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, QuestionList, QuestionNumerical,
    Survey, ScenarioList, AgentList, Agent, Model
)

Import data

Next we import a dataset for review, using Scenario objects to represent the individual data that will be added to each of our data labeling questions.

For purposes of demonstration, we create a CSV file and then post and retrieve it from Coop using the FileStore module. This can be done with any files at Coop (replace the UUID in the step to retrieve a file). Note that FileStore works with many file types and automatically infers the file type (learn more).

[2]:
from edsl import FileStore
[3]:
data = [
    ["job_category", "job_title", "job_post"],
    ["Content Writing", "Blog Post Writing", "Looking for a skilled writer to produce 5 blog posts on digital marketing topics. Each post should be 800-1000 words, well-researched, and SEO-optimized."],
    ["Content Writing", "Product Description Writing", "We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product."],
    ["Content Writing", "Technical Writing for Software Documentation", "Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology."],
    ["Content Writing", "Website Copywriting", "Looking for a copywriter to create persuasive content for our company’s website. The content should be clear, concise, and align with our brand voice."],
    ["Content Writing", "Press Release Writing", "We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards."],
    ["Digital Marketing", "Social Media Management", "We are looking for a social media manager to handle our Instagram and Twitter accounts. Responsibilities include content creation, scheduling posts, and engaging with followers."],
    ["Digital Marketing", "SEO Optimization", "Need an SEO expert to optimize our website for search engines. The project includes keyword research, on-page optimization, and link-building strategies."],
    ["Digital Marketing", "Google Ads Campaign Management", "Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store."],
    ["Digital Marketing", "Email Marketing Campaign", "Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred."],
    ["Digital Marketing", "Content Marketing Strategy", "Seeking a content marketing strategist to develop a comprehensive plan to increase our online visibility. The strategy should include content creation, distribution, and performance tracking."],
    ["Graphic Design", "Logo Design for New Startup", "We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples."],
    ["Graphic Design", "Brochure Design", "Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format."],
    ["Graphic Design", "Social Media Graphics", "Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook."],
    ["Graphic Design", "Website Banner Design", "Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work."],
    ["Graphic Design", "Infographic Design", "We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media."],
    ["Web Development", "WordPress Website Setup", "We need a developer to set up a WordPress site for our small business. The site should be responsive and include a contact form, blog, and e-commerce functionality. Experience with WooCommerce is a plus."],
    ["Web Development", "Custom Web Application Development", "Looking for a full-stack developer to build a custom web application for managing employee schedules. The app should include a login system, user roles, and reporting features."],
    ["Web Development", "Shopify Store Customization", "Seeking a Shopify expert to customize our online store. We need theme adjustments, product page enhancements, and integration with third-party tools."],
    ["Web Development", "API Integration", "Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required."],
    ["Web Development", "Landing Page Development", "Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users."]
]
[4]:
with open('data.csv', 'w') as file:
    for row in data:
        line = ','.join(str(item) for item in row)
        file.write(line + '\n')

Here we post the file to Coop and get the information for the object:

[5]:

fs = FileStore("data.csv") if refresh := False: fs.push( description = "Example CSV file: Job categories", alias = "filestore-csv-example", visibility = "public" ) if patch := False: fs.patch("https://www.expectedparrot.com/content/RobinHorton/filestore-csv-example", value = fs)

Next we retrieve the data file and use it to create scenarios (replace this code with the UUID of any file you want to use):

[6]:
from edsl import FileStore

csv_file = FileStore.pull("https://www.expectedparrot.com/content/RobinHorton/filestore-csv-example")

scenarios = ScenarioList.from_csv(csv_file.to_tempfile())
scenarios # display the scenarios
/var/folders/hb/dwj18mc102xgpl32mxjhlj_80000gn/T/ipykernel_8687/3171701659.py:5: DeprecationWarning: ScenarioList.from_csv is deprecated. Use ScenarioSource.from_source('csv', ...) instead.
  scenarios = ScenarioList.from_csv(csv_file.to_tempfile())
/Users/johnhorton/tools/ep/edsl/edsl/scenarios/scenario_source.py:1276: UserWarning: Skipping row with 5 values (expected 3)
  warnings.warn(f"Skipping row with {len(row)} values (expected {len(header)})")
[6]:

ScenarioList scenarios: 12; keys: ['job_category', 'job_title', 'job_post'];

  job_category job_title job_post
0 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.
1 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.
2 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.
3 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.
4 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.
5 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.
6 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.
7 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.
8 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.
9 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.
10 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.
11 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: {{ scenario.job_category }}
    Job post: {{ scenario.job_post }}
    What are some key skills required for this job?
    """,
)

q_experience = QuestionMultipleChoice(
    question_name="experience",
    question_text="""
    Consider the following job category and job post at an online labor marketplace.
    Job category: {{ scenario.job_category }}
    Job post: {{ scenario.job_post }}
    What level of experience is required for this job?
    """,
    question_options=["Entry-level", "Mid-level", "Senior-level"],
)

q_days = QuestionNumerical(
    question_name="days",
    question_text="""
    Consider the following job category and job post at an online labor marketplace.
    Job category: {{ scenario.job_category }}
    Job post: {{ scenario.job_post }}
    Estimate the number of days until this job post is fulfilled.
    """,
)

Combining questions into a Survey

Next we combine our questions into a survey that will be administered to the AI agents. By default, the questions will be administered asynchronously. If desired, we can also specify survey rules (skip/stop logic) and within-survey memories of prior questions and responses. See the EDSL Docs for details on methods for applying survey rules.

[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', 'Content Writing', 'Web Development', 'Digital Marketing']

Next we use them to create an agent for each job category:

[10]:
agents = AgentList(
    Agent(
        traits = {
            "persona": "You are an experienced freelancer on online labor marketplaces.",
            "job_category": job_category,
            "expertise": f"You regularly perform jobs in the following category: {job_category}."
        }
    ) for job_category in job_categories
)
agents
[10]:

AgentList agents: 4;

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

Selecting language models

EDSL works with many popular language models that we can select to generate the agents’ responses to the survey. We can check a current list of available models:

[11]:

# 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 🦜
Completed
Identifiers
Results UUID:
79708033...446f
Job UUID:
eb607989...c0ed
Status: Completed Last updated: 2025-04-10 08:36:11
08:36:11
Job completed and Results stored on Coop. View Results
08:36:06
Job status: queued - last update: 2025-04-10 08:36:06 AM
08:36:06
View job progress here
08:36:06
Job details are available at your Coop account. Go to Remote Inference page
08:36:06
Job sent to server. (Job uuid=eb607989-f614-489f-bc7e-01c826f9c0ed).
08:36:06
Your survey is running at the Expected Parrot server...
08:36:05
Remote inference activated. Sending job to server...


