BLACK CAMEL®

Finding the signal in donor behavior

A segmentation framework grounded in giving behavior, motivation, and long-term engagement.

NONPROFITS / ILLUSTRATIVE ENGAGEMENT
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Illustrative engagement · Nonprofits

Illustrative engagements are composite examples showing how we approach this type of work. They do not describe a specific client.

Abstract

A segmentation framework grounded in giving behavior, motivation, and long-term engagement.

Fig. 1 — A visual study of evidence and uncertainty.

An international humanitarian nonprofit

The question

Broad donor personas obscured meaningful differences in retention, motivation, and communication preferences.

Our approach

We combined giving histories with structured donor research to distinguish durable segments from short-lived campaign effects.

Methods

Method
Donor survey
Method
Behavioral clustering
Method
Lifetime value framework
Method
Message testing

Outcome

The organization gained a practical segmentation and communication priorities tied to donor needs rather than assumptions.