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A result on the sign of restricted least-squares estimates
Authors:Edward E Leamer
Institution:Harvard University, Cambridge, Mass. 02138, U.S.A.
Abstract:When a variable is dropped from a least-squares regression equation, there can be no change in sign of any coefficient that is more significant than the coefficient of the omitted variable. More generally, a constrained least squares estimate of a parameter βj must lie in the interval (β?j?V12jj|t|, β?j + V12jj|t|) where β?j is the unconstrained estimate of βj, V12jj is the standard error of β?j and t is the t-value for testing the (univariate) restriction.
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