Job category:  Content Writing
Job Status 🦜
Completed
Identifiers
Results UUID:
0d8b9410...48d6
Job UUID:
a8a0c847...a74f
Status: Completed Last updated: 2025-04-10 08:36:17
08:36:17
Job completed and Results stored on Coop. View Results
08:36:12
Job status: queued - last update: 2025-04-10 08:36:12 AM
08:36:12
View job progress here
08:36:12
Job details are available at your Coop account. Go to Remote Inference page
08:36:12
Job sent to server. (Job uuid=a8a0c847-8fad-4ffb-b1c2-10fccd7da74f).
08:36:12
Your survey is running at the Expected Parrot server...
08:36:12
Remote inference activated. Sending job to server...


Job category:  Web Development
Job Status 🦜
Completed
Identifiers
Results UUID:
8c89445c...d7c9
Job UUID:
e0a033b0...f5c3
Status: Completed Last updated: 2025-04-10 08:36:23
08:36:23
Job completed and Results stored on Coop. View Results
08:36:18
Job status: queued - last update: 2025-04-10 08:36:18 AM
08:36:18
View job progress here
08:36:18
Job details are available at your Coop account. Go to Remote Inference page
08:36:18
Job sent to server. (Job uuid=e0a033b0-f18e-4877-b267-36519f3bf5c3).
08:36:18
Your survey is running at the Expected Parrot server...
08:36:18
Remote inference activated. Sending job to server...


Job category:  Digital Marketing
Job Status 🦜
Completed
Identifiers
Results UUID:
c2e59d61...6cfd
Job UUID:
cb97a4e3...86c2
Status: Completed Last updated: 2025-04-10 08:36:30
08:36:30
Job completed and Results stored on Coop. View Results
08:36:25
Job status: running - last update: 2025-04-10 08:36:25 AM
08:36:25
View job progress here
08:36:25
Job details are available at your Coop account. Go to Remote Inference page
08:36:25
Job sent to server. (Job uuid=cb97a4e3-be0c-4c92-af65-3ae68dc386c2).
08:36:25
Your survey is running at the Expected Parrot server...
08:36:24
Remote inference activated. Sending job to server...

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/johnhorton/tools/ep/edsl/edsl/results/result.py:374: UserWarning: Key 'job_category' of data type 'scenario' is already in use. Renaming to job_category_scenario
  warnings.warn(
[14]:
  0
0 agent.agent_index
1 agent.agent_instruction
2 agent.agent_name
3 agent.expertise
4 agent.job_category
5 agent.persona
6 answer.days
7 answer.experience
8 answer.skills
9 cache_keys.days_cache_key
10 cache_keys.experience_cache_key
11 cache_keys.skills_cache_key
12 cache_used.days_cache_used
13 cache_used.experience_cache_used
14 cache_used.skills_cache_used
15 comment.days_comment
16 comment.experience_comment
17 comment.skills_comment
18 generated_tokens.days_generated_tokens
19 generated_tokens.experience_generated_tokens
20 generated_tokens.skills_generated_tokens
21 iteration.iteration
22 model.frequency_penalty
23 model.inference_service
24 model.logprobs
25 model.max_tokens
26 model.model
27 model.model_index
28 model.presence_penalty
29 model.temperature
30 model.top_logprobs
31 model.top_p
32 prompt.days_system_prompt
33 prompt.days_user_prompt
34 prompt.experience_system_prompt
35 prompt.experience_user_prompt
36 prompt.skills_system_prompt
37 prompt.skills_user_prompt
38 question_options.days_question_options
39 question_options.experience_question_options
40 question_options.skills_question_options
41 question_text.days_question_text
42 question_text.experience_question_text
43 question_text.skills_question_text
44 question_type.days_question_type
45 question_type.experience_question_type
46 question_type.skills_question_type
47 raw_model_response.days_cost
48 raw_model_response.days_one_usd_buys
49 raw_model_response.days_raw_model_response
50 raw_model_response.experience_cost
51 raw_model_response.experience_one_usd_buys
52 raw_model_response.experience_raw_model_response
53 raw_model_response.skills_cost
54 raw_model_response.skills_one_usd_buys
55 raw_model_response.skills_raw_model_response
56 scenario.job_category_scenario
57 scenario.job_post
58 scenario.job_title
59 scenario.scenario_index

We can select individual fields in a variety of ways:

[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. ['Creativity', 'Logo Design', 'Branding', 'Adobe Illustrator', 'Portfolio Presentation'] Mid-level 7.000000
1 Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. ['Adobe InDesign', 'Adobe Photoshop', 'Typography', 'Layout Design', 'Attention to Detail'] Mid-level 5.000000
2 Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail'] Mid-level 3.500000
3 Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. ['Adobe Photoshop', 'Adobe Illustrator', 'Branding', 'Creativity', 'Attention to Detail'] Mid-level 3.000000
4 We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. ['Data visualization', 'Adobe Illustrator', 'Creativity', 'Attention to detail', 'Social media design'] Mid-level 3.000000

We can apply some labels to our table for readability. Note that each question field also automatically includes a <question>_comment field for any commentary by the LLM on the question:

[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 This job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position.
1 Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. Mid-level This job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer.
2 Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. Mid-level This job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms.
3 Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. Mid-level This job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position.
4 We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. Mid-level This job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level.

