To Include or Not To Include. That Is the Question.
We will consider a simple case that illustrates the more general problems. We are interested in β, which is the effect of x on y.
2-Var Model: y = α + βx + ε
3-Var Model: y = α + βx + δz + ε
Truth: 2-Var Model | Truth: 3-Var Model | |
Estimate: 2-Var Model |
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Estimate: 3-Var Model |
b = ∑xy / ∑xx