GiveWell Conversations

Following the Data on Dispensers for Safe Water: March 5, 2026

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Mar 5, 2026
Erin Crossett, Senior Program Officer at GiveWell who leads the water team and researches evidence-based program evaluation, discusses independent surveys that found Dispensers for Safe Water reached far fewer people than routine monitoring suggested. They cover how dispensers work, why monitoring overstated usage, the decision not to renew large-scale funding, and plans for verification and future pilots.
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INSIGHT

Independent Surveys Revised Dispenser Reach Down

  • Independent external surveys found dispenser chlorination rates in Malawi and Uganda were ~1/3 of Evidence Action's monitoring estimates.
  • GiveWell commissioned DIL and IPA after internal and University of Chicago signals, revising reach from ~5m to <2m people.
INSIGHT

Compounding Small Biases Drove Overestimates

  • Multiple small biases compounded to inflate monitoring estimates rather than a single major error.
  • Issues included subjective color-wheel readings, promoter-list sampling bias, paper-based protocols, and internal staff collecting data.
ANECDOTE

Evidence Action Welcomed Scrutiny And Began Transition

  • Evidence Action proactively supported external verification and scaled down operations after red flags emerged.
  • They planned a 24-month transition in Malawi and Uganda and reduced their Kenya footprint to prioritize responsible handover.
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