Logistic Regression
A coefficient of +0.8022 multiplies the odds by 2.2305 everywhere — but raises the probability by 0.0849, 0.1903 or 0.0437 depending where you stand.
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Log-Odds
Odds, log-odds, and why the same coefficient moves a probability by 0.01 in one place and 0.17 in another.
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Logistic Regression and Generalized Linear Models
Not a classifier — a conditional probability fitted by maximum likelihood.