Statistical models and causal inference

a dialogue with the social sciences

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August 2, 2020 | History

Statistical models and causal inference

a dialogue with the social sciences

  • 2.0 (1 rating) ·
  • 1 Want to read
  • 1 Have read

"David A. Freedman presents here a definitive synthesis of his approach to causal inference in the social sciences. He explores the foundations and limitations of statistical modeling, illustrating basic arguments with examples from political science, public policy, law, and epidemiology. Freedman maintains that many new technical approaches to statistical modeling constitute not progress, but regress. Instead, he advocates a 'shoe leather' methodology, which exploits natural variation to mitigate confounding and relies on intimate knowledge of the subject matter to develop meticulous research designs and eliminate rival explanations. When Freedman first enunciated this position, he was met with scepticism, in part because it was hard to believe that a mathematical statistician of his stature would favor 'low-tech' approaches. But the tide is turning. Many social scientists now agree that statistical technique cannot substitute for good research design and subject matter knowledge. This book offers an integrated presentation of Freedman's views"--Provided by publisher.

Publish Date
Language
English
Pages
399

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Edition Availability
Cover of: Statistical models and causal inference
Statistical models and causal inference: a dialogue with the social sciences
2010, Cambridge University Press
in English
Cover of: Statistical models and causal inference
Statistical models and causal inference: a dialogue with the social sciences
2009, Cambridge University Press
in English
Cover of: Statistical models and causal inference
Statistical models and causal inference: a dialogue with the social sciences
2009, Cambridge University Press
in English

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Book Details


Table of Contents

Editor's introduction: inference and shoe leather
Statistical modeling: foundations and limitations
issues in the foundations of statistics : probability and statistical models
Statistical assumptions as empirical commitements
Statistical models and shoe leather
Studies in political science, public policy, and epidemiology
Methods for Census 2000 and statistical adjustments
On "solutions" to the ecological inference problem
Rejoinder to king
Black ravens, white shoes, and case selection : inference with categorical variables
What is the chance of an earthquake
Salt and blood pressure : conventional wisdom reconsidered
The Swine Flu vaccine and Guillain-Barré syndrome : a case study in relative risk and specific causation
Survival analysis : an epidemiological hazard?
New developments : progress or regress?
On regression adjustments in experiments with several treatments
Randomization does not justify logistic regression
The grand leap
On specifying graphical models for causation, and the identification problem
Weighting regressions by propensity scores
On the so-called "Huber Sandwich Estimator" and "Robust Standard Errors"
Endogeneity in probit response models
Diagnostics cannot have much power against general alternatives
Shoe leather revisited
On types of scientific inquiry : the role of qualitative reasoning.

Edition Notes

Includes bibliographical references (p. [357]-392) and index.

Published in
Cambridge, New York

Classifications

Dewey Decimal Class
519.5
Library of Congress
HA29 .F6785 2010, HA29, HA29 .F6785 2009

The Physical Object

Pagination
xvi, 399 p. :
Number of pages
399

ID Numbers

Open Library
OL24094770M
Internet Archive
statisticalmodel00afre
ISBN 10
0521195004, 0521123909
ISBN 13
9780521195003, 9780521123907
LCCN
2009043216
OCLC/WorldCat
457770262

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August 2, 2020 Edited by ImportBot import existing book
February 9, 2019 Edited by MARC Bot import existing book
July 28, 2014 Created by ImportBot import new book