Regression and inference

Readings

• Chapter 2 in Mastering ’Metrics¹
• Chapter 2, “Probability and Regression Review” in Causal Inference: The Mixtape (this is long; skim through this as a review)²

Recommended readings

Look through your notes on regression from your last stats class. Also, you can skim through these resources:

• 6.1–6.4 in ModernDive³
• 7.1–7.4 in ModernDive⁴
• 7.1–7.3 in OpenIntro Statistics⁵
• 8.1 in OpenIntro Statistics⁶

We’ll review all this regression stuff in the videos, so don’t panic if this all looks terrifying! Also, take advantage of the videos that accompany the OpenIntro chapters. And also, the OpenIntro chapters are heavier on the math—don’t worry if you don’t understand everything.

Slides

The slides for today’s lesson are available online as an HTML file. Use the buttons below to open the slides either as an interactive website or as a static PDF (for printing or storing for later). You can also click in the slides below and navigate through them with your left and right arrow keys.

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• Introduction
• Drawing lines
• Lines, Greek, and regression
• Null worlds and statistical significance

Videos

Videos for each section of the lecture are available at this YouTube playlist.

• Introduction
• Drawing lines
• Lines, Greek, and regression
• Null worlds and statistical significance

You can also watch the playlist (and skip around to different sections) here: