ARAAdminQuestion Bankv1.1Q17
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Edit question Q17

Changes apply to all in-flight assessments. Historical completed assessments keep their original question text via version snapshots.

Lineage

Org pillar layer
Layer 1 · multiple_choice

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

How does the organisation primarily source AI capability today?

كيف تستقطب المنظمة قدرات الذكاء الاصطناعي بشكل رئيسي اليوم؟

2 · Pillar

Talent & Skills
Digital literacy, AI literacy, technical skills, training plans.

3 · Score map

OptionScore (1–5)
External hires only1
External hires + internal training2
External hires + consultants3
External hires + consultants + university partnerships4
Mature mix: hires, consultants, partnerships, internal mobility5
Region: both·Sector: all·Display order: 17·Active
Validation evidence

Per-item content-validity trail

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.

Question details

For multiple choice / yes-no, enter options and score_map as JSON.