "Analytics", "Time Management"] \nThese skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 60, 'prompt_tokens': 184, '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}}} 1346.801347 0.001060 {'id': 'chatcmpl-AjWVqVhvDIJT7QFxVkTEVR1Mf1SUT', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 31, 'prompt_tokens': 207, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1208.459215 {'id': 'chatcmpl-AjWVqfbCS1bSQUewkTHqdzWyeiJfe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 29, 'prompt_tokens': 181, 'total_tokens': 210, '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}}} 943.396226 0.000827 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area. This job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level. These skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules. 5 # Typically, positions for social media managers in digital marketing are filled quickly due to the high demand and availability of skilled freelancers in this area. Mid-level This job requires the ability to handle multiple social media platforms and create content, suggesting a need for some experience beyond entry-level. ["Content Creation", "Social Media Strategy", "Communication Skills", "Analytics", "Time Management"] These skills are essential for a social media manager to effectively create engaging content, develop strategies for growth, communicate with the audience, analyze performance metrics, and manage time efficiently to meet content schedules.
6 ['Keyword Research', 'On-Page SEO', 'Off-Page SEO', 'SEO Auditing', 'Google Analytics'] Mid-level 5.000000 Digital Marketing SEO Optimization Need an SEO expert to optimize our website for search engines. The project includes keyword research Digital Marketing You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Digital Marketing. Agent_6 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000765 {'id': 'chatcmpl-AjWVqre7fgXh0PlzUwuvFd6f4JzD0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Keyword Research", "On-Page SEO", "Off-Page SEO", "SEO Auditing", "Google Analytics"] \nThese skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site\'s current SEO status, and analyzing performance using tools like Google Analytics.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 68, 'prompt_tokens': 181, '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}}} 1307.189542 0.001133 {'id': 'chatcmpl-AjWVqn1eYGQTpY3UZBTEM2Z2jCXbH', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 31, 'prompt_tokens': 204, 'total_tokens': 235, '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}}} 1219.512195 {'id': 'chatcmpl-AjWVqoQzb1WDjd9jUjFIhz8VYZeSS', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 32, 'prompt_tokens': 178, 'total_tokens': 210, '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}}} 883.002208 0.000820 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive. This job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing. These skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site's current SEO status, and analyzing performance using tools like Google Analytics. 5 # Generally, SEO projects can be filled relatively quickly on online labor marketplaces, especially if the job post is clear and the budget is competitive. Mid-level This job requires specialized skills in SEO and keyword research, indicating the need for someone with a moderate amount of experience and expertise in digital marketing. ["Keyword Research", "On-Page SEO", "Off-Page SEO", "SEO Auditing", "Google Analytics"] These skills are crucial for optimizing a website for search engines, including conducting keyword research, improving on-page and off-page SEO, auditing the site's current SEO status, and analyzing performance using tools like Google Analytics.
7 ['Google Ads expertise', 'Keyword research', 'Analytical skills', 'Conversion rate optimization', 'Budget management'] Mid-level 5.000000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Digital Marketing. Agent_7 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000942 {'id': 'chatcmpl-AjWVqMhGg6PbEChkoh4T2ZPnrzSjO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Google Ads expertise", "Keyword research", "Analytical skills", "Conversion rate optimization", "Budget management"] \nThese skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 56, 'prompt_tokens': 188, '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}}} 1061.007958 0.001030 {'id': 'chatcmpl-AjWVq3xCZXt4pH0UkKlbm4MDSrDIt', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 27, 'prompt_tokens': 211, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1253.918495 {'id': 'chatcmpl-AjWVqHcjWA1VbrcumQxiIPfpSeSYn', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 48, 'prompt_tokens': 185, '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}}} 970.873786 0.000798 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers. This job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience. These skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI. 5 # Typically, PPC specialist jobs in digital marketing are filled within a week due to high demand and availability of skilled freelancers. Mid-level This job requires managing Google Ads campaigns with the goal of increasing traffic and conversions, which typically requires a solid understanding of PPC strategies and experience in handling similar projects, making it suitable for someone at a mid-level of experience. ["Google Ads expertise", "Keyword research", "Analytical skills", "Conversion rate optimization", "Budget management"] These skills are essential for managing PPC campaigns effectively, ensuring the right audience is targeted, analyzing performance data to optimize campaigns, and managing budgets to maximize ROI.
