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Average Treatment Effect Bounds with an Instrumental Variable: Theory and Practice (Paperback, Softcover reprint of the original 1st ed. 2018)
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Average Treatment Effect Bounds with an Instrumental Variable: Theory and Practice (Paperback, Softcover reprint of the original 1st ed. 2018)
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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.
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