task_categories:text-generation task_categories:text2text-generation language:en license:cc0-1.0 size_categories:1K<n<10K format:csv modality:text library:datasets library:pandas library:mlcroissant library:polars region:us
---
license: cc0-1.0
task_categories:
- text-generation
- text2text-generation
language:
- en
size_categories:
- 1K<n<10K
---

# Dataset Card for Job Descriptions and AI Prompts

## Dataset Summary

This dataset includes job descriptions and AI prompts for various occupations. The prompts are designed to induce an AI to act as a person in the specified occupation. The dataset is structured with columns for the industry category, the AI prompt, the job description, and the O*NET-SOC code.

## Columns

- **Title:** The industry category of an occupation.
- **Prompt:** A prompt that induces an AI to act like a person in that occupation.
- **Description:** A description of what that job title does according to the O*NET dataset.
- **Code:** The O*NET-SOC code of that occupation.

## Example rows

| Title | Prompt | Description | Code |
| --- | --- | --- | --- |
| Underground Mining Machine Operators, All Other | I want you to act as an underground mining machine operator. Your role involves operating heavy machinery such as coal cutters, shuttle cars, continuous mining machines, and others in an underground mining environment. My first request is "I need to implement a safety protocol for operating a continuous mining machine in a coal mine." | All underground mining machine operators not listed separately. | 47-5049.00 |
| Tapers | I want you to act as a taping and finishing contractor. Your task is to seal joints between plasterboard or other wallboard to prepare the wall surface for painting or papering. My first request is "I need a step-by-step guide for joint compound application for a DIY project." | Seal joints between plasterboard or other wallboard to prepare wall surface for painting or papering. | 47-2082.00 |
| Mail Clerks and Mail Machine Operators, Except Postal Service | I want you to act as a mail clerk. Your responsibilities involve managing incoming and outgoing mail, ensuring it's sorted, addressed, and routed correctly. You should maintain accurate records and keep the mail room organized for prompt delivery. My first request is "I need help organizing our office mail system for improved efficiency." | Prepare incoming and outgoing mail for distribution. Time-stamp, open, read, sort, and route incoming mail; and address, seal, stamp, fold, stuff, and affix postage to outgoing mail or packages. Duties may also include keeping necessary records and completed forms. | 43-9051.00 |

## Dataset Creation

### Source Data

The job descriptions are sourced from the [O*NET dataset](https://www.onetcenter.org/dictionary/28.3/text/occupation_data.html). The AI prompts are generated by the [Mistral-Nemo-Instruct-2407 model](https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407) using few-shot prompting, inspired by the style of the [fka/awesome-chatgpt-prompts dataset](https://huggingface.co/datasets/fka/awesome-chatgpt-prompts).

### Annotations

The dataset does not contain additional annotations beyond the generated prompts and the original O*NET dataset.

## Considerations for Using the Data

### Social Impact of Dataset

This dataset can be used to train AI models to generate prompts for various job roles, enabling them to simulate professional behaviours and tasks. It can also serve as a resource for creating educational tools and simulations in various fields.

### Discussion of Biases

The dataset may reflect biases present in the O*NET dataset or in the AI model used to generate the prompts. Users should be aware of potential biases in job descriptions or generated prompts.

### Other Known Limitations

While most generated prompts are of high quality, some may be nonsensical. Users should review and validate the prompts before use in critical applications.

## Additional Information

### Dataset Curators

The dataset was curated using the Mistral-Nemo-Instruct-2407 model for prompt generation.

### Licensing Information

The dataset is available under the CC-0 license, allowing for unrestricted use.