8 ['Email Marketing', 'Campaign Design', 'Mailchimp Expertise', 'Copywriting', 'Analytics'] Mid-level 5.000000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Digital Marketing. Agent_8 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000828 {'id': 'chatcmpl-AjWVqthG94uo9e1EPxUGpA6L3oh05', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Email Marketing", "Campaign Design", "Mailchimp Expertise", "Copywriting", "Analytics"] \nThese skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 60, 'prompt_tokens': 190, '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}}} 1208.459215 0.001075 {'id': 'chatcmpl-AjWVqCWywhsAqcHCbsj9b5rrWHGeU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \nGiven the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', '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}}} 1038.961039 {'id': 'chatcmpl-AjWVquU98hZ8KpQh31jWV02q8K6V4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', '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}}} 930.232558 0.000963 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice Given the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates. The job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level. These skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results. 5 Given the specificity of the job post and the preference for Mailchimp experience, it typically takes about 5 days for a qualified freelancer to be selected, assuming the platform has a decent pool of candidates. Mid-level The job requires specific experience with designing and executing email campaigns and mentions a preference for familiarity with Mailchimp, indicating a need for some prior experience beyond entry-level. ["Email Marketing", "Campaign Design", "Mailchimp Expertise", "Copywriting", "Analytics"] These skills are essential as the job requires designing and executing email campaigns, which involves creating engaging content (copywriting), using Mailchimp for campaign management, and analyzing campaign performance to optimize results.
9 ['Content Strategy', 'SEO', 'Analytics', 'Copywriting', 'Social Media Marketing'] Mid-level 7.000000 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 Digital Marketing You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Digital Marketing. Agent_9 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000847 {'id': 'chatcmpl-AjWVqJgyjycPVmZ5cVHbhbxcyisSJ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Content Strategy", "SEO", "Analytics", "Copywriting", "Social Media Marketing"] \nThe job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 70, 'prompt_tokens': 186, '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}}} 1179.941003 0.001165 {'id': 'chatcmpl-AjWVqxYLPvFpAwtO6keiLjqDQgl4l', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 34, 'prompt_tokens': 209, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1159.420290 {'id': 'chatcmpl-AjWVqAeSDcAKSKiNzDbro8CoozjLp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413102, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 39, 'prompt_tokens': 183, 'total_tokens': 222, '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}}} 858.369099 0.000862 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process. The job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position. The job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing). 7 # Typically, digital marketing jobs like content strategy roles are filled within a week, considering the need for specialized skills and the time required for the hiring process. Mid-level The job post requires developing a comprehensive plan, which suggests a need for some experience and expertise beyond entry-level, but not necessarily the extensive experience required for a senior-level position. ["Content Strategy", "SEO", "Analytics", "Copywriting", "Social Media Marketing"] The job requires developing a plan to increase online visibility, which involves creating and managing content (Content Strategy), optimizing for search engines (SEO), measuring performance (Analytics), writing engaging content (Copywriting), and leveraging social platforms (Social Media Marketing).
10 ['Research skills', 'SEO knowledge', 'Strong writing ability', 'Time management', 'Digital marketing understanding'] Mid-level 3.500000 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 Content Writing You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Content Writing. Agent_10 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000857 {'id': 'chatcmpl-AjWWR3vbNIHq1tm8kUQBGHvT9sO3j', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Research skills", "SEO knowledge", "Strong writing ability", "Time management", "Digital marketing understanding"] \nThese skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 51, 'prompt_tokens': 190, '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}}} 1166.180758 0.000985 {'id': 'chatcmpl-AjWWRrPRfunWrgTrM7pt98aFKaFQM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 32, 'prompt_tokens': 213, '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}}} 1173.020528 {'id': 'chatcmpl-AjWWRVWZyHmw2MWt4NmMlPo7PLfmz', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nProducing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 39, 'prompt_tokens': 187, 'total_tokens': 226, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1015.228426 0.000852 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers. Producing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement. These skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines. 3.5 # Typically, content writing jobs like this are filled quickly due to the high demand for digital marketing content and the availability of skilled writers. Mid-level Producing 5 blog posts on digital marketing suggests a need for some familiarity with the subject and the ability to write effectively, which typically aligns with a mid-level experience requirement. ["Research skills", "SEO knowledge", "Strong writing ability", "Time management", "Digital marketing understanding"] These skills are essential for producing well-informed, engaging, and optimized blog posts on digital marketing topics within the specified word count and deadlines.
