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What you will work through.

The full curriculum, start to finish. Every lesson and assignment unlocks the moment you buy the course.

Unit 01

Hypothesis Testing in the Simple Regression Model

5 items
  • The idea of a significance test
    8 min read Unlocks with purchase
  • The t-test for significance — Hoang's five-step ritual
    10 min read Unlocks with purchase
  • Testing a coefficient against a specific value
    9 min read Unlocks with purchase
  • The overall F-test — is the regression significant?
    9 min read Unlocks with purchase
  • Unit 1 checkpoint — three tests on one regression
    1 min read Unlocks with purchase
Unit 02

Hypothesis Testing in the Multiple Regression Model

5 items
  • The individual t-test in the multiple regression model
    9 min read Unlocks with purchase
  • The F-test for adding regressors — restricted vs unrestricted
    11 min read Unlocks with purchase
  • Overall F-test and joint significance
    8 min read Unlocks with purchase
  • Adjusted R-squared and model comparison
    8 min read Unlocks with purchase
  • Unit 2 checkpoint — hypothesis testing in the MLRM
    1 min read Unlocks with purchase
Unit 03

Dummy Variables

6 items
  • What is a dummy variable?
    7 min read Unlocks with purchase
  • Additive dummies — the intercept shift
    9 min read Unlocks with purchase
  • More than two categories
    10 min read Unlocks with purchase
  • Interaction dummies — when the slope changes
    9 min read Unlocks with purchase
  • Testing dummies for significance
    8 min read Unlocks with purchase
  • Unit checkpoint — Dummy Variables
    1 min read Unlocks with purchase
Unit 04

Structural Breaks: The Chow Test

3 items
  • What is a structural break?
    8 min read Unlocks with purchase
  • The Chow test
    12 min read Unlocks with purchase
  • Unit checkpoint — one line or two?
    1 min read Unlocks with purchase
Unit 05

Estimation Problems

7 items
  • A map of estimation problems
    6 min read Unlocks with purchase
  • Specification errors — omitted and irrelevant variables
    8 min read Unlocks with purchase
  • Outliers — detection and the Z-test
    9 min read Unlocks with purchase
  • Non-linearity — detecting and fixing a curved relationship
    7 min read Unlocks with purchase
  • Multicollinearity — when regressors are too similar
    8 min read Unlocks with purchase
  • Heteroskedasticity — when error variance is not constant
    9 min read Unlocks with purchase
  • Unit checkpoint: diagnose, test, and fix
    10 min read Unlocks with purchase
Unit 06

Review & Final Practice

4 items
  • Inference integrator — t, joint F, adjusted R², and a dummy
    1 min read Unlocks with purchase
  • Diagnostics integrator — estimation problems and the Chow test
    1 min read Unlocks with purchase
  • Practice final A — Urban mobility study
    1 min read Unlocks with purchase
  • Practice final B — Agricultural productivity study
    1 min read Unlocks with purchase

The same notes and practice problems that business students have used to build the foundational understanding.

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