The limiting distribution of the LS estimator in panel models with interactive fixed effects is invariant to over-specifying the number of factors.
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Linear Regression for Panel With Unknown Number of Factors as Interactive Fixed Effects
The limiting distribution of the LS estimator in panel models with interactive fixed effects is invariant to over-specifying the number of factors.