The balance between size and power in Dickey-Fuller tests with data-dependent rules for the choice of truncation lag

The lag in Dickey-Fuller regressions may be chosen through order selection criteria or general-to-specific testing. We examine the trade-offs between size distortion and power that are implied by this approach to testing for unit roots.