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Causal Inference by Paul R. Rosenbaum

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Causal Inference

MIT Press Essential Knowledge (Related to this series)

Publisher
Ascent Audio
Publish Date
20 June 2023
Run Time
4 hours 24 minutes
Format
Audiobook
$13.95

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What to expect

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.

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Details

Author
Paul R. Rosenbaum
Narrator
Chris Monteiro
Duration
4 hours 24 minutes
Release Date
20 June 2023
ISBN
9781663728920
Format
Audiobook
Publisher
Ascent Audio
Genre
Econometrics and economic statistics

Synopsis

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.

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