000 03977nam a22004098i 4500
001 CR9780511815874
003 UkCbUP
005 20200124160245.0
006 m|||||o||d||||||||
007 cr||||||||||||
008 101021s2009||||enk o ||1 0|eng|d
020 _a9780511815874 (ebook)
020 _z9780521195003 (hardback)
020 _z9780521123907 (paperback)
040 _aUkCbUP
_beng
_erda
_cUkCbUP
050 0 0 _aHA29
_b.F6785 2009
082 0 0 _a519.5
_222
100 1 _aFreedman, David,
_d1938-2008,
_eauthor.
245 1 0 _aStatistical models and causal inference :
_ba dialogue with the social sciences /
_cDavid A. Freedman ; edited by David Collier, Jasjeet S. Sekhon, Philip B. Stark.
246 3 _aStatistical Models & Causal Inference
264 1 _aCambridge :
_bCambridge University Press,
_c2009.
300 _a1 online resource (xvi, 399 pages) :
_bdigital, PDF file(s).
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
500 _aTitle from publisher's bibliographic system (viewed on 05 Oct 2015).
505 0 _aEditor'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.
520 _aDavid 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.
650 0 _aSocial sciences
_xStatistical methods.
650 0 _aLinear models (Statistics)
650 0 _aCausation.
700 1 _aCollier, David,
_d1942-
_eeditor.
700 1 _aSekhon, Jasjeet Singh,
_d1971-
_eeditor.
700 1 _aStark, Philip B.,
_eeditor.
776 0 8 _iPrint version:
_z9780521195003
856 4 0 _uhttps://doi.org/10.1017/CBO9780511815874
999 _c518937
_d518935