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  • Can sombedoy explain the assumption for the basic linear unobserved effects panel data model? (explanatory variables and unobserved effect)

    Good morning.
    I would liike to know the assumption that concerns the explanatory variables and unobserved effects in a basic linear unobserved effects panel data model.

    Lucas BORDURE
    Student MSc. in International Finance
    Rennes School of Business
    Stata SE 16.1

  • #2
    The linear panel data model is

    (1) Yit = b*Xit + Ui + Eit,

    where Ui is the scalar unobserved time constant effect/error that varies only across units, and Eit is the scalar idiosyncratic error that varies both across units and time; Yit is a scalar and Xit is a vector and both are observed, and b is a vector of unknown parameters to be estimated. Take here * to mean the inner product between the vector b and the vector Xit.

    Then

    (A1) The data is iid in the cross section, that is (Yit, Xit, t=1,2..T) is independent of (Yjt, Xjt, t=1,2..T) and both are unconditionally identically distributed.

    (A2 fixed) E(Xis*Eit) = 0, for all t,s=1,2,..T, that is, the idiosyncratic error at t is uncorrelated with any Xis for s=1,2...T, some might say that Eit is strongly exogenous in eq.(1). The idiosyncratic error also has to be uncorrelated with the unobserved time constant effect E(Ui*Eit) = 0.
    (A2 random) E[Xis*(Ui+Eit)]=0 for all t,s=1,2,..T, that is the composite error at t is uncorrelated with any Xis for s=1,2...T. Some might say that (Ui+Eit) is strongly exogenous in eq.(1).

    Under (A1) and (A2 fixed) the fixed effects estimator is consistent for b.

    Under (A1) and (A2 random) the random effects estimator is consistent for b.
    Last edited by Joro Kolev; 16 Jun 2021, 10:53.

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    • #3
      Your explanation is really clear. Thank you very much Joro Kolev.

      Lucas BORDURE
      Student MSc. in International Finance
      Rennes School of Business
      Stata SE 16.1

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