Responsible-Use Review

Unit ID: M10-U07 Estimated active time: 25-35 minutes

Confirm that the data is supplied synthetic course material, rights and provenance are recorded, and no private values were added. Keep only fields needed for the bounded question.

State who might be affected if someone misused the result. Add a stop condition: for example, do not use the learning pathway to rank or make decisions about real learners.

Review whether missing or rejected records could change the interpretation. Name any category or group that is absent from the supplied evidence. Accessibility review is also part of responsible use: code, tables, errors, and plots need text explanations.

The notebook prepares evidence for learning. It does not automate a decision or produce a professional credential.