Social Choice with Partial Knowledge of Treatment Response / / Charles F. Manski.

Economists have long sought to learn the effect of a "treatment" on some outcome of interest, just as doctors do with their patients. A central practical objective of research on treatment response is to provide decision makers with information useful in choosing treatments. Often the deci...

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Superior document:Title is part of eBook package: De Gruyter Princeton University Press eBook-Package Backlist 2000-2013
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Place / Publishing House:Princeton, NJ : : Princeton University Press, , [2021]
©2006
Year of Publication:2021
Language:English
Series:The Econometric and Tinbergen Institutes Lectures ; 1
Online Access:
Physical Description:1 online resource (128 p.) :; 7 tables.
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245 1 0 |a Social Choice with Partial Knowledge of Treatment Response /  |c Charles F. Manski. 
264 1 |a Princeton, NJ :   |b Princeton University Press,   |c [2021] 
264 4 |c ©2006 
300 |a 1 online resource (128 p.) :  |b 7 tables. 
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490 0 |a The Econometric and Tinbergen Institutes Lectures ;  |v 1 
505 0 0 |t Frontmatter --   |t Contents --   |t Preface --   |t 1 Utilitarian Treatment of Heterogeneous Populations --   |t 2 The Selection Problem --   |t 3 Treatment Using Experimental Data --   |t 4 The Selection Problem with Sample Data --   |t References 
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520 |a Economists have long sought to learn the effect of a "treatment" on some outcome of interest, just as doctors do with their patients. A central practical objective of research on treatment response is to provide decision makers with information useful in choosing treatments. Often the decision maker is a social planner who must choose treatments for a heterogeneous population--for example, a physician choosing medical treatments for diverse patients or a judge choosing sentences for convicted offenders. But research on treatment response rarely provides all the information that planners would like to have. How then should planners use the available evidence to choose treatments? This book addresses key aspects of this broad question, exploring and partially resolving pervasive problems of identification and statistical inference that arise when studying treatment response and making treatment choices. Charles Manski addresses the treatment-choice problem directly using Abraham Wald's statistical decision theory, taking into account the ambiguity that arises from identification problems under weak but justifiable assumptions. The book unifies and further develops the influential line of research the author began in the late 1990s. It will be a valuable resource to researchers and upper-level graduate students in economics as well as other social sciences, statistics, epidemiology and related areas of public health, and operations research. 
538 |a Mode of access: Internet via World Wide Web. 
546 |a In English. 
588 0 |a Description based on online resource; title from PDF title page (publisher's Web site, viewed 30. Aug 2021) 
650 0 |a Estimation theory. 
650 0 |a Social choice. 
650 0 |a Social sciences  |x Statistical methods. 
650 7 |a BUSINESS & ECONOMICS / Economics / General.  |2 bisacsh 
653 |a "Objective Function. 
653 |a Bayes Rules. 
653 |a Binary Covariates. 
653 |a Bounding Expected Welfare. 
653 |a Concave Monotonicity. 
653 |a Covariate Information. 
653 |a Empirical Success Rules. 
653 |a Hoeffding theorem. 
653 |a Hypothesis Testing. 
653 |a Maximin Criterion. 
653 |a Nonutilitarian Objective Functions. 
653 |a Optimal Treatment Rule. 
653 |a Semi-Monotone Response. 
653 |a Sentencing. 
653 |a Social Interactions. 
653 |a Untenable Assumptions. 
653 |a conditional empirical success. 
653 |a external validity. 
653 |a instrumental variable. 
653 |a quasi-optimal". 
653 |a shrinkage estimators. 
653 |a variable selection procedures. 
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