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  • Search: subject:"Conditional average treatment effects"
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Year of publication
Subject
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conditional average treatment effects 29 Causality analysis 25 Kausalanalyse 25 Artificial intelligence 23 Künstliche Intelligenz 23 causal machine learning 15 active labour market policy 12 Arbeitsmarktpolitik 11 Impact assessment 11 Labour market policy 11 Wirkungsanalyse 11 Causal machine learning 10 Arbeitslosigkeit 9 Belgien 9 Belgium 9 Unemployment 9 modified causal forest 9 multiple treatments 8 Theorie 7 Theory 7 Conditional average treatment effects 6 Policy evaluation 6 policy evaluation 6 individualized treatment effects 5 random forest 5 selection-on-observables 5 Forestry 4 Forstwirtschaft 4 Monte Carlo simulation 4 Monte-Carlo-Simulation 4 average treatment effects 4 selection-on-observable 4 statistical learning 4 Causal Forest 3 Labour supply 3 Lasso 3 Random Forest 3 causal forests 3 individualized treatment rules 3 optimal policy learning 3
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Online availability
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Free 28 Undetermined 8
Type of publication
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Book / Working Paper 30 Article 6
Type of publication (narrower categories)
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Working Paper 28 Arbeitspapier 20 Graue Literatur 20 Non-commercial literature 20 Article in journal 5 Aufsatz in Zeitschrift 5 Conference Paper 1 Conference paper 1 Konferenzbeitrag 1
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Language
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English 35 Undetermined 1
Author
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Lechner, Michael 22 Strittmatter, Anthony 12 Bollens, Joost 11 Cockx, Bart 11 Knaus, Michael C. 11 Takács, Olga 2 Vincze, János 2 Burlat, Héloïse 1 Di Francesco, Riccardo 1 Ferraro, Paul J. 1 Miranda, Juan José 1
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Published in...
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Discussion paper series / IZA 5 IZA Discussion Papers 5 Discussion paper / Universität Sankt Gallen, School of Economics and Political Science, Department of Economics 4 Discussion papers / CEPR 2 Labour economics : official journal of the European Association of Labour Economists 2 The econometrics journal 2 Beiträge zur Jahrestagung des Vereins für Socialpolitik 2019: 30 Jahre Mauerfall - Demokratie und Marktwirtschaft - Session: Labor Economics VIII 1 CEIS Tor Vergata research papers : CEIS Tor Vergata research paper series 1 CESifo Working Paper 1 CESifo working papers 1 Discussion paper / Centre for Economic Policy Research 1 GLO Discussion Paper 1 GLO discussion paper 1 GSBE research memoranda 1 KRTK-KTI Working Papers 1 KRTK-KTI working papers : KRTK-KTI WP 1 LIDAM discussion paper IRES 1 Labour economics : an international journal 1 ROA research memorandum 1 Resource and Energy Economics 1 Working paper series / Universiteit Gent, Faculteit Economie en Bedrijfskunde 1
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Source
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ECONIS (ZBW) 26 EconStor 9 RePEc 1
Showing 11 - 20 of 36
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Priority to unemployed immigrants? : a causal machine learning evaluation of training in Belgium
Cockx, Bart; Lechner, Michael; Bollens, Joost - 2020
Persistent link: https://www.econbiz.de/10012216299
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Priority to unemployed immigrants : a Causal machine learning evaluation of training in Belgium
Cockx, Bart; Lechner, Michael; Bollens, Joost - 2020
Based on administrative data of unemployed in Belgium, we estimate the labour market effects of three training programmes at various aggregation levels using Modified Causal Forests, a causal machine learning estimator. While all programmes have positive effects after the lock-in period, we find...
Persistent link: https://www.econbiz.de/10012219355
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Priority to unemployed immigrants? : a causal machine learning evaluation of training in Belgium
Cockx, Bart; Lechner, Michael; Bollens, Joost - 2020
Persistent link: https://www.econbiz.de/10012317032
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Priority to unemployed immigrants? : a causal machine learning evaluation of training in Belgium
Cockx, Bart; Lechner, Michael; Bollens, Joost - 2020
Persistent link: https://www.econbiz.de/10012167015
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Double machine learning based program evaluation under unconfoundedness
Knaus, Michael C. - 2020
This paper consolidates recent methodological developments based on Double Machine Learning (DML) with a focus on program evaluation under unconfoundedness. DML based methods leverage flexible prediction methods to control for confounding in the estimation of (i) standard average effects, (ii)...
Persistent link: https://www.econbiz.de/10012193410
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Priority to unemployed immigrants? : a causal machine learning evaluation of training in Belgium
Cockx, Bart; Lechner, Michael; Bollens, Joost - 2020
Persistent link: https://www.econbiz.de/10013171382
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What Is the Value Added by Using Causal Machine Learning Methods in a Welfare Experiment Evaluation?
Strittmatter, Anthony - 2019
Recent studies have proposed causal machine learning (CML) methods to estimate conditional average treatment effects …
Persistent link: https://www.econbiz.de/10011985887
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What is the Value Added by using Causal Machine Learning Methods in a Welfare Experiment Evaluation?
Strittmatter, Anthony - 2019
I investigate causal machine learning (CML) methods to estimate effect heterogeneity by means of conditional average … treatment effects (CATEs). In particular, I study whether the estimated effect heterogeneity can provide evidence for the …
Persistent link: https://www.econbiz.de/10012099061
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Priority to Unemployed Immigrants? A Causal Machine Learning Evaluation of Training in Belgium
Cockx, Bart; Lechner, Michael; Bollens, Joost - 2019
We investigate heterogenous employment effects of Flemish training programmes. Based on administrative individual data, we analyse programme effects at various aggregation levels using Modified Causal Forests (MCF), a causal machine learning estimator for multiple programmes. While all...
Persistent link: https://www.econbiz.de/10012180068
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Modified causal forests for estimating heterogeneous causal effects
Lechner, Michael - 2019
Persistent link: https://www.econbiz.de/10012001311
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