Arbeitspapier

The microeconometric estimation of treatment effects: an overview

The need to evaluate the performance of active labour market policies is not questioned any longer. Even though OECD countries spend significant shares of national resources on these measures, unemployment rates remain high or even increase. We focus on microeconometric evaluation which has to solve the fundamental evaluation problem and overcome the possible occurrence of selection bias. When using non-experimental data, different evaluation approaches can be thought of. The aim of this paper is to review the most relevant estimators, discuss their identifying assumptions and their (dis-)advantages. Thereby we will present estimators based on some form of exogeneity (selection on observables) as well as estimators where selection might also occur on unobservable characteristics. Since the possible occurrence of effect heterogeneity has become a major topic in evaluation research in recent years, we will also assess the ability of each estimator to deal with it. Additionally, we will also discuss some recent extensions of the static evaluation framework to allow for dynamic treatment evaluation.

Language
Englisch

Bibliographic citation
Series: IZA Discussion Papers ; No. 1653

Classification
Wirtschaft
Econometric and Statistical Methods: Special Topics: General
Project Evaluation; Social Discount Rate
Mobility, Unemployment, and Vacancies: Public Policy
Subject
evaluation
effect heterogeneity
matching
dynamic treatments
Arbeitsmarktpolitik
Wirkungsanalyse
Mikroökonometrie
Theorie

Event
Geistige Schöpfung
(who)
Caliendo, Marco
Hujer, Reinhard
Event
Veröffentlichung
(who)
Institute for the Study of Labor (IZA)
(where)
Bonn
(when)
2005

Handle
Last update
10.03.2025, 11:45 AM CET

Data provider

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Object type

  • Arbeitspapier

Associated

  • Caliendo, Marco
  • Hujer, Reinhard
  • Institute for the Study of Labor (IZA)

Time of origin

  • 2005

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