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
Which AI roles has the organisation tried to hire and failed to fill in the past 12 months? What was the constraint (compensation, location, skills, visa)?
ما الأدوار في مجال الذكاء الاصطناعي التي حاولت المنظمة التوظيف فيها وفشلت في السنة الماضية؟ ما العائق (الأجور، الموقع، المهارات، التأشيرة)؟
2 · Pillar
3 · Score map
No score map (open-text or unscored item).
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.