Statistical models and causal inference :: a dialogue with the social sciences /
"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. Freed...
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Weitere Verfasser: | , , |
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cambridge ; New York :
Cambridge University Press,
2010.
|
| Schlagworte: | |
| Online-Zugang: | Volltext |
| Zusammenfassung: | "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. |
| Beschreibung: | 1 online resource (xvi, 399 pages) : illustrations |
| Bibliographie: | Includes bibliographical references (pages 357-392) and index. |
| ISBN: | 9780511688836 0511688830 9780511691065 0511691068 9780511815874 0511815875 9781107384491 1107384494 |
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| 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. |
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| genre | Electronic book. Electronic books. |
| genre_facet | Electronic book. Electronic books. |
| id | ZDB-4-EBA-ocn646068252 |
| illustrated | Illustrated |
| indexdate | 2024-11-27T13:17:16Z |
| institution | BVB |
| isbn | 9780511688836 0511688830 9780511691065 0511691068 9780511815874 0511815875 9781107384491 1107384494 |
| language | English |
| oclc_num | 646068252 |
| open_access_boolean | |
| owner | MAIN DE-863 DE-BY-FWS |
| owner_facet | MAIN DE-863 DE-BY-FWS |
| physical | 1 online resource (xvi, 399 pages) : illustrations |
| psigel | ZDB-4-EBA |
| publishDate | 2010 |
| publishDateSearch | 2010 |
| publishDateSort | 2010 |
| publisher | Cambridge University Press, |
| record_format | marc |
| spelling | Freedman, David, 1938-2008. https://id.oclc.org/worldcat/entity/E39PBJfrQf3DTqpgyg68kpCRKd http://id.loc.gov/authorities/names/n50025690 Statistical models and causal inference : a dialogue with the social sciences / David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark. Cambridge ; New York : Cambridge University Press, 2010. 1 online resource (xvi, 399 pages) : illustrations text txt rdacontent computer c rdamedia online resource cr rdacarrier Includes bibliographical references (pages 357-392) and index. "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. 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. Print version record. Social sciences Statistical methods. http://id.loc.gov/authorities/subjects/sh85124018 Linear models (Statistics) http://id.loc.gov/authorities/subjects/sh85077177 Causation. http://id.loc.gov/authorities/subjects/sh85021459 Sciences sociales Méthodes statistiques. MATHEMATICS Probability & Statistics General. bisacsh Causation fast Linear models (Statistics) fast Social sciences Statistical methods fast Sozialwissenschaften gnd http://d-nb.info/gnd/4055916-6 Statistik gnd Kausalität gnd http://d-nb.info/gnd/4030102-3 sciences sociales statistique. rero causalité modèles linéaires. rero Samhällsvetenskaplig forskning. sao Statistik metodik. sao Electronic book. Electronic books. Collier, David, 1942- https://id.oclc.org/worldcat/entity/E39PBJgRVMQC34pdqK7D3cxMT3 http://id.loc.gov/authorities/names/n79055583 Sekhon, Jasjeet Singh, 1971- https://id.oclc.org/worldcat/entity/E39PCjBwQMQQWpdRDxdCFP87VC http://id.loc.gov/authorities/names/nr99034027 Stark, Philip B. http://id.loc.gov/authorities/names/n2009065857 has work: Statistical models and causal inference (Text) https://id.oclc.org/worldcat/entity/E39PCGtmqk9fBrJWphxYdywGf3 https://id.oclc.org/worldcat/ontology/hasWork Print version: Freedman, David, 1938-2008. Statistical models and causal inference. Cambridge ; New York : Cambridge University Press, 2010 9780521195003 (DLC) 2009043216 (OCoLC)457770262 FWS01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=325185 Volltext |
| spellingShingle | Freedman, David, 1938-2008 Statistical models and causal inference : a dialogue with the social sciences / 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. Social sciences Statistical methods. http://id.loc.gov/authorities/subjects/sh85124018 Linear models (Statistics) http://id.loc.gov/authorities/subjects/sh85077177 Causation. http://id.loc.gov/authorities/subjects/sh85021459 Sciences sociales Méthodes statistiques. MATHEMATICS Probability & Statistics General. bisacsh Causation fast Linear models (Statistics) fast Social sciences Statistical methods fast Sozialwissenschaften gnd http://d-nb.info/gnd/4055916-6 Statistik gnd Kausalität gnd http://d-nb.info/gnd/4030102-3 sciences sociales statistique. rero causalité modèles linéaires. rero Samhällsvetenskaplig forskning. sao Statistik metodik. sao |
| subject_GND | http://id.loc.gov/authorities/subjects/sh85124018 http://id.loc.gov/authorities/subjects/sh85077177 http://id.loc.gov/authorities/subjects/sh85021459 http://d-nb.info/gnd/4055916-6 http://d-nb.info/gnd/4030102-3 |
| title | Statistical models and causal inference : a dialogue with the social sciences / |
| title_auth | Statistical models and causal inference : a dialogue with the social sciences / |
| title_exact_search | Statistical models and causal inference : a dialogue with the social sciences / |
| title_full | Statistical models and causal inference : a dialogue with the social sciences / David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark. |
| title_fullStr | Statistical models and causal inference : a dialogue with the social sciences / David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark. |
| title_full_unstemmed | Statistical models and causal inference : a dialogue with the social sciences / David A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark. |
| title_short | Statistical models and causal inference : |
| title_sort | statistical models and causal inference a dialogue with the social sciences |
| title_sub | a dialogue with the social sciences / |
| topic | Social sciences Statistical methods. http://id.loc.gov/authorities/subjects/sh85124018 Linear models (Statistics) http://id.loc.gov/authorities/subjects/sh85077177 Causation. http://id.loc.gov/authorities/subjects/sh85021459 Sciences sociales Méthodes statistiques. MATHEMATICS Probability & Statistics General. bisacsh Causation fast Linear models (Statistics) fast Social sciences Statistical methods fast Sozialwissenschaften gnd http://d-nb.info/gnd/4055916-6 Statistik gnd Kausalität gnd http://d-nb.info/gnd/4030102-3 sciences sociales statistique. rero causalité modèles linéaires. rero Samhällsvetenskaplig forskning. sao Statistik metodik. sao |
| topic_facet | Social sciences Statistical methods. Linear models (Statistics) Causation. Sciences sociales Méthodes statistiques. MATHEMATICS Probability & Statistics General. Causation Social sciences Statistical methods Sozialwissenschaften Statistik Kausalität sciences sociales statistique. causalité modèles linéaires. Samhällsvetenskaplig forskning. Statistik metodik. Electronic book. Electronic books. |
| url | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=325185 |
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