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Using Studies of Treatment Response to Inform Treatment Choice in Heterogeneous Populations

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Author Info
Charles F. Manski

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Abstract

An important practical objective of empirical studies of treatment response is to provide decision makers with information useful in choosing treatments. Often the decision maker is a planner who must choose treatments for the members of a heterogeneous population; for example, a physician may choose medical treatments for a population of patients. Studies of treatment response cannot provide all the information that planners would like to have as they choose treatments, but researchers can be of service by addressing several questions: How should studies be designed in order to be most informative? How should studies report their findings so as to be most useful in decision making? How should planners utilize the information that studies provide? This paper addresses aspects of these broad questions, focusing on pervasive problems of identification and statistical inference that arise when studying treatment response.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Technical Working Papers with number 0263.

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Date of creation: Nov 2000
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Handle: RePEc:nbr:nberte:0263

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Find related papers by JEL classification:
C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - General
D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

  1. Manski, C.F., 1990. "The Selection Problem," Working papers 90-12, Wisconsin Madison - Social Systems.
  2. Horowitz, Joel & Manski, Charles, 1997. "Nonparametric Analysis of Randomized Experiments With Missing Covariate and Outcome Data," Working Papers 97-16, University of Iowa, Department of Economics.
  3. Horowitz, Joel L. & Manski, Charles F., 1998. "Censoring of outcomes and regressors due to survey nonresponse: Identification and estimation using weights and imputations," Journal of Econometrics, Elsevier, vol. 84(1), pages 37-58, May. [Downloadable!] (restricted)
    Other versions:
  4. Charles F. Manski, 1997. "Monotone Treatment Response," Econometrica, Econometric Society, vol. 65(6), pages 1311-1334, November.
  5. Rajeev Dehejia, 1999. "Program Evaluation as a Decision Problem," NBER Working Papers 6954, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  6. repec:att:wimass:199217 is not listed on IDEAS
  7. Charles F. Manski & John V. Pepper, 2000. "Monotone Instrumental Variables, with an Application to the Returns to Schooling," Econometrica, Econometric Society, vol. 68(4), pages 997-1012, July.
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  8. Manski, Charles F, 1990. "Nonparametric Bounds on Treatment Effects," American Economic Review, American Economic Association, vol. 80(2), pages 319-23, May. [Downloadable!] (restricted)
  9. repec:att:wimass:199526r is not listed on IDEAS
  10. Manski, Charles F., 2000. "Identification problems and decisions under ambiguity: Empirical analysis of treatment response and normative analysis of treatment choice," Journal of Econometrics, Elsevier, vol. 95(2), pages 415-442, April. [Downloadable!] (restricted)
  11. repec:att:wimass:199525 is not listed on IDEAS
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Caliendo, Marco & Steiner, Viktor, 2005. "Aktive Arbeitsmarktpolitik in Deutschland : Bestandsaufnahme und Bewertung der mikroökonomischen Evaluationsergebnisse (Active labour market policy in Germany * review ans assessment of the microecon," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 38(2/3), pages 396-418. [Downloadable!]
  2. Marco Caliendo & Viktor Steiner, 2005. "Aktive Arbeitsmarktpolitik in Deutschland: Bestandsaufnahme und Bewertung der mikroökonomischen Evaluationsergebnisse," Discussion Papers of DIW Berlin 515, DIW Berlin, German Institute for Economic Research. [Downloadable!]
  3. Armin Falk & Rafael Lalive & Josef Zweimüller, . "The Sucess of Job Applications: A New Approach to Program Evaluation," IEW - Working Papers iewwp131, Institute for Empirical Research in Economics - IEW. [Downloadable!]
    Other versions:
  4. Caliendo, Marco & Hujer, Reinhard & Thomsen, Stephan L., 2005. "Identifying Effect Heterogeneity to Improve the Effiency of Job Creation Schemes in Germany?," ZEW Discussion Papers 05-21, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research. [Downloadable!]
    Other versions:
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