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Causal Inference

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Causal Inference

Written by: Paul r. Rosenbaum
Narrated by: Chris Monteiro
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₹199 per month after 3 months. Renews automatically. Cancel anytime. Offer ends 15 July, 2026 at 11:59 PM IST.

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A nontechnical guide to the basic ideas of modern causal inference, with illustrations from health, the economy, and public policy.

Which of two antiviral drugs does the most to save people infected with Ebola virus? Does a daily glass of wine prolong or shorten life? Does winning the lottery make you more or less likely to go bankrupt? How do you identify genes that cause disease? Do unions raise wages? Do some antibiotics have lethal side effects? Does the Earned Income Tax Credit help people enter the workforce?

Causal Inference provides a brief and nontechnical introduction to randomized experiments, propensity scores, natural experiments, instrumental variables, sensitivity analysis, and quasi-experimental devices. Ideas are illustrated with examples from medicine, epidemiology, economics and business, the social sciences, and public policy.

©2023 Massachusetts Institute of Technology (P)2023 Ascent Audio
Data Science
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