17.3 Marginal Effects Interpretation
The interpretation of marginal effects differs depending on whether X is continuous or discrete:
Variable Type | Definition of Marginal Effect |
---|---|
Continuous | The derivative ∂E[Y|X]∂X represents an infinitesimal change in X. |
Discrete | The change in E[Y|X] when X increases by one unit (also called an incremental effect). |
For example, in a binary variable case (e.g., a dummy variable for gender), the marginal effect is:
E[Y|X=1]−E[Y|X=0].
which quantifies the expected change in Y when switching from X=0 to X=1.