We can also access results as a SQL table (called self) with the .sql() method, and optionally removing the column name prefixes ‘agent’, ‘model’, ‘prompt’, etc.:

[17]:
results.sql("select * from self")
[17]:
  experience days skills job_post job_category_scenario job_title scenario_index agent_index persona agent_instruction job_category agent_name expertise frequency_penalty top_p top_logprobs model_index max_tokens model logprobs temperature inference_service presence_penalty experience_user_prompt skills_user_prompt days_system_prompt skills_system_prompt experience_system_prompt days_user_prompt days_raw_model_response skills_one_usd_buys experience_raw_model_response days_one_usd_buys skills_cost experience_one_usd_buys experience_cost days_cost skills_raw_model_response iteration days_question_text skills_question_text experience_question_text experience_question_options days_question_options skills_question_options skills_question_type experience_question_type days_question_type skills_comment days_comment experience_comment experience_generated_tokens days_generated_tokens skills_generated_tokens days_cache_used skills_cache_used experience_cache_used days_cache_key skills_cache_key experience_cache_key
0 Mid-level 7.000000 ['Creativity', 'Logo Design', 'Branding', 'Adobe Illustrator', 'Portfolio Presentation'] 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 Logo Design for New Startup 0 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Graphic Design Agent_0 You regularly perform jobs in the following category: Graphic Design. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We are a new tech startup looking for a creative designer to create a unique logo for our brand. The logo should be modern and represent innovation. Please provide portfolio examples. 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. {'id': 'chatcmpl-B6kOqhlZLhSat6JUmHRjWGlRc6k0Q', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7\n# Typically, logo design jobs in the graphic design category take about a week to fulfill, considering the time needed for proposals, client reviews, and potential revisions.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 35, 'prompt_tokens': 220, 'total_tokens': 255, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 845.665962 {'id': 'chatcmpl-B6kOqwHlcIIQsvNw0yVkFxoFGQmgO', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 62, 'prompt_tokens': 194, 'total_tokens': 256, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1111.111111 0.001182 904.977376 0.001105 0.000900 {'id': 'chatcmpl-B6kOq5aIvIzGoSRy6590FtlgXVtJe', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Creativity", "Logo Design", "Branding", "Adobe Illustrator", "Portfolio Presentation"] \nThese skills are essential because the job requires creating a unique and modern logo, which involves creativity and expertise in logo design and branding. Adobe Illustrator is a common tool used for such tasks, and having a portfolio demonstrates past work and capability.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 69, 'prompt_tokens': 197, 'total_tokens': 266, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical These skills are essential because the job requires creating a unique and modern logo, which involves creativity and expertise in logo design and branding. Adobe Illustrator is a common tool used for such tasks, and having a portfolio demonstrates past work and capability. # Typically, logo design jobs in the graphic design category take about a week to fulfill, considering the time needed for proposals, client reviews, and potential revisions. This job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position. Mid-level This job requires a designer who can create a unique logo that is both modern and represents innovation, which typically requires a fair amount of creativity and experience. Additionally, the request for portfolio examples suggests that they are looking for someone with a proven track record, which aligns with a mid-level position. 7 # Typically, logo design jobs in the graphic design category take about a week to fulfill, considering the time needed for proposals, client reviews, and potential revisions. ["Creativity", "Logo Design", "Branding", "Adobe Illustrator", "Portfolio Presentation"] These skills are essential because the job requires creating a unique and modern logo, which involves creativity and expertise in logo design and branding. Adobe Illustrator is a common tool used for such tasks, and having a portfolio demonstrates past work and capability. 1 1 1 69d564487d41e40882e94d5e527f07ac 9c3c80600cd235cdfffcd78d60260874 f306c5f802a6a8e32fe01b390a84cd1a
1 Mid-level 5.000000 ['Adobe InDesign', 'Adobe Photoshop', 'Typography', 'Layout Design', 'Attention to Detail'] 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 Brochure Design 1 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Graphic Design Agent_1 You regularly perform jobs in the following category: Graphic Design. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Looking for an experienced designer to create a professional brochure for our real estate company. The brochure should highlight our services and properties. Must be delivered in print-ready format. 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. {'id': 'chatcmpl-B6kOqYRLmFldZgGgCfiRypR39x6B7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \n# Typically, straightforward design jobs like creating a brochure can be fulfilled within a week. Given the specificity of the request and assuming the client is responsive, five days is a reasonable estimate for finding the right freelancer and completing the job.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 49, 'prompt_tokens': 219, 'total_tokens': 268, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 847.457627 {'id': 'chatcmpl-B6kOqiDsRLhX57XwkcH086v7MZ21M', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 59, 'prompt_tokens': 193, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 963.855422 0.001180 932.400932 0.001073 0.001038 {'id': 'chatcmpl-B6kOqPCrgEkzleFPvVToqE9QOOAiM', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Adobe InDesign", "Adobe Photoshop", "Typography", "Layout Design", "Attention to Detail"] \nThe job requires creating a professional brochure which involves layout design and typography skills. Adobe InDesign and Photoshop are essential tools for creating print-ready materials. Attention to detail is crucial to ensure the brochure accurately highlights the company\'s services and properties.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 69, 'prompt_tokens': 196, 'total_tokens': 265, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical The job requires creating a professional brochure which involves layout design and typography skills. Adobe InDesign and Photoshop are essential tools for creating print-ready materials. Attention to detail is crucial to ensure the brochure accurately highlights the company's services and properties. # Typically, straightforward design jobs like creating a brochure can be fulfilled within a week. Given the specificity of the request and assuming the client is responsive, five days is a reasonable estimate for finding the right freelancer and completing the job. This job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer. Mid-level This job requires creating a professional brochure that highlights services and properties, and it needs to be delivered in a print-ready format. This suggests the need for someone with a good understanding of design principles and experience in preparing files for print, which typically aligns with a mid-level designer. 5 # Typically, straightforward design jobs like creating a brochure can be fulfilled within a week. Given the specificity of the request and assuming the client is responsive, five days is a reasonable estimate for finding the right freelancer and completing the job. ["Adobe InDesign", "Adobe Photoshop", "Typography", "Layout Design", "Attention to Detail"] The job requires creating a professional brochure which involves layout design and typography skills. Adobe InDesign and Photoshop are essential tools for creating print-ready materials. Attention to detail is crucial to ensure the brochure accurately highlights the company's services and properties. 1 1 1 0857658ef0acafe5c6854bece32cb1ea 863bb710992698d37058c627f3954fea 26fe6ac7e218ba0920aca33033f226ab