11 ['Strong writing skills', 'Attention to detail', 'Understanding of SEO', 'Ability to research products', 'Creativity'] Mid-level 3.500000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Content Writing. Agent_11 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000837 {'id': 'chatcmpl-AjWWRA7PpGgOFehqAnYa7leJijFEg', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Strong writing skills", "Attention to detail", "Understanding of SEO", "Ability to research products", "Creativity"] \nThese skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 48, 'prompt_tokens': 190, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1194.029851 0.000955 {'id': 'chatcmpl-AjWWRJpOk4Zy8bF7vX8Bhz9zrgUTI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 38, 'prompt_tokens': 213, '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}}} 1095.890411 {'id': 'chatcmpl-AjWWRuGtGdc10qAoVjmCOF7aX4gZ1', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job 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 both engaging and informative.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 37, 'prompt_tokens': 187, 'total_tokens': 224, '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}}} 1047.120419 0.000913 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers. This job 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 both engaging and informative. These skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility. 3.5 # Based on my experience, such straightforward content writing tasks are often fulfilled within 3 to 4 days, considering the demand for quick turnaround and the availability of freelancers. Mid-level This job 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 both engaging and informative. ["Strong writing skills", "Attention to detail", "Understanding of SEO", "Ability to research products", "Creativity"] These skills are essential for crafting engaging and informative product descriptions that attract potential customers and optimize search engine visibility.
12 ['Technical Writing', 'API Documentation', 'User Manual Creation', 'Software Development Terminology', 'Attention to Detail'] Mid-level 7.000000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Content Writing. Agent_12 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000860 {'id': 'chatcmpl-AjWWRRm5LYvJ55NHOIovfwiwTB6gj', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Technical Writing", "API Documentation", "User Manual Creation", "Software Development Terminology", "Attention to Detail"] \nThese skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 62, 'prompt_tokens': 195, 'total_tokens': 257, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1162.790698 0.001107 {'id': 'chatcmpl-AjWWRzbchRr1cwDcJXdNWasulG9fK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 44, 'prompt_tokens': 218, 'total_tokens': 262, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1015.228426 {'id': 'chatcmpl-AjWWRe4ytCrxnZmvnciZUFGAFDoCO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 38, 'prompt_tokens': 192, '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}}} 902.934537 0.000985 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills. The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field. These skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation. 7 # Typically, technical writing roles, especially those requiring specific skills like familiarity with software development terminology, can take about a week to fill given the demand for specialized expertise and the need for precise matching of skills. Mid-level The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a need for a mid-level professional who has some background and knowledge in the field. ["Technical Writing", "API Documentation", "User Manual Creation", "Software Development Terminology", "Attention to Detail"] These skills are crucial because the job requires creating user manuals and API documentation, which necessitates technical writing skills and familiarity with software development terminology. Attention to detail ensures accuracy in documentation.
13 ['Copywriting', 'Persuasive Writing', 'Clarity in Writing', 'SEO Knowledge', 'Understanding of Brand Voice'] Mid-level 3.000000 Content Writing Website Copywriting Looking for a copywriter to create persuasive content for our company’s website. The content should be clear Content Writing You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Content Writing. Agent_13 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000822 {'id': 'chatcmpl-AjWWR8UlWuXNNMvGkMTVn3vZsDofx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Copywriting", "Persuasive Writing", "Clarity in Writing", "SEO Knowledge", "Understanding of Brand Voice"] \n# These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 68, 'prompt_tokens': 184, '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}}} 1215.805471 0.001140 {'id': 'chatcmpl-AjWWRs2f6EgKNgx4EYWzYkmrQyzTq', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \nThe demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 44, 'prompt_tokens': 207, '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}}} 1044.386423 {'id': 'chatcmpl-AjWWRH1FnpJEsFvaB3rEe7nBC5fJO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level \nThe job 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 in mid-level professionals.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 37, 'prompt_tokens': 181, '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}}} 877.192982 0.000958 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice The demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment. The job 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 in mid-level professionals. # These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice. 3 The demand for copywriting services is high, and skilled freelancers are often able to respond quickly. A straightforward job post like this is likely to attract applicants within a few days, leading to a swift fulfillment. Mid-level The job 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 in mid-level professionals. ["Copywriting", "Persuasive Writing", "Clarity in Writing", "SEO Knowledge", "Understanding of Brand Voice"] # These skills are essential as the job requires creating persuasive and clear content for a website, which involves copywriting, persuasive writing techniques, ensuring clarity, optimizing for search engines, and maintaining a consistent brand voice.
