Many organizations collect more data than they use. The constraint is rarely data volume, it is decision design.
Start from the decision, not the indicator
Before adding an indicator, ask which decision it will inform, who will make that decision, and when. Indicators that cannot be traced to a decision generate reporting burden without improving programming.
Match the evidence cycle to the management cycle
An annual survey cannot inform a quarterly adaptation decision. Pair periodic rigorous studies with lighter, faster monitoring data that arrives in time to change something.
Make findings usable
A 90-page report is an archive, not a decision tool. Provide a short findings note with clear recommendations, a dashboard for routine tracking, and a structured reflection session where program staff interpret results together.
Where evidence contradicts expectations, treat it as the most valuable output of the exercise, not a reporting problem.