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 treat the speed of AI change as an opportunity, not a threat to my career.
أعتبر سرعة تطور الذكاء الاصطناعي فرصة، لا تهديداً لمسيرتي المهنية.
2 · Individual factor
Stays open as AI changes how the work gets done - relearns familiar workflows when something better appears, asks where models can fail you, and keeps confidentiality, fairness, and policy in view when deciding what to feed into a system.
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.