Friday 14 January 2022

Difference between interpreting linear and logistic regression coefficients

Linear regression

Let's assume, we have the following linear regression model:

Then,  the difference between two outcomes is going to be as follows:

Let's assume that x has one-unit increase, but z stays unchanged:

The difference is then as follows:
We can say that one-unit increase in x, when other parameters held constant, results in b1 increase in y.