Content License: Creative Commons Attribution 4.0 International (CC BY 4.0)¶

The CC BY 4.0 license applies to original textual expression, diagrams, laboratory activities and documentation identified as authored by Isaac K. Nti, where he owns or is authorized to license the copyright. It does not apply to University of Cincinnati materials, third-party materials, trademarks, student work, or contributions whose licensing is separately stated. See the scope below.

You are free to:

Share — copy and redistribute the material in any medium or format
Adapt — remix, transform, and build upon the material for any purpose, even commercially

Under the following terms:

Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. Attribution must not suggest endorsement by the original author.

Full license text: https://creativecommons.org/licenses/by/4.0/

Scope of This License¶

Read the institutional context and instructional authorship notice. University and third-party materials are excluded from the repository license unless expressly stated otherwise. Copyright ownership and licensing remain governed by the applicable law, policies, agreements and material-specific notices identified there.

Subject to those exclusions, this Creative Commons license applies to original:

/labs/ instructional documentation
/capstone_project/ framework and phase documentation
Curriculum descriptions in README.md
Original instructional text and diagrams identified as authored by Isaac K. Nti

Code License¶

Original source code, SQL scripts, dbt models, and shell scripts made available under the repository code license use the MIT License, subject to the ownership and material-specific exclusions above.

This dual-license structure distinguishes between:

Software components (MIT)
Educational framework and documentation (CC BY 4.0)