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Social Choice with Partial Knowledge of Treatment Response : The Econometric and Tinbergen Institutes Lectures - Charles F. Manski

Social Choice with Partial Knowledge of Treatment Response

The Econometric and Tinbergen Institutes Lectures

Hardcover

Published: 30th October 2005
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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.

"The book's strength lies in its complete presentation, up to this point, of the research in this area, and identification of the central areas of the problem (selection and sample data) that make the problem challenging. In addition, and perhaps most importantly, the book unites relevant research in a coherent and logical way that will serve interested researchers well."--Ben Alamar, Journal of the American Statistical Association

Prefacep. vii
Utilitarian Treatment of Heterogeneous Populationsp. 1
Studying Treatment Response to Inform Treatment Choicep. 1
The Planning Problemp. 3
Practices that Limit the Usefulness of Research on Treatment Responsep. 11
The Selection Problemp. 19
Treatment Choice Using the Empirical Evidence Alonep. 20
Monotone Treatment Responsep. 37
Exclusion Restrictionsp. 49
Treatment Using Experimental Datap. 56
The Expected Welfare (Risk) of a Statistical Treatment Rulep. 56
Using a Randomized Experiment to Evaluate an Innovationp. 62
Using Covariate Information with Data from a Randomized Experimentp. 74
The Selection Problem with Sample Datap. 108
Sample-Analog Rules Using the Empirical Evidence Alonep. 109
Referencesp. 115
Table of Contents provided by Ingram. All Rights Reserved.

ISBN: 9780691121536
ISBN-10: 0691121532
Series: The Econometric and Tinbergen Institutes Lectures
Audience: Tertiary; University or College
Format: Hardcover
Language: English
Number Of Pages: 128
Published: 30th October 2005
Publisher: Princeton University Press
Country of Publication: US
Dimensions (cm): 21.6 x 14.0  x 1.42
Weight (kg): 0.03