LEVEL 06 · 80 MIN

The Time Loop

Break the residual time loop.

Past shocks are leaking into the present. Trace the residual echoes, choose a valid test for the model, and repair the time-series system without mistaking a covariance correction for a complete dynamic specification.

MISSION OBJECTIVES

  • Define first- and higher-order serial correlation.
  • Identify economic and specification sources of residual dependence.
  • Explain consequences for OLS efficiency, inference, and dynamic models.
  • Use residual plots, correlograms, Durbin–Watson, and Breusch–Godfrey appropriately.
  • Choose among dynamic respecification, HAC inference, and AR-based FGLS.