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https://sfia-online.org/en/sfia-9/sfia-views/full-framework-view/development-and-implementation/systems-development?path=/glance
people and skills β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/493be471e1714f319c1188a9c21aa596/en) * [franΓ§ais (canada)...
https://sfia-online.org/…ogo-outlines.svg
https://sfia-online.org/en/sfia-9/responsibilities/level-4
skills β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/1f853cbcd5ca485da5ec305686d4ebaa/en) * [deutsch](https://sfia-online...
https://sfia-online.org/…5222371be739.png
https://sfia-online.org/en/sfia-9/responsibilities/sfia-9-behavioural-factors-in-sfia-8-business-skills-style/level-1-sfia-8-style
sfia 9 software engineering competencies β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/b68b94fc389e42a881470199ab0911cf/en)...
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https://sfia-online.org/en/sfia-9/sfia-views/full-framework-view/delivery-and-operation/security-operations
security services β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/c60e7095201a4b85bcdbfe0017c152d9/en) * [deutsch](https://...
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https://sfia-online.org/en/sfia-9/sfia-views/full-framework-view/relationships-and-engagement/stakeholder-management?path=/glance
level 2 - assist β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/b72821e05ea54a76aa9302d39dee3d53/en) * [deutsch](https://s...
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https://sfia-online.org/en/sfia-9/sfia-views/full-framework-view/delivery-and-operation/data-operations
data and analytics β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/c881a92b63ff46af95d6f5c91e163789/en) * [deutsch](https:/...
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https://sfia-online.org/en/sfia-9/sfia-views/full-framework-view/change-and-transformation?path=/glance
stakeholder management β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/b8c560b267b347c782442534eaf2cbfd/en) * [deutsch](htt...
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https://sfia-online.org/en/sfia-9/skills/feasibility-assessment
generic attributes, business skills and behavioural factors β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/c4337770e84d4f12b...
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https://sfia-online.org/en/sfia-9/documentation
delivery and operation β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/620ec44ec0c548b19d6760ccf7e8442c/en?path=/glance) * ...
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https://sfia-online.org/en/sfia-9/sfia-views/full-framework-view/strategy-and-architecture?path=/glance
feasibility assessment β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/eececec964d141c983089e4bf581c9dc/en) [![image 1: sfia...
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https://sfia-online.org/en/sfia-9/sfia-views/full-framework-view/strategy-and-architecture/governance-risk-compliance
level 6 - sfia 8 style β€” english =============== * [log in / register](https://sfia-online.org/en/login "log in / register") * [newsletter](https://sfia-online.org/@@signup "newsletter") english * [english](https://sfia-online.org/@@multilingual-selector/28343e93f6464089b4b43a41f844962e/en) * [deutsch](htt...
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YAML Metadata Warning:The task_categories "text2text-generation" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

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.


πŸš€ Dataset Overview

  • Name: SFIA-9-Scraped
  • Hugging Face: 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.


πŸ“‚ Data Structure

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

{
  "url": [ "...", "...", ... ],
  "raw_content": [ "...", "...", ... ],
  "images": [ "...", "...", ... ]
}
  • url: array[string] β€” list of page URLs for each scraped entry.
  • raw_content: array[string] β€” the extracted textual content from each URL.
  • images: array[string] β€” list of image URLs associated with each entry.

βš™οΈ Usage

Install the πŸ€— Datasets library:

pip install datasets

Load the dataset:

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.


πŸ“œ Citation

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

@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}
}

πŸ“„ 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


🀝 Acknowledgements

  • SFIA Foundation: Original SFIA-9 framework content.

βœ‰οΈ Contact

For questions or contributions, open an issue or pull request on the Hugging Face dataset page.

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