14 ['Strong writing skills', 'Knowledge of press release format', 'Attention to detail', 'Creativity', 'Understanding of target audience'] Mid-level 2.000000 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. Content Writing You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Content Writing. Agent_14 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000718 {'id': 'chatcmpl-AjWWREy28MNVuA5AbTxui5No2aJCF', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Strong writing skills", "Knowledge of press release format", "Attention to detail", "Creativity", "Understanding of target audience"] \nThese skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', '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}}} 1393.728223 0.001085 {'id': 'chatcmpl-AjWWREJFrsqBTdFS95nuZK40uVGaG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '2 \nThe job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 51, 'prompt_tokens': 213, 'total_tokens': 264, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 959.232614 {'id': 'chatcmpl-AjWWROUs5WV6LEOIeSZwp2FMe8Gs0', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413139, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_e161c81bbd', 'usage': {'completion_tokens': 25, 'prompt_tokens': 187, '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}}} 921.658986 0.001043 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice The job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days. This job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience. These skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience. 2 The job post is specific and straightforward, requiring a single deliverable—a press release. Given the high demand for content writing services and the straightforward nature of the task, it is likely to be fulfilled quickly, typically within a couple of days. Mid-level This job requires familiarity with drafting press releases and understanding industry standards, which typically suggests a mid-level experience. ["Strong writing skills", "Knowledge of press release format", "Attention to detail", "Creativity", "Understanding of target audience"] These skills are crucial because they ensure the press release is well-written, adheres to the expected format, captures attention, and effectively communicates with the intended audience.
15 ['WordPress development', 'Responsive design', 'HTML/CSS', 'JavaScript', 'PHP'] Entry-level 3.000000 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 Web Development You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Web Development. Agent_15 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000907 {'id': 'chatcmpl-AjWW5ypH5WrBRR3q9Shn2yZ8JHSV6', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["WordPress development", "Responsive design", "HTML/CSS", "JavaScript", "PHP"] \n# These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 75, 'prompt_tokens': 190, '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}}} 1101.928375 0.001225 {'id': 'chatcmpl-AjWW5wzouNr2QPDYFyUZtwJtxRNkv', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \nTypically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 54, 'prompt_tokens': 213, 'total_tokens': 267, '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}}} 932.400932 {'id': 'chatcmpl-AjWW53Uh6W9it4hnqXjkS6nBEdiUB', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Entry-level \nSetting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', '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}}} 816.326531 0.001073 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice Typically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces. Setting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics. # These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity. 3 Typically, setting up a basic WordPress site with a responsive design and a contact form is a straightforward task for an experienced developer. Given the popularity and ease of use of WordPress, such jobs are often fulfilled quickly, especially in competitive online labor marketplaces. Entry-level Setting up a WordPress site with basic requirements like responsiveness and a contact form is a task that can typically be handled by an entry-level developer with a foundational understanding of WordPress and web development basics. ["WordPress development", "Responsive design", "HTML/CSS", "JavaScript", "PHP"] # These skills are essential for setting up a WordPress site, ensuring it is responsive, and adding a contact form. WordPress development and PHP are required for backend tasks, while HTML/CSS and JavaScript are crucial for front-end design and interactivity.