2 Mid-level 3.500000 ['Graphic Design', 'Social Media Marketing', 'Adobe Photoshop', 'Creativity', 'Attention to Detail'] 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 Graphics 2 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Graphic Design Agent_2 You regularly perform jobs in the following category: Graphic Design. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Need a designer to create eye-catching social media graphics for our upcoming campaign. We need a set of 10 images optimized for Instagram and Facebook. 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. {'id': 'chatcmpl-B6kOqo0P0KT0LZVjSVc8tEfbSOqUw', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Based on my experience, jobs like this usually take a few days to be fulfilled, considering the need to review portfolios, negotiate terms, and finalize contracts.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 37, 'prompt_tokens': 215, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 769.230769 {'id': 'chatcmpl-B6kOq3zz3KAkgwm1FexQmGhonI6xZ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 38, 'prompt_tokens': 189, 'total_tokens': 227, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1101.928375 0.001300 1173.020528 0.000852 0.000907 {'id': 'chatcmpl-B6kOqX64L9A1WHbhSCJYVAy1kYMnV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Creativity", "Attention to Detail"] \n# These skills are essential for designing visually appealing social media graphics. Graphic Design and Adobe Photoshop are crucial for creating professional images. Social Media Marketing knowledge ensures the designs are optimized for platforms like Instagram and Facebook. Creativity is needed for eye-catching designs, and Attention to Detail ensures high-quality output.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 82, 'prompt_tokens': 192, 'total_tokens': 274, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical # These skills are essential for designing visually appealing social media graphics. Graphic Design and Adobe Photoshop are crucial for creating professional images. Social Media Marketing knowledge ensures the designs are optimized for platforms like Instagram and Facebook. Creativity is needed for eye-catching designs, and Attention to Detail ensures high-quality output. # Based on my experience, jobs like this usually take a few days to be fulfilled, considering the need to review portfolios, negotiate terms, and finalize contracts. This job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms. Mid-level This job requires creating optimized and eye-catching designs for social media, which suggests the need for a designer with a solid understanding of design principles and experience with social media platforms. 3.5 # Based on my experience, jobs like this usually take a few days to be fulfilled, considering the need to review portfolios, negotiate terms, and finalize contracts. ["Graphic Design", "Social Media Marketing", "Adobe Photoshop", "Creativity", "Attention to Detail"] # These skills are essential for designing visually appealing social media graphics. Graphic Design and Adobe Photoshop are crucial for creating professional images. Social Media Marketing knowledge ensures the designs are optimized for platforms like Instagram and Facebook. Creativity is needed for eye-catching designs, and Attention to Detail ensures high-quality output. 1 1 1 89b1c18fd805b3b4adba6b3c74ecaae4 6dd3f51dd73a30f7bb209f55326c8f6e 462f7897de89d51bf2a9f5f6cc45b936
3 Mid-level 3.000000 ['Adobe Photoshop', 'Adobe Illustrator', 'Branding', 'Creativity', 'Attention to Detail'] 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 Website Banner Design 3 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Graphic Design Agent_3 You regularly perform jobs in the following category: Graphic Design. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: Seeking a skilled designer to create a series of banners for our e-commerce website. Banners should be consistent with our brand’s aesthetic. Please include examples of previous work. 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. {'id': 'chatcmpl-B6kOqX85Zlt73T0IFoEkhwJlv2a0V', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \n# Graphic design jobs like banner creation are typically fulfilled quickly, especially if the client provides clear guidelines and the designer has a strong portfolio.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 30, 'prompt_tokens': 220, 'total_tokens': 250, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 817.995910 {'id': 'chatcmpl-B6kOqpxYuZniwxkOs1LvQWleCHfAv', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': "Mid-level\n\nThis job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position.", 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 63, 'prompt_tokens': 194, 'total_tokens': 257, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1176.470588 0.001223 896.860987 0.001115 0.000850 {'id': 'chatcmpl-B6kOqPvtmLeOsXJbMzqrSFLHC5stx', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Adobe Photoshop", "Adobe Illustrator", "Branding", "Creativity", "Attention to Detail"] \nThese skills are essential for creating visually appealing and brand-consistent banners. Adobe Photoshop and Illustrator are industry-standard tools for design work, branding ensures alignment with the company\'s aesthetic, creativity is needed for original designs, and attention to detail ensures high-quality outcomes.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 73, 'prompt_tokens': 197, 'total_tokens': 270, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical These skills are essential for creating visually appealing and brand-consistent banners. Adobe Photoshop and Illustrator are industry-standard tools for design work, branding ensures alignment with the company's aesthetic, creativity is needed for original designs, and attention to detail ensures high-quality outcomes. # Graphic design jobs like banner creation are typically fulfilled quickly, especially if the client provides clear guidelines and the designer has a strong portfolio. This job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position. Mid-level This job requires a designer who has enough experience to create banners that are consistent with a brand's aesthetic, which typically involves a good understanding of design principles and brand identity. The request for examples of previous work suggests they are looking for someone with a proven track record, indicating a mid-level position. 3 # Graphic design jobs like banner creation are typically fulfilled quickly, especially if the client provides clear guidelines and the designer has a strong portfolio. ["Adobe Photoshop", "Adobe Illustrator", "Branding", "Creativity", "Attention to Detail"] These skills are essential for creating visually appealing and brand-consistent banners. Adobe Photoshop and Illustrator are industry-standard tools for design work, branding ensures alignment with the company's aesthetic, creativity is needed for original designs, and attention to detail ensures high-quality outcomes. 1 1 1 259fd4a403ad0bc0d01a914e11bc385a 6fda394afda78f1b58297647e3b7a415 438e30bef6f387f36c7672b1b0c41f4f
