Changes apply to all in-flight assessments. Historical completed assessments keep their original question text via version snapshots.
Every question is tagged at the database level to exactly one construct. This is the chain a consultant or client can show the stakeholder asking “where did this question come from?”
1 · Item
I have led at least one team conversation about how AI changes our work.
لقد قدت محادثة واحدة على الأقل في الفريق حول كيف يغيّر الذكاء الاصطناعي عملنا.
2 · Individual factor
Helps the team move with AI rather than around it. Explains what the tools can and can't do without overselling, shares prompts and patterns that worked, and pushes back when teammates take an output at face value or use it where they shouldn't.
3 · Mapped AC competencies (drives course recommender + Learning Plan)
4 · Score map
| Option | Score (1–5) |
|---|---|
| 1 - Strongly Disagree | 1 |
| 2 - Disagree | 2 |
| 3 - Neutral | 3 |
| 4 - Agree | 4 |
| 5 - Strongly Agree | 5 |
No validation evidence captured for this question yet. Click below to ask Claude for an AI-suggested anchor against the curated bibliography in the methodology brief. Suggestions are saved as ai_proposed and require admin review before they appear in any client report.
For multiple choice / yes-no, enter options and score_map as JSON.