Propensity Model
A predictive machine learning model designed to calculate the statistical probability that a specific user or entity will perform a predefined action.
Think of It Like This
Like a marketing manager looking at your past shopping habits to calculate the exact percentage chance you'll buy a new jacket this winter.
These models are heavily utilized in marketing, finance, and healthcare to predict churn, loan defaults, or disease onset. They are typically built using algorithms like logistic regression or XGBoost. The output is a probability score between 0 and 1, which businesses use to highly target their interventions and optimize resource allocation.