Nafs Results Analytics — Aseer Region
A Python pipeline over official Nafs results for Aseer schools, 1444–1447 AH (107K+ rows): 15 data-quality rules, 48/48 reconciliation to the official department averages, 1447 tested counts derived mathematically from the proficiency shares (99.8% exact in back-testing), change decomposition and school segmentation — surfaced as an interactive bilingual executive dashboard.
- Proficiency
- Gap to national
- Official reconciliation
- Priority schools