The Book of Why

Judea Pearl · Dana Mackenzie2018book

Selected reading: A confounding and adjustment example.

Open the source ↗

How to study this source

  • What makes one thing cause another?

    coreA confounding and adjustment example

    Follow one confounding example and distinguish seeing from intervening.

  • Can a model learn causes?

    coreSelected chapters and argument

    Compare this account’s mechanism with the preceding reading; note where their predictions differ.

Ideas and questions

Read background definitions when a term blocks the argument. Then return to the source and reconstruct its claim in your own words.

Read alongside, read against

  • Nature's Capacities and Their Measurement

    Nancy Cartwright. Compare assumptions, evidence and scope with the source above. These are editorial companions, not necessarily direct responses.

  • Making Things Happen

    James Woodward. Compare assumptions, evidence and scope with the source above. These are editorial companions, not necessarily direct responses.

  • The Cement of the Universe

    J. L. Mackie. Compare assumptions, evidence and scope with the source above. These are editorial companions, not necessarily direct responses.

  • Causal Inference: What If

    Hernán · Robins. Compare assumptions, evidence and scope with the source above. These are editorial companions, not necessarily direct responses.

  • Elements of Causal Inference

    Peters, Janzing · Schölkopf. Compare assumptions, evidence and scope with the source above. These are editorial companions, not necessarily direct responses.