Coefficient
The numerical factor in front of a variable.
- A linear regression learns coefficients.
- Intercept = coefficient of the implicit constant 1.
- Sign and magnitude give interpretability.
When to use: Reading a fitted linear model; understanding feature contributions.
Example: y = 0.7·age + 1.2·income − 50: income contributes more per unit than age.