4 Mid-level 3.000000 ['Data visualization', 'Adobe Illustrator', 'Creativity', 'Attention to detail', 'Social media 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 Infographic Design 4 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Graphic Design Agent_4 You regularly perform jobs in the following category: Graphic Design. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Graphic Design', 'expertise': 'You regularly perform jobs in the following category: Graphic Design.'} Consider the following job category and job post at an online labor marketplace. Job category: Graphic Design Job post: We need a designer to create a visually appealing infographic based on our provided data. The infographic should be easy to understand and shareable on social media. 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. {'id': 'chatcmpl-B6kOqhInNe6NDtZr5llz7gNAf6Gdj', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \n# Infographic design jobs are typically fulfilled quickly, especially if the data is provided. The demand for such jobs is high, and designers usually have quick turnaround times for social media shareable content.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 42, 'prompt_tokens': 216, 'total_tokens': 258, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1072.386059 {'id': 'chatcmpl-B6kOqU2eSIhvC8rh9prmvqvL2Qja5', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 36, 'prompt_tokens': 190, 'total_tokens': 226, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1041.666667 0.000932 1197.604790 0.000835 0.000960 {'id': 'chatcmpl-B6kOq4mQNzQceVzchzkEGXYNaIeg8', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Data visualization", "Adobe Illustrator", "Creativity", "Attention to detail", "Social media design"] \nThese skills are essential for creating an engaging infographic that effectively communicates data and is suitable for social media sharing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948028, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 45, 'prompt_tokens': 193, 'total_tokens': 238, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical These skills are essential for creating an engaging infographic that effectively communicates data and is suitable for social media sharing. # Infographic design jobs are typically fulfilled quickly, especially if the data is provided. The demand for such jobs is high, and designers usually have quick turnaround times for social media shareable content. This job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level. Mid-level This job requires the ability to interpret data and create a visually appealing design that is also optimized for social media sharing, which typically requires some experience beyond entry-level. 3 # Infographic design jobs are typically fulfilled quickly, especially if the data is provided. The demand for such jobs is high, and designers usually have quick turnaround times for social media shareable content. ["Data visualization", "Adobe Illustrator", "Creativity", "Attention to detail", "Social media design"] These skills are essential for creating an engaging infographic that effectively communicates data and is suitable for social media sharing. 1 1 1 7e7f6aa9c201235d8604c6c1d3b27400 e84fbd2e71e39a8087f0fe5446df1caf b65045622333ecaf849bc6a5e307b80a
5 Mid-level 3.000000 ['Creative Writing', 'SEO Knowledge', 'Attention to Detail', 'Research Skills', 'Understanding of Target Audience'] 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 Product Description Writing 0 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Content Writing Agent_5 You regularly perform jobs in the following category: Content Writing. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to craft compelling product descriptions for our online store. Each description should highlight the key features and benefits of the product. 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. {'id': 'chatcmpl-B6kOdbqo16AeOndkwGbqnfuhc0OU7', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3 \n# Product description writing jobs often attract a good number of applicants, especially if the job is clearly defined. It might take a few days to review applications and select the right candidate.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 39, 'prompt_tokens': 213, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1025.641026 {'id': 'chatcmpl-B6kOdixpGGWfP54PWw4qxueyuqJqA', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires the ability to craft compelling product descriptions, which involves understanding both the product and the target audience, skills typically developed with some experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 33, 'prompt_tokens': 187, 'total_tokens': 220, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1084.010840 0.000975 1253.918495 0.000798 0.000922 {'id': 'chatcmpl-B6kOdxWiqb1nKJh7FzSDnG1Y6EEN4', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Creative Writing", "SEO Knowledge", "Attention to Detail", "Research Skills", "Understanding of Target Audience"] \n# These skills are crucial for crafting engaging product descriptions that not only highlight features and benefits but also attract and retain potential customers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 50, 'prompt_tokens': 190, 'total_tokens': 240, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical # These skills are crucial for crafting engaging product descriptions that not only highlight features and benefits but also attract and retain potential customers. # Product description writing jobs often attract a good number of applicants, especially if the job is clearly defined. It might take a few days to review applications and select the right candidate. This job requires the ability to craft compelling product descriptions, which involves understanding both the product and the target audience, skills typically developed with some experience. Mid-level This job requires the ability to craft compelling product descriptions, which involves understanding both the product and the target audience, skills typically developed with some experience. 3 # Product description writing jobs often attract a good number of applicants, especially if the job is clearly defined. It might take a few days to review applications and select the right candidate. ["Creative Writing", "SEO Knowledge", "Attention to Detail", "Research Skills", "Understanding of Target Audience"] # These skills are crucial for crafting engaging product descriptions that not only highlight features and benefits but also attract and retain potential customers. 1 1 1 de60c149b9f02bf3c81418af49e20aaa 59cdc5a9cf4f22dd0986bf35411cab88 7f8aa9edb29063b40d757e307448f1c3
6 Mid-level 7.000000 ['Technical writing', 'Understanding of software development', 'Ability to create user manuals', 'Experience with API documentation', 'Familiarity with software terminology'] 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 Technical Writing for Software Documentation 1 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Content Writing Agent_6 You regularly perform jobs in the following category: Content Writing. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: Seeking an experienced technical writer to create user manuals and API documentation for our software product. Must have a background in tech writing and be familiar with software development terminology. 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. {'id': 'chatcmpl-B6kOdPJViKpexPbdeAY6FjMpA9SRm', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Based on my experience, technical writing positions, especially those requiring familiarity with software development, typically take about a week to fill on online labor marketplaces. The demand for such skilled writers is high, but the pool of qualified candidates is smaller compared to more general writing roles.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 57, 'prompt_tokens': 218, 'total_tokens': 275, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 856.531049 {'id': 'chatcmpl-B6kOdHPY30ATJg7snchhiYo7JTeNU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThe job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 26, 'prompt_tokens': 192, 'total_tokens': 218, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 896.860987 0.001167 1351.351351 0.000740 0.001115 {'id': 'chatcmpl-B6kOdAmMWeDU21NmnWkkH89pByX6C', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Technical writing", "Understanding of software development", "Ability to create user manuals", "Experience with API documentation", "Familiarity with software terminology"]\n\n# These skills are essential for the job post as it requires creating technical documents for a software product, which demands a strong grasp of technical writing and familiarity with software development and terminology.