confounding

Artifacts that teach this idea, ranked by trust: tier, then passing built-in checks and accessibility, then likes.

  1. 1
    Coding· R✓ Checks passAccessibleUndergraduateEnglish

    Rich and Poor Farmers: What Does Regression Recover?

    A Coding workbook in R. Students simulate 100 farmers with both potential outcomes, compute the naïve gap, ATE, ATT, ATC and selection bias, then see that a regression with a control matches none of them while an interaction model does. A final part contrasts confidence and prediction intervals.

    Alexis Diamond · ♥ 0

  2. 2
    InteractiveUndergraduate

    Which Effect Does the Regression Estimate? Controlling for a confounder and the ATE, ATT and ATC

    A hundred farmers, an irrigation pump, and the coefficient you get when you control for wealth: does the regression estimate the ATE, ATT or ATC? This revision makes every control shared state so breakout teammates see the same screen.

    Alexis Diamond · ♥ 0

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