Case studies

Kenya at scale

47 counties live.
290 constituencies.
1,450 wards.
10,000+ development projects tracked.

What we built

Budget visibility — all 47 county budgets current and historical, NG-CDF allocations per constituency, conditional grant flows, quarterly absorption tracking.
Project tracking — 10,000+ development projects, geolocated, with budget vs. actual spend and status history.
Audit & anomaly layer — Auditor-General findings mapped, spending anomalies flagged, source-traceable to the original audit report.
Leader profiles — governors, MPs, and MCAs across multiple election cycles, with tenure history and citizen ratings.

Featured study

The Empty Quarter → — a cartographic study of the 12-county education delivery gap, where the KSh 1,420 flat-rate capitation pays the same shilling whether a child walks 1 km or 55.7 km to Form 1.

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