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The Central Role of the Propensity Score in Observational Studies for Causal Effects.

by Paul R Rosenbaum , Donald B Rubin - Biometrika , 1983
"... SUMMARY The propensity score is the conditional probability of assignment to a particular treatment given a vector of observed covariates. Both large and small sample theory show that adjustment for the scalar propensity score is sufficient to remove bias due to all observed covariates. Application ..."
Abstract - Cited by 2779 (26 self) - Add to MetaCart
. Applications include: (i) matched sampling on the univariate propensity score, which is a generalization of discriminant matching, (ii) multivariate adjustment by subclassification on the propensity score where the same subclasses are used to estimate treatment effects for all outcome variables and in all

Determinants of Economic Growth: A Cross-Country Empirical Study

by Robert J. Barro , 1996
"... Empirical findings for a panel of around 100 countries from 1960 to 1990 strongly support the general notion of conditional convergence. For a given starting level of real per capita GDP, the growth rate is enhanced by higher initial schooling and life expectancy, lower fertility, lower government c ..."
Abstract - Cited by 892 (12 self) - Add to MetaCart
Empirical findings for a panel of around 100 countries from 1960 to 1990 strongly support the general notion of conditional convergence. For a given starting level of real per capita GDP, the growth rate is enhanced by higher initial schooling and life expectancy, lower fertility, lower government

Evaluating Continuous Training Programs Using the Generalized Propensity Score, Ruhr

by A Service Of, Jochen Schneider, Hilmar Uhlendorff, Arne Zhao, Ruhr Economic Papers, Jochen Kluve, Hilmar Schneider, Arne Uhlendorff, Zhong Zhao
"... Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich machen, vertreiben oder anderweitig nutzen. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sol ..."
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Sie dürfen die Dokumente nicht für öffentliche oder kommerzielle Zwecke vervielfältigen, öffentlich ausstellen, öffentlich zugänglich machen, vertreiben oder anderweitig nutzen. Sofern die Verfasser die Dokumente unter Open-Content-Lizenzen (insbesondere CC-Lizenzen) zur Verfügung gestellt haben sollten, gelten abweichend von diesen Nutzungsbedingungen die in der dort genannten Lizenz gewährten Nutzungsrechte. Terms of use: Documents in EconStor may be saved and copied for your personal and scholarly purposes. You are not to copy documents for public or commercial purposes, to exhibit the documents publicly, to make them publicly available on the internet, or to distribute or otherwise use the documents in public. If the documents have been made available under an Open Content Licence (especially Creative Commons Licences), you may exercise further usage rights as specified in the indicated licence. www.econstor.eu

of LaborEvaluating Continuous Training Programs Using the Generalized Propensity Score

by Jochen Kluve, Hilmar Schneider, Arne Uhlendorff, Zhong Zhao, Jochen Kluve, Hilmar Schneider, Arne Uhlendorff, Zhong Zhao , 2007
"... Any opinions expressed here are those of the author(s) and not those of the institute. Research disseminated by IZA may include views on policy, but the institute itself takes no institutional policy positions. The Institute for the Study of Labor (IZA) in Bonn is a local and virtual international r ..."
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Any opinions expressed here are those of the author(s) and not those of the institute. Research disseminated by IZA may include views on policy, but the institute itself takes no institutional policy positions. The Institute for the Study of Labor (IZA) in Bonn is a local and virtual international research center and a place of communication between science, politics and business. IZA is an independent nonprofit company supported by Deutsche Post World Net. The center is associated with the University of Bonn

Evaluating continuous training programs using the generalized propensity score, IZA Discussion Paper 3255

by Jochen Kluve, Hilmar Schneider, Arne Uhlendorff, Zhong Zhao , 2007
"... views of the institute. ..."
Abstract - Cited by 18 (1 self) - Add to MetaCart
views of the institute.

1 Young in-Old out: a new evaluation based on Generalized Propensity Score

by Michela Bia, Collegio Carlo Alberto, Roberto Leombruni
"... This paper aims at evaluating the effect of the amount of older workers exits (aged 50 or more) on the entries of youngsters at a local labour market level, during years 1985- 2002. If we can observe some effect of the exits on the entries, it will shed light on the substitution between older worker ..."
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levels of the older workers exits, can bias the effect estimation on the entries of youngsters. In order to adjust for this, we apply propensity score methods as extended and generalized in a setting with a continuous treatment by Hirano and Imbens (2004). Our results show a positive and significant

Evaluating the E¤ect of Maternal Time on Child Development Using the Generalized Propensity Score

by Pedro Carneiro, Margarida Rodrigues , 2009
"... (preliminary version) Mainly due to data unavailability, time with the mother is usually not included as an input in empirical papers trying to …nd the determinants of child’s achievement. We attempt to do so in this paper by using unique data that collects a child’s time-use diary, cognitive and no ..."
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(preliminary version) Mainly due to data unavailability, time with the mother is usually not included as an input in empirical papers trying to …nd the determinants of child’s achievement. We attempt to do so in this paper by using unique data that collects a child’s time-use diary, cognitive and non cognitive test scores. We implement the methodology developed recently on the treatment evaluation for continuous treatments. We …nd that more time with mothers leads both young and old children to perform better in cognitive tests, but the e¤ect for the former group is more pronounced. Once we divide our sample according to race we …nd that young black children tend to perform worse if they spend more than 5 hours with the mother in a day. This negative e¤ect is not present for white children, who tend to perform better if the time spent with mothers increases. Also white children bene…t from this e¤ect until later ages.

RWI Essen and IZA Bonn

by Jochen Kluve, Hilmar Schneider, Arne Uhlendorff, Zhong Zhao , 2007
"... the generalized propensity score1 ..."
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the generalized propensity score1

Performance

by Pavel Ciaian, Jerzy Michalek , 2011
"... Generalized Propensity Score Evidence from the EU1 ..."
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Generalized Propensity Score Evidence from the EU1

Causal inference with general treatment regimes: Generalizing the propensity score

by Kosuke Imai, David A. Van Dyk - Journal of the American Statistical Association , 2004
"... In this article we develop the theoretical properties of the propensity function, which is a generalization of the propensity score of Rosenbaum and Rubin. Methods based on the propensity score have long been used for causal inference in observational studies; they are easy to use and can effectivel ..."
Abstract - Cited by 90 (9 self) - Add to MetaCart
In this article we develop the theoretical properties of the propensity function, which is a generalization of the propensity score of Rosenbaum and Rubin. Methods based on the propensity score have long been used for causal inference in observational studies; they are easy to use and can
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