LEVEL 05 · 80 MIN

Variance Virus

Contain the variance outbreak.

The coefficient system is stable, but uncertainty is mutating across observations. Trace the residual pattern, test the variance process, and deploy a remedy without confusing robust inference with causal proof.

MISSION OBJECTIVES

  • Define and recognise heteroskedasticity in residual patterns.
  • Explain its consequences for OLS efficiency and conventional inference.
  • Use and interpret robust standard errors.
  • Apply Breusch–Pagan and White diagnostic logic.
  • Choose among robust inference, respecification, WLS, and feasible GLS with stated assumptions.