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first stage using a Probit model, and then w i t ′ γ ˜ were obtained used in the second step, to obtain β and the consistent estimator of β λ through least square regression. If ρ ≠ 0 , then there is a bias equalling ρ σ ( − w i t   ′ γ ) . 5

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