LEVEL 04 · 80 MIN

Hypothesis Arena

Put every claim on trial.

The model is built, but its claims are untested. Calibrate sampling uncertainty, challenge individual and joint restrictions, and deliver a verdict that separates evidence from proof.

MISSION OBJECTIVES

  • Explain sampling distributions, standard errors, and residual degrees of freedom.
  • Formulate one- and two-sided coefficient hypotheses.
  • Calculate and interpret t statistics, p-values, and confidence intervals.
  • Test coefficient equality and multiple linear restrictions.
  • Interpret joint and overall F tests and report results transparently.