Understanding recurring donor growth

Why are recurring donors disengaging, and where can the organization build lasting relationships?

An international humanitarian nonprofit saw its recurring donor program lose momentum. Campaign-level reporting showed activity but could not explain differences in giving histories, motivation, or channel preference. Leadership needed a framework for stewardship rather than another broad donor persona.

Frame

Define the retention and growth decisions, donor groups to study, and what would count as an actionable segment.

Collect

Combine consented giving histories with donor interviews, survey responses, and message tests across channels.

Analyze

Model donor lifetime value as a range, cluster behavioral and motivational segments, and assess channel mix.

Validate

Compare segments across cohorts, test sensitivity to campaign effects, and check interpretations against donor voices.

Advise

Present stewardship priorities, message guidance, and a decision memo for testing channel investments.

Primary research

Donor interviews · Survey design · Message testing

Quantitative analysis

Donor segmentation · Lifetime value modeling · Cohort analysis

Validation

Holdout cohorts · Sensitivity analysis · Triangulation

• Donor segment profiles and stewardship priorities
• Lifetime value framework with assumptions and ranges
• Message-testing findings and channel mix options
• Executive decision memo and model hand-off

The team could distinguish relationships worth nurturing from short-lived campaign responses and prioritize outreach by donor need, channel fit, and uncertainty.

Research Director · Senior Statistician / Survey Methodologist · Senior Data Scientist