16 ['JavaScript', 'Node.js', 'React', 'Express', 'MongoDB', 'HTML/CSS', 'Authentication'] Mid-level 7.000000 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 Web Development You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Web Development. Agent_16 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.001022 {'id': 'chatcmpl-AjWW5ZcT54Q6EXh21C4BKiRNfnp4v', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["JavaScript", "Node.js", "React", "Express", "MongoDB", "HTML/CSS", "Authentication"] \nThese skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 112, 'prompt_tokens': 188, 'total_tokens': 300, '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}}} 977.995110 0.001590 {'id': 'chatcmpl-AjWW5i6lLpaKicveybpo7roCHTk54', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \nThe estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 69, 'prompt_tokens': 211, 'total_tokens': 280, '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}}} 821.355236 {'id': 'chatcmpl-AjWW5735ynAEyBFJ6VpLOZwZQn5uy', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 56, 'prompt_tokens': 185, '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}}} 628.930818 0.001217 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice The estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work. This job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level. These skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system. 7 The estimated time for fulfilling this job post is around 7 days. This accounts for the time needed to find a suitable freelancer, negotiate terms, and begin the project. Web development jobs, especially those involving full-stack development, typically attract many applicants quickly, but it can take a few days to finalize the details and start work. Mid-level This job requires a full-stack developer to build a custom web application with specific functionalities like managing employee schedules and a login system, which suggests a need for a developer with a solid understanding of both front-end and back-end technologies, typically found at the mid-level. ["JavaScript", "Node.js", "React", "Express", "MongoDB", "HTML/CSS", "Authentication"] These skills are crucial for building a full-stack web application. JavaScript is essential for both front-end and back-end development. Node.js and Express are commonly used for server-side programming. React is a popular choice for building dynamic user interfaces. MongoDB is a suitable database for storing employee schedule data. HTML/CSS are fundamental for structuring and styling the web application. Authentication is necessary for implementing a secure login system.
17 ['Shopify development', 'HTML/CSS', 'JavaScript', 'Liquid templating', 'Responsive design'] Mid-level 3.500000 Web Development Shopify Store Customization Seeking a Shopify expert to customize our online store. We need theme adjustments Web Development You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Web Development. Agent_17 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000888 {'id': 'chatcmpl-AjWW5ZSoldJ3cRxkMNWkb9UkjUwJv', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Shopify development", "HTML/CSS", "JavaScript", "Liquid templating", "Responsive design"] \nThese skills are essential for customizing a Shopify store, as they cover the platform\'s specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 62, 'prompt_tokens': 178, 'total_tokens': 240, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1126.760563 0.001065 {'id': 'chatcmpl-AjWW5SKTyMupKu43jcrqhJySEvrE4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 26, 'prompt_tokens': 201, 'total_tokens': 227, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1311.475410 {'id': 'chatcmpl-AjWW5nOnnoSiosqUYOPVSqznO7TkA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level \nThe job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 45, 'prompt_tokens': 175, '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}}} 938.967136 0.000762 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers. The job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience. These skills are essential for customizing a Shopify store, as they cover the platform's specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices. 3.5 # Typically, Shopify customization jobs are filled quickly due to high demand and a large pool of skilled freelancers. Mid-level The job requires customization of a Shopify store, which typically involves a good understanding of Shopify's platform and theme development. This suggests the need for someone with more than just basic skills, hence mid-level experience. ["Shopify development", "HTML/CSS", "JavaScript", "Liquid templating", "Responsive design"] These skills are essential for customizing a Shopify store, as they cover the platform's specific development environment, front-end technologies, and the ability to ensure the store looks good on all devices.
18 ['API Integration', 'CRM Systems', 'Real-time Data Sync', 'Web Development', 'Problem Solving'] Mid-level 7.000000 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 You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Web Development. Agent_18 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.000958 {'id': 'chatcmpl-AjWW5zZVL28wRa3kO1pMgoI4wpjmG', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["API Integration", "CRM Systems", "Real-time Data Sync", "Web Development", "Problem Solving"] \nThese skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 68, 'prompt_tokens': 194, 'total_tokens': 262, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1044.386423 0.001165 {'id': 'chatcmpl-AjWW5Qi3eg1SsP4a2WbosfthxcrT3', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 35, 'prompt_tokens': 217, '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}}} 1120.448179 {'id': 'chatcmpl-AjWW5oEODkS1J7gC7jbcn43LhtMVq', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_5f20662549', 'usage': {'completion_tokens': 48, 'prompt_tokens': 191, 'total_tokens': 239, '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}}} 858.369099 0.000892 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice # Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience. The job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience. These skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities. 7 # Typically, job posts like these are filled within a week, especially if the project requires immediate attention and the client is actively searching for freelancers with relevant experience. Mid-level The job requires previous experience with similar projects and involves integrating a CRM system with an external API, which suggests a need for a solid understanding of both systems and real-time data synchronization. This typically aligns with mid-level experience. ["API Integration", "CRM Systems", "Real-time Data Sync", "Web Development", "Problem Solving"] These skills are essential because the job requires integrating a CRM with an external API, which involves understanding both systems and ensuring data syncs in real-time, a task that demands strong web development skills and problem-solving abilities.
