7 Flashcards
Stochastic regressors and measurement errors
Assumptions for models with stochastic regressors
1) The model is linear in parameters and correctly specified
2) The values of the regressors are drawn randomly from fixed populations
3) No exact linear relationship exists among the regressors
4) The disturbance term has zero expectation: E(ui) = 0 for all i
5) The disturbance term is homoscedastic, σ2i = σ2 for all i
6) The values of the disturbance term have independent distributions: ui is distributed independently of ui’ for all i’ ≠ i
7) The disturbance term is distributed independently of the regressors: ui is distributed independently of Xji’ for all i’ and all j
8) The disturbance term has zero conditional expectation: E(ui I values of all the regressors in all observations) = 0
9) The disturbance term has a normal distributino
Prove b2OLS is unbiased when the values of X are stochastic in model Yi