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 68, 'prompt_tokens': 195, 'total_tokens': 263, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical # These skills are essential for the job post as it requires creating technical documents for a software product, which demands a strong grasp of technical writing and familiarity with software development and terminology. # Based on my experience, technical writing positions, especially those requiring familiarity with software development, typically take about a week to fill on online labor marketplaces. The demand for such skilled writers is high, but the pool of qualified candidates is smaller compared to more general writing roles. The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position. Mid-level The job requires experience in technical writing and familiarity with software development terminology, which typically suggests a mid-level position. 7 # Based on my experience, technical writing positions, especially those requiring familiarity with software development, typically take about a week to fill on online labor marketplaces. The demand for such skilled writers is high, but the pool of qualified candidates is smaller compared to more general writing roles. ["Technical writing", "Understanding of software development", "Ability to create user manuals", "Experience with API documentation", "Familiarity with software terminology"] # These skills are essential for the job post as it requires creating technical documents for a software product, which demands a strong grasp of technical writing and familiarity with software development and terminology. 1 1 1 a32c9cad607dc8274a458cb0d56bd84d 8c50bdbe5c637a4c3fc33174f270a763 c4e98e066838de4fed1b5d1af7945b29
7 Mid-level 2.000000 ['Excellent writing skills', 'Understanding of press release format', 'Attention to detail', 'Ability to engage the audience', 'Knowledge of the product or industry'] 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 Press Release Writing 2 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Content Writing Agent_7 You regularly perform jobs in the following category: Content Writing. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Content Writing', 'expertise': 'You regularly perform jobs in the following category: Content Writing.'} Consider the following job category and job post at an online labor marketplace. Job category: Content Writing Job post: We need a writer to draft a press release for our upcoming product launch. The release should be attention-grabbing and follow industry standards. 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. {'id': 'chatcmpl-B6kOd5lJHjdEEvb1Gr6DX0k7b3PyU', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '2\n# Press release writing is a common task and typically requires a quick turnaround. Given industry standards and the straightforward nature of the task, it is likely to be fulfilled within 2 days.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 40, 'prompt_tokens': 213, 'total_tokens': 253, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 947.867299 {'id': 'chatcmpl-B6kOdlRrWgkWhxecEiAo34qmy1P8e', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires knowledge of industry standards and the ability to create an attention-grabbing press release, which suggests that some experience and familiarity with press release writing is necessary, making it suitable for mid-level writers.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 45, 'prompt_tokens': 187, 'total_tokens': 232, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1072.386059 0.001055 1089.918256 0.000917 0.000932 {'id': 'chatcmpl-B6kOdQuvioNQ5odykpuh4SUmkJXFt', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Excellent writing skills", "Understanding of press release format", "Attention to detail", "Ability to engage the audience", "Knowledge of the product or industry"] \n# These skills are essential to create a compelling and professional press release that meets industry standards and effectively communicates the product launch.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948015, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 58, 'prompt_tokens': 190, 'total_tokens': 248, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical # These skills are essential to create a compelling and professional press release that meets industry standards and effectively communicates the product launch. # Press release writing is a common task and typically requires a quick turnaround. Given industry standards and the straightforward nature of the task, it is likely to be fulfilled within 2 days. This job requires knowledge of industry standards and the ability to create an attention-grabbing press release, which suggests that some experience and familiarity with press release writing is necessary, making it suitable for mid-level writers. Mid-level This job requires knowledge of industry standards and the ability to create an attention-grabbing press release, which suggests that some experience and familiarity with press release writing is necessary, making it suitable for mid-level writers. 2 # Press release writing is a common task and typically requires a quick turnaround. Given industry standards and the straightforward nature of the task, it is likely to be fulfilled within 2 days. ["Excellent writing skills", "Understanding of press release format", "Attention to detail", "Ability to engage the audience", "Knowledge of the product or industry"] # These skills are essential to create a compelling and professional press release that meets industry standards and effectively communicates the product launch. 1 1 1 ea1f728739691587828ec51bc5bc9e57 e876a0eb1edfb6797d2fc08542389d34 a88ca6debe16ee90432022a33e537a32
8 Mid-level 5.000000 ['API Integration', 'CRM Systems', 'Real-time Data Synchronization', 'Programming Languages', 'Problem-Solving Skills'] 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 API Integration 0 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Web Development Agent_8 You regularly perform jobs in the following category: Web Development. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Need a developer to integrate our existing CRM system with an external API. The integration should sync customer data in real-time. Previous experience with similar projects required. 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. {'id': 'chatcmpl-B6kPE3MDCn88uBr6377MAJrIw3VhJ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '5 \nThe job post requires a developer with experience in API integration, which is a common task in web development. Given the specificity of the requirement and the prevalence of such skills among freelancers, it is likely to attract several qualified candidates quickly. Therefore, the job could be fulfilled in approximately 5 days.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 62, 'prompt_tokens': 217, 'total_tokens': 279, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 784.313725 {'id': 'chatcmpl-B6kPEkRp8mjwk65OzLU4WomLzktGV', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThis job requires previous experience with similar projects, which suggests that the client is looking for someone with a moderate level of expertise and familiarity with integrating systems and working with APIs.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 38, 'prompt_tokens': 191, 'total_tokens': 229, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 860.215054 0.001275 1166.180758 0.000857 0.001162 {'id': 'chatcmpl-B6kPEmML0cOVlYB4d09iifEBjCXOF', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["API Integration", "CRM Systems", "Real-time Data Synchronization", "Programming Languages", "Problem-Solving Skills"] \n# The job requires integrating a CRM with an external API, which involves API integration knowledge, understanding CRM systems, and ensuring real-time data sync. Programming skills are necessary for the technical implementation, and problem-solving skills are important for troubleshooting any issues that arise.