Average treatment effect bounds with an instrumental variable :
General Material Designation
[Book]
Other Title Information
theory and practice /
First Statement of Responsibility
Carlos A. Flores, Xuan Chen.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Singapore :
Name of Publisher, Distributor, etc.
Springer,
Date of Publication, Distribution, etc.
[2018]
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and index.
CONTENTS NOTE
Text of Note
Introduction -- Econometric framework -- Bounds under different identification assumption -- Comparison of bounds across different assumptions -- Assessment of validity of different assumptions -- Estimation and inference -- Empirical applications of bounds -- Conclusion.
0
SUMMARY OR ABSTRACT
Text of Note
This book reviews recent approaches for partial identification of average treatment effects with instrumental variables in the program evaluation literature, including Manski's bounds, bounds based on threshold crossing models, and bounds based on the Local Average Treatment Effect (LATE) framework. It compares these bounds across different sets of assumptions, surveys relevant methods to assess the validity of these assumptions, and discusses estimation and inference methods for the bounds. The book also reviews some empirical applications employing bounds in the program evaluation literature. It aims to bridge the gap between the econometric theory on which the different bounds are based and their empirical application to program evaluation.