---
license: cc-by-nc-nd-4.0
task_categories:
- text2text-generation
language:
- en
tags:
- sfia
- skills-framework
- taxonomy
- rag
- professional-skills
- json
pretty_name: SFIA 9 Framework Dataset
size_categories:
- n<1K
---

# SFIA-9-Scraped Dataset

This repository contains the **SFIA-9-Scraped** dataset, a JSON collection of the Skills Framework for the Information Age (SFIA) version 9 categories and levels, scraped for non-commercial research use.

---

## 🚀 Dataset Overview

* **Name:** SFIA-9-Scraped
* **Hugging Face:** [Programmer-RD-AI/sfia-9-scraped](https://huggingface.co/datasets/Programmer-RD-AI/sfia-9-scraped)
* **DOI:** 10.57967/hf/5746
* **Author:** Ranuga Disansa Gamage
* **Revision:** 89feeb8
* **Publisher:** Hugging Face
* **Year:** 2025

Use this dataset to build RAG systems, taxonomy-driven search, skill-gap analytics, and other AI/ML applications focused on professional skill frameworks.

---

## 📂 Data Structure

The dataset is provided as a single JSON file (`sfia_9_data.json`) with the following top-level structure:

```json
{
  "url": [ "...", "...", ... ],
  "raw_content": [ "...", "...", ... ],
  "images": [ "...", "...", ... ]
}
```

* **url**: `array[string]` — list of page URLs for each scraped entry.
* **raw\_content**: `array[string]` — the extracted textual content from each URL.
* **images**: `array[string]` — list of image URLs associated with each entry.

---

## ⚙️ Usage

Install the 🤗 Datasets library:

```bash
pip install datasets
```

Load the dataset:

```python
from datasets import load_dataset

ds = load_dataset("Programmer-RD-AI/sfia-9-scraped")
print(ds["train"][0])
```

For RAG applications, integrate this dataset as your taxonomy source before chunking and embedding.

---

## 📜 Citation

If you use this dataset in your research, please cite:

```bibtex
@misc{ranuga_disansa_gamage_2025,
  author    = {Ranuga Disansa Gamage},
  title     = {sfia-9-scraped (Revision 89feeb8)},
  year      = {2025},
  url       = {https://huggingface.co/datasets/Programmer-RD-AI/sfia-9-scraped},
  doi       = {10.57967/hf/5746},
  publisher = {Hugging Face}
}
```

---

## 📄 License

This dataset is released under the **Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)** license. Use for **non-commercial research** only.

[View license details](https://creativecommons.org/licenses/by-nc/4.0/)

---

## 🤝 Acknowledgements

* **SFIA Foundation**: Original SFIA-9 framework content.

---

## ✉️ Contact

For questions or contributions, open an issue or pull request on the [Hugging Face dataset page](https://huggingface.co/datasets/Programmer-RD-AI/sfia-9-scraped).