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 79, 'prompt_tokens': 194, 'total_tokens': 273, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical # The job requires integrating a CRM with an external API, which involves API integration knowledge, understanding CRM systems, and ensuring real-time data sync. Programming skills are necessary for the technical implementation, and problem-solving skills are important for troubleshooting any issues that arise. The job post requires a developer with experience in API integration, which is a common task in web development. Given the specificity of the requirement and the prevalence of such skills among freelancers, it is likely to attract several qualified candidates quickly. Therefore, the job could be fulfilled in approximately 5 days. This job requires previous experience with similar projects, which suggests that the client is looking for someone with a moderate level of expertise and familiarity with integrating systems and working with APIs. Mid-level This job requires previous experience with similar projects, which suggests that the client is looking for someone with a moderate level of expertise and familiarity with integrating systems and working with APIs. 5 The job post requires a developer with experience in API integration, which is a common task in web development. Given the specificity of the requirement and the prevalence of such skills among freelancers, it is likely to attract several qualified candidates quickly. Therefore, the job could be fulfilled in approximately 5 days. ["API Integration", "CRM Systems", "Real-time Data Synchronization", "Programming Languages", "Problem-Solving Skills"] # The job requires integrating a CRM with an external API, which involves API integration knowledge, understanding CRM systems, and ensuring real-time data sync. Programming skills are necessary for the technical implementation, and problem-solving skills are important for troubleshooting any issues that arise. 1 1 1 261b3d69143a484f784f5f8eb90dcac8 eed717c0a30542a51f25b583a2086fbb 68269d2faa593a4747d23260fd098b80
9 Mid-level 3.500000 ['HTML/CSS', 'JavaScript', 'Responsive Design', 'Conversion Rate Optimization', 'UI/UX Design'] 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 Landing Page Development 1 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Web Development Agent_9 You regularly perform jobs in the following category: Web Development. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Web Development', 'expertise': 'You regularly perform jobs in the following category: Web Development.'} Consider the following job category and job post at an online labor marketplace. Job category: Web Development Job post: Looking for a developer to create a high-converting landing page for our marketing campaign. The page should be optimized for mobile and desktop users. 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. {'id': 'chatcmpl-B6kPEZREgYTL4KuIZA6y2t3w7K6sK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '3.5\n# Typically, straightforward web development tasks like creating a landing page can be filled within a few days, especially if the client is responsive and the requirements are clear.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 37, 'prompt_tokens': 214, 'total_tokens': 251, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 690.846287 {'id': 'chatcmpl-B6kPEbAEIqiyJSbS4CAlasu0v63aa', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job requires creating a high-converting landing page optimized for both mobile and desktop users, which typically demands a good understanding of responsive design, user experience, and possibly some knowledge of conversion rate optimization. These skills are generally expected from a mid-level developer.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 55, 'prompt_tokens': 188, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1104.972376 0.001448 980.392157 0.001020 0.000905 {'id': 'chatcmpl-B6kPEbmrP6BI5gOUcU6FPz6bVRvPK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["HTML/CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "UI/UX Design"] \nThese skills are essential for creating a landing page that is both visually appealing and effective in converting visitors. HTML/CSS and JavaScript are necessary for building and styling the page, while responsive design ensures it works well on all devices. Conversion rate optimization focuses on increasing the page\'s effectiveness, and UI/UX design is crucial for creating a user-friendly experience.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948052, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 97, 'prompt_tokens': 191, 'total_tokens': 288, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical These skills are essential for creating a landing page that is both visually appealing and effective in converting visitors. HTML/CSS and JavaScript are necessary for building and styling the page, while responsive design ensures it works well on all devices. Conversion rate optimization focuses on increasing the page's effectiveness, and UI/UX design is crucial for creating a user-friendly experience. # Typically, straightforward web development tasks like creating a landing page can be filled within a few days, especially if the client is responsive and the requirements are clear. The job requires creating a high-converting landing page optimized for both mobile and desktop users, which typically demands a good understanding of responsive design, user experience, and possibly some knowledge of conversion rate optimization. These skills are generally expected from a mid-level developer. Mid-level The job requires creating a high-converting landing page optimized for both mobile and desktop users, which typically demands a good understanding of responsive design, user experience, and possibly some knowledge of conversion rate optimization. These skills are generally expected from a mid-level developer. 3.5 # Typically, straightforward web development tasks like creating a landing page can be filled within a few days, especially if the client is responsive and the requirements are clear. ["HTML/CSS", "JavaScript", "Responsive Design", "Conversion Rate Optimization", "UI/UX Design"] These skills are essential for creating a landing page that is both visually appealing and effective in converting visitors. HTML/CSS and JavaScript are necessary for building and styling the page, while responsive design ensures it works well on all devices. Conversion rate optimization focuses on increasing the page's effectiveness, and UI/UX design is crucial for creating a user-friendly experience. 1 1 1 4d68bc9308d2476fd5085647a299cc33 f731c29c0ce523729d6d5c5092e7dfea fc201f2dc266afed90b7cf76811adf9f
10 Mid-level 7.000000 ['Google Ads expertise', 'Keyword research', 'Analytical skills', 'Conversion rate optimization', 'Budget 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 Google Ads Campaign Management 0 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Digital Marketing Agent_10 You regularly perform jobs in the following category: Digital Marketing. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Looking for a PPC specialist to manage our Google Ads campaigns. The goal is to increase traffic and conversions for our online store. 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. {'id': 'chatcmpl-B6kP5I8VkMRP8KA5A2h2VAppFcUJK', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \nGiven the high demand for PPC specialists and the clear job description, it typically takes about a week to find a suitable candidate in the digital marketing field on online labor marketplaces.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 37, 'prompt_tokens': 211, 'total_tokens': 248, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 980.392157 {'id': 'chatcmpl-B6kP5VM2gmZMtqzTmohLzDUYohHAX', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level \nThis job requires managing Google Ads campaigns with a focus on increasing traffic and conversions, which typically requires a certain level of expertise and experience beyond entry-level.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 34, 'prompt_tokens': 185, 'total_tokens': 219, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1114.206128 0.001020 1246.105919 0.000803 0.000897 {'id': 'chatcmpl-B6kP5UdjNRqtUVVtqL61ckUqSBF6e', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Google Ads expertise", "Keyword research", "Analytical skills", "Conversion rate optimization", "Budget management"] \n// These skills are crucial for a PPC specialist because they need to effectively manage and optimize Google Ads campaigns to increase traffic and conversions within a specified budget.