19 ['HTML', 'CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'UX/UI Design'] Mid-level 5.000000 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. Web Development You are an experienced freelancer on online labor marketplaces. You regularly perform jobs in the following category: Web Development. Agent_19 You are answering questions as if you were a human. Do not break character. 0 3 0 0.500000 0 1000 gpt-4o 1 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. 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.'} 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.'} 0.001000 {'id': 'chatcmpl-AjWW5a9M06hJ2CpHBe3hkotPLBDnp', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["HTML", "CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "UX/UI Design"] \nThese skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 97, 'prompt_tokens': 191, 'total_tokens': 288, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1000.000000 0.001448 {'id': 'chatcmpl-AjWW5H3Is4KvZrLRn7ckkHYEy3wUI', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \nTypically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 61, 'prompt_tokens': 214, 'total_tokens': 275, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 873.362445 {'id': 'chatcmpl-AjWW5QL2qwwb2UkXTAOZE2C1sqO3J', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1735413117, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': None, 'system_fingerprint': 'fp_d28bcae782', 'usage': {'completion_tokens': 53, 'prompt_tokens': 188, '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}}} 690.846287 0.001145 0 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. 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? nan nan ['Entry-level', 'Mid-level', 'Senior-level'] numerical list multiple_choice Typically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer. This job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer. These skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience. 5 Typically, jobs like this in web development are fulfilled within a few days, especially if the requirements are clear and the budget is competitive. Given the specificity of the task (creating a landing page), it should take around 5 days for the job to be picked up by a qualified freelancer. Mid-level This job requires a developer who can create a high-converting landing page and ensure optimization for both mobile and desktop users, which typically demands a solid understanding of web development principles and experience with responsive design, making it suitable for a mid-level developer. ["HTML", "CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "UX/UI Design"] These skills are essential for creating a landing page that is both visually appealing and functional across devices. HTML, CSS, and JavaScript are fundamental for building and styling web pages, while responsive design ensures the page works well on both mobile and desktop. Conversion rate optimization focuses on maximizing the effectiveness of the page, and UX/UI design enhances user interaction and experience.

Posting content at the Coop

We can post any EDSL objects to the Coop, including this notebook:

[19]:
agents.push(description = "Agents for job posts data labeling task", visibility = "public")
[19]:
{'description': 'Agents for job posts data labeling task',
 'object_type': 'agent_list',
 'url': 'https://www.expectedparrot.com/content/aa8c1d98-d0bb-4695-b9db-44a433318b1d',
 'uuid': 'aa8c1d98-d0bb-4695-b9db-44a433318b1d',
 'version': '0.1.39.dev2',
 'visibility': 'public'}
[20]:
survey.push(description = "Survey for job posts data labeling task", visibility = "public")
[20]:
{'description': 'Survey for job posts data labeling task',
 'object_type': 'survey',
 'url': 'https://www.expectedparrot.com/content/2d023870-ccd8-46ef-905c-08f1e2f28b06',
 'uuid': '2d023870-ccd8-46ef-905c-08f1e2f28b06',
 'version': '0.1.39.dev2',
 'visibility': 'public'}
[21]:
from edsl import Notebook
[22]:
n = Notebook(path = "data_labeling_agent.ipynb")
[23]:
info = n.push(description = "Example code for data labeling using agents", visibility = "public")
info
[23]:
{'description': 'Example code for data labeling using agents',
 'object_type': 'notebook',
 'url': 'https://www.expectedparrot.com/content/9c446bcd-ea91-40d2-8223-393f8694d49b',
 'uuid': '9c446bcd-ea91-40d2-8223-393f8694d49b',
 'version': '0.1.39.dev2',
 'visibility': 'public'}

To update an object:

[24]:
n = Notebook(path = "data_labeling_agent.ipynb") # resave
[25]:
n.patch(uuid = info["uuid"], value = n)
[25]:
{'status': 'success'}

Learn more about using the Coop to conduct LLM-based research.