marketing-science8 min read

From Propensity Scores to Learning Systems: What Most CRM Teams Get Wrong

Most CRM organizations don't have a feedback loop. They have a broadcasting system. The shift from propensity to uplift modeling changes everything.

Cyril Noirot
Cyril Noirot
March 2, 2026
Cyril Noirot

Written by

Cyril Noirot

Data scientist specializing in decision systems for forecasting, pricing, marketing measurement, and risk.

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