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 55, 'prompt_tokens': 188, 'total_tokens': 243, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical // These skills are crucial for a PPC specialist because they need to effectively manage and optimize Google Ads campaigns to increase traffic and conversions within a specified budget. Given the high demand for PPC specialists and the clear job description, it typically takes about a week to find a suitable candidate in the digital marketing field on online labor marketplaces. This job requires managing Google Ads campaigns with a focus on increasing traffic and conversions, which typically requires a certain level of expertise and experience beyond entry-level. Mid-level This job requires managing Google Ads campaigns with a focus on increasing traffic and conversions, which typically requires a certain level of expertise and experience beyond entry-level. 7 Given the high demand for PPC specialists and the clear job description, it typically takes about a week to find a suitable candidate in the digital marketing field on online labor marketplaces. ["Google Ads expertise", "Keyword research", "Analytical skills", "Conversion rate optimization", "Budget management"] // These skills are crucial for a PPC specialist because they need to effectively manage and optimize Google Ads campaigns to increase traffic and conversions within a specified budget. 1 1 1 aae6d33bde4d33be946779f12185f8db a9190111c7628117073e32632b791bdc 50fbc0540007d01a841c58b06b819d22
11 Mid-level 7.000000 ['Email Campaign Strategy', 'Mailchimp Proficiency', 'Copywriting', 'Analytics and Reporting', 'A/B Testing'] 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 Email Marketing Campaign 1 0 You are an experienced freelancer on online labor marketplaces. You are answering questions as if you were a human. Do not break character. Digital Marketing Agent_11 You regularly perform jobs in the following category: Digital Marketing. 0 1 3 0 1000 gpt-4o 0 0.500000 openai 0 Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. What 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. Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. What are some key skills required for this job? Return your answers on one line, in a comma-separated list of your responses, with square brackets and each answer in quotes E.g., ["A", "B", "C"] After the answers, you can put a comment explaining your choice on the next line. You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} You are answering questions as if you were a human. Do not break character.Your traits: {'persona': 'You are an experienced freelancer on online labor marketplaces.', 'job_category': 'Digital Marketing', 'expertise': 'You regularly perform jobs in the following category: Digital Marketing.'} Consider the following job category and job post at an online labor marketplace. Job category: Digital Marketing Job post: Seeking an email marketing expert to design and execute a series of email campaigns for our new product launch. Experience with Mailchimp is preferred. 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. {'id': 'chatcmpl-B6kP5xdT8xDPwQVe8tbZNzGsMpg6e', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '7 \n# Email marketing jobs, especially those specifying a tool like Mailchimp, are quite popular and can often be filled within a week, given the high demand and availability of skilled professionals in this area.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 42, 'prompt_tokens': 213, 'total_tokens': 255, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 913.242009 {'id': 'chatcmpl-B6kP5mpHby1dFnjMNasOXnnDGtacQ', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': 'Mid-level\n\nThe job post requires designing and executing a series of email campaigns, which suggests a need for some experience and expertise, particularly with Mailchimp, indicating a mid-level requirement.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 38, 'prompt_tokens': 187, 'total_tokens': 225, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 1049.868766 0.001095 1179.941003 0.000847 0.000953 {'id': 'chatcmpl-B6kP5FiW17TRSmq7Cm8G4IvrG5u5h', 'choices': [{'finish_reason': 'stop', 'index': 0, 'logprobs': None, 'message': {'content': '["Email Campaign Strategy", "Mailchimp Proficiency", "Copywriting", "Analytics and Reporting", "A/B Testing"] \nThese skills are essential for designing and executing effective email marketing campaigns, with a specific emphasis on using Mailchimp, crafting compelling content, analyzing campaign performance, and optimizing through testing.', 'refusal': None, 'role': 'assistant', 'audio': None, 'function_call': None, 'tool_calls': None}}], 'created': 1740948043, 'model': 'gpt-4o-2024-08-06', 'object': 'chat.completion', 'service_tier': 'default', 'system_fingerprint': 'fp_eb9dce56a8', 'usage': {'completion_tokens': 62, 'prompt_tokens': 190, 'total_tokens': 252, 'completion_tokens_details': {'accepted_prediction_tokens': 0, 'audio_tokens': 0, 'reasoning_tokens': 0, 'rejected_prediction_tokens': 0}, 'prompt_tokens_details': {'audio_tokens': 0, 'cached_tokens': 0}}} 0 Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} Estimate the number of days until this job post is fulfilled. Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What are some key skills required for this job? Consider the following job category and job post at an online labor marketplace. Job category: {{ scenario.job_category }} Job post: {{ scenario.job_post }} What level of experience is required for this job? ['Entry-level', 'Mid-level', 'Senior-level'] nan nan list multiple_choice numerical These skills are essential for designing and executing effective email marketing campaigns, with a specific emphasis on using Mailchimp, crafting compelling content, analyzing campaign performance, and optimizing through testing. # Email marketing jobs, especially those specifying a tool like Mailchimp, are quite popular and can often be filled within a week, given the high demand and availability of skilled professionals in this area. The job post requires designing and executing a series of email campaigns, which suggests a need for some experience and expertise, particularly with Mailchimp, indicating a mid-level requirement. Mid-level The job post requires designing and executing a series of email campaigns, which suggests a need for some experience and expertise, particularly with Mailchimp, indicating a mid-level requirement. 7 # Email marketing jobs, especially those specifying a tool like Mailchimp, are quite popular and can often be filled within a week, given the high demand and availability of skilled professionals in this area. ["Email Campaign Strategy", "Mailchimp Proficiency", "Copywriting", "Analytics and Reporting", "A/B Testing"] These skills are essential for designing and executing effective email marketing campaigns, with a specific emphasis on using Mailchimp, crafting compelling content, analyzing campaign performance, and optimizing through testing. 1 1 1 9fb0e0aa62fbc4411faf12a75b484b7b 04417cab538f73d69f9457cfa3db8ea7 41f8969fee02efe42e461c5ce6fe009f

Posting content at the Coop

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

[18]:
# agents.push(
#     description = "Agents for job posts data labeling task",
#     alias = "job-posts-agents-example",
#     visibility = "public"
# )
[19]:
# survey.push(
#     description = "Survey for job posts data labeling task",
#     alias = "job-posts-survey-example",
#     visibility = "public"
# )

We can also post this Notebook:

[20]:
from edsl import Notebook

nb = Notebook(path = "data_labeling_agent.ipynb")

if refresh := False:
    nb.push(
        description = "Example code for data labeling using agents",
        alias = "data-labeling-agent-notebook",
        visibility = "public"
    )

if patch := False:
    nb.patch("https://www.expectedparrot.com/content/RobinHorton/data-labeling-agent-notebook", value = nb)

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