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Demystifying Causal Inference : Public Policy Applications with R
Dayal, Vikram; Murugesan, Anand - 2023
-- Experiments -- Matching -- Instrumental Variables -- Regression Discontinuity Design -- Panel Data and fixed effects -- Difference … packages for specific causal inference techniques like ggdag, Matching, rdrobust, dosearch etc. are used in the book. The book …, matching, panel data, difference-in-differences, regression discontinuity design, instrumental variables and meta …
Persistent link: https://www.econbiz.de/10014375030
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The exporter productivity premium along the productivity distribution : first evidence from a quantile regression approach for fixed effects panel data models
Powell, David; Wagner, Joachim - 2010
An emerging literature on international activities of heterogeneous firms documents that exporting firms are more productive than firms that only sell on the national market. This positive exporter productivity premium shows up in a large number of empirical studies after controlling for...
Persistent link: https://www.econbiz.de/10008696795
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The exporter productivity premium along the productivity distribution : first evidence from a quantile regression approach for fixed effects data models
Powell, David; Wagner, Joachim - 2010
An emerging literature on international activities of heterogeneous firms documents that exporting firms are more productive than firms that only sell on the national market. This positive exporter productivity premium shows up in a large number of empirical studies after controlling for...
Persistent link: https://www.econbiz.de/10008796733
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The residency discount for rents in Germany and the Tenancy Law Reform Act 2001 : evidence from quantile regressions
Fitzenberger, Bernd; Fuchs, Benjamin - 2016
Most countries show a residency discount in rents for sitting tenants. In the wake of strong rent increases and housing shortages, Germany implemented a reform in 2001 to curtail rent increases. Based on linked housing-tenant data for Germany, this paper estimates panel OLS and quantile...
Persistent link: https://www.econbiz.de/10011422580
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Fuzzy differences-in- differences
Chaisemartin, Clément de; D'Haultfœuille, Xavier - 2015
In many applications of the differences-in-differences (DID) method, the treatment increases more in the treatment group, but some units are also treated in the control group. In such fuzzy designs, a popular estimator of treatment effects is the DID of the outcome divided by the DID of the...
Persistent link: https://www.econbiz.de/10011372663
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Penalized quantile regression with semiparametric correlated effects : applications with heterogeneous preferences
Harding, Matthew C.; Lamarche, Carlos - 2013
This paper proposes new ℓ1-penalized quantile regression estimators for panel data, which explicitly allows for individual heterogeneity associated with covariates. We conduct Monte Carlo simulations to assess the small sample performance of the new estimators and provide comparisons of new...
Persistent link: https://www.econbiz.de/10010238040
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A quantile correlated random coefficients panel data model
Graham, Bryan S.; Hahn, Jinyong; Poirier, Alexandre; … - 2016
We propose a generalization of the linear quantile regression model to accommodate possibilities afforded by panel data. Specifically, we extend the correlated random coefficients representation of linear quantile regression (e.g., Koenker, 2005; Section 2.6). We show that panel data allows the...
Persistent link: https://www.econbiz.de/10011524832
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Technological innovation and the distribution of employment growth : a firm-level analysis
Calvino, Flavio - 2016
This work studies the firm-level relationship between different types of innovative activities and employment growth rates. Improving on previous investigations on the topic, it combines a dynamic panel analysis of the effects of different types of product and process innovation on employment...
Persistent link: https://www.econbiz.de/10011554086
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Quantile regression with panel data
Graham, Bryan S.; Hahn, Jinyong; Poirier, Alexandre; … - 2015
We propose a generalization of the linear quantile regression model to accommodate possibilities afforded by panel data. Specifically, we extend the correlated random coefficients representation of linear quantile regression (e.g., Koenker, 2005; Section 2.6). We show that panel data allows the...
Persistent link: https://www.econbiz.de/10010494997
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The residency discount for rents in Germany and the Tenancy Law Reform Act 2001 : evidence from quantile regressions
Fitzenberger, Bernd; Fuchs, Benjamin - 2016
Most countries show a residency discount in rents for sitting tenants. In the wake of strong rent increases and housing shortages, Germany implemented a reform in 2001 to curtail rent increases. Based on linked housing-tenant data for Germany, this paper estimates panel OLS and quantile...
Persistent link: https://www.econbiz.de/10011451004