Duplicate from SALT-NLP/WORKBank
Browse filesCo-authored-by: Humishka Zope <hzope@users.noreply.huggingface.co>
.gitattributes
ADDED
|
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
+
*.lz4 filter=lfs diff=lfs merge=lfs -text
|
| 12 |
+
*.mds filter=lfs diff=lfs merge=lfs -text
|
| 13 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 14 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
| 15 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 16 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 21 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 22 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 23 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 24 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 25 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 26 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 27 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 28 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 29 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 30 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
| 31 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 32 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 33 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 34 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
# Audio files - uncompressed
|
| 39 |
+
*.pcm filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
*.sam filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
*.raw filter=lfs diff=lfs merge=lfs -text
|
| 42 |
+
# Audio files - compressed
|
| 43 |
+
*.aac filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
*.flac filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
*.mp3 filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
*.ogg filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
*.wav filter=lfs diff=lfs merge=lfs -text
|
| 48 |
+
# Image files - uncompressed
|
| 49 |
+
*.bmp filter=lfs diff=lfs merge=lfs -text
|
| 50 |
+
*.gif filter=lfs diff=lfs merge=lfs -text
|
| 51 |
+
*.png filter=lfs diff=lfs merge=lfs -text
|
| 52 |
+
*.tiff filter=lfs diff=lfs merge=lfs -text
|
| 53 |
+
# Image files - compressed
|
| 54 |
+
*.jpg filter=lfs diff=lfs merge=lfs -text
|
| 55 |
+
*.jpeg filter=lfs diff=lfs merge=lfs -text
|
| 56 |
+
*.webp filter=lfs diff=lfs merge=lfs -text
|
| 57 |
+
# Video files - compressed
|
| 58 |
+
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 59 |
+
*.webm filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
{}
|
| 3 |
+
---
|
| 4 |
+

|
| 6 |
+
|
| 7 |
+
**WORKBank (AI Agent Worker Outlook and Readiness Knowledge Bank)** is a database that captures worker desire and technological capability of AI agents for occupational tasks.
|
| 8 |
+
|
| 9 |
+
The current version of WORKBank includes preferences from 1,500 U.S. domain workers and capability assessments from AI experts, covering over 844 tasks across 104 occupations collected between January and May 2025. This database stems from our project detailed in [*Future of Work with AI Agents: Auditing Automation and Augmentation Potential across the U.S. Workforce*](https://arxiv.org/abs/2506.06576) that introduces a novel auditing framework to assess which occupational tasks workers want AI agents to automate or augment, and how those desires align with the current technological capabilities.
|
| 10 |
+
|
| 11 |
+
## WorkBank Database and Code
|
| 12 |
+
|
| 13 |
+
To download a data file, use:
|
| 14 |
+
|
| 15 |
+
```python
|
| 16 |
+
from datasets import load_dataset
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
worker_desire = load_dataset("SALT-NLP/WORKBank", data_files="worker_data/domain_worker_desires.csv")["train"]
|
| 20 |
+
|
| 21 |
+
expert_ratings = load_dataset("SALT-NLP/WORKBank", data_files="expert_ratings/expert_rated_technological_capability.csv")["train"]
|
| 22 |
+
|
| 23 |
+
task_meta_data = load_dataset("SALT-NLP/WORKBank", data_files="task_data/task_statement_with_metadata.csv")["train"]
|
| 24 |
+
```
|
| 25 |
+
|
| 26 |
+
Our [github repository](https://github.com/SALT-NLP/workbank/tree/main) contains our [Code Book](https://github.com/SALT-NLP/workbank/blob/main/codebook.pdf) and the code used for analysis and plotting of diagrams.
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
## Want to Launch the Audit in Your Organization?
|
| 30 |
+
|
| 31 |
+
Unlike traditional surveys, our auditing framework features an audio-enhanced interface and combines quantitative ratings with analysis of audio transcripts. This approach enables more calibrated and context-rich responses. We are also working to support input from additional modalities.
|
| 32 |
+
|
| 33 |
+
**If you're interested in deploying the audit to explore the future of work within your organization, feel free to fill out [the interest form](https://forms.gle/hFGyhYkD1VwMLVj59).**
|
| 34 |
+
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
## Citation
|
| 38 |
+
|
| 39 |
+
Please cite our paper if you use this code or part of it in your work:
|
| 40 |
+
|
| 41 |
+
```
|
| 42 |
+
@misc{shao2025futureworkaiagents,
|
| 43 |
+
title={Future of Work with AI Agents: Auditing Automation and Augmentation Potential across the U.S. Workforce},
|
| 44 |
+
author={Yijia Shao and Humishka Zope and Yucheng Jiang and Jiaxin Pei and David Nguyen and Erik Brynjolfsson and Diyi Yang},
|
| 45 |
+
year={2025},
|
| 46 |
+
eprint={2506.06576},
|
| 47 |
+
archivePrefix={arXiv},
|
| 48 |
+
primaryClass={cs.CY},
|
| 49 |
+
url={https://arxiv.org/abs/2506.06576},
|
| 50 |
+
}
|
| 51 |
+
```
|
| 52 |
+
|
expert_ratings/expert_rated_technological_capability.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
task_data/task_statement_with_metadata.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
worker_data/domain_worker_desires.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
worker_data/domain_worker_metadata.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|