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Knowledge for Knowledge's Sake

This repository holds the documentation and code for the course project on Open Access and Digital Ethics, University of Bologna, a.y. 2024/2025.

The aim of the project is to investigate how socio-cultural and economic inequalities influence individual access to knowledge and shape avenues for personal growth in STEM and Humanities fields. Covering European Union countries from 2000 to 2022, the project combines OECD PISA scores in mathematics and reading comprehension with EU labor force statistics to provide data-driven insights into educational and career fulfillment opportunities.

Licensing

Website

The source code and content of the website (excluding the datasets) are licensed under the GNU General Public License v3.0 (GPL-3.0).

You are free to:

  • Use, modify, and distribute the website code as long as any derivative work is also licensed under GPL v3.

For more information, see the full text of the GPL v3 license in the LICENSE file or visit the GPL v3 License page.

Datasets

The datasets located in the datasets/source/ and datsets/mashup/ directories are licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.

You are free to:

  • Share, copy, and redistribute the datasets in any medium or format.
  • Adapt, remix, transform, and build upon the datasets for any purpose, even commercially, as long as you give appropriate credit to the creator.

For more details, see the LICENSE file or visit the CC BY 4.0 License page.

Note on GISCO Geographical Data:

GISCO geographical data of administrative units, found in the datasets/maps/ directory, are subject to additional terms. Specifically, these datasets may only be used for non-commercial purposes. For more details, refer to the GISCO licensing terms.

Attribution

For attribution of the original datasets, please refer to the metadata page.

Knowledge for Knowledge's Sake is an informal research initiative. If you use our mashup datasets, please acknowledge the data source with the following copyright notice:

© Knowledge for Knowledge's Sake, CC BY 4.0.

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Documentation and code for the course project in Open Access and Digital Ethics, University of Bologna, a.y. 2024/2025.

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