Observed Revenue Uplift+38.4%Simulated cohort metric
Jobs Created142Simulated cohort metric
Digital Uplift+27%Simulated cohort metric
Outcome Coverage72%Simulated cohort metric
6-Month Follow-up81%Simulated cohort metric
Data Quality93%Simulated cohort metric
BEFORE / AFTER
Assistance outcome example
BEFORERM18KMonthly revenue3Employees1,200Units/month
→6 MONTHS AFTERRM29KMonthly revenue5Employees2,100Units/month
IMPACT PRINCIPLE
Measure business change, not only programme attendance
Each intervention can be linked to baseline indicators, follow-up evidence, officer verification and cohort-level analysis in DuckDB.
✓Revenue and margin
✓Employment
✓Production / capacity
✓Digital adoption
✓Market access