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The Resource Statistical models and causal inference : a dialogue with the social sciences, David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark

Statistical models and causal inference : a dialogue with the social sciences, David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark

Label
Statistical models and causal inference : a dialogue with the social sciences
Title
Statistical models and causal inference
Title remainder
a dialogue with the social sciences
Statement of responsibility
David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark
Creator
Contributor
Subject
Language
eng
Summary
"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
Cataloging source
IT-FiEUI
http://library.link/vocab/creatorDate
1938-2008
http://library.link/vocab/creatorName
Freedman, David
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorDate
  • 1942-
  • 1971-
http://library.link/vocab/relatedWorkOrContributorName
  • Collier, David
  • Sekhon, Jasjeet Singh
  • Stark, Philip B
http://library.link/vocab/subjectName
  • Social sciences
  • Linear models (Statistics)
  • Causation
Label
Statistical models and causal inference : a dialogue with the social sciences, David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages [356]-392) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier.
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent.
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
Control code
FIEB16699816
Dimensions
25 cm.
Extent
xvi, 399 pages
Isbn
9780521195003
Media category
unmediated
Media MARC source
rdamedia.
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)457770262
Label
Statistical models and causal inference : a dialogue with the social sciences, David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark
Publication
Bibliography note
Includes bibliographical references (pages [356]-392) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier.
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent.
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
Control code
FIEB16699816
Dimensions
25 cm.
Extent
xvi, 399 pages
Isbn
9780521195003
Media category
unmediated
Media MARC source
rdamedia.
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)457770262

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