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  • Search: subject:"CATE"
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Year of publication
Subject
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CATE 8 Causality analysis 8 Kausalanalyse 8 Artificial intelligence 7 Künstliche Intelligenz 7 Machine Learning 4 Tutorial 4 Arbeitslosigkeit 3 Arbeitsmarktpolitik 3 Impact assessment 3 Labour market policy 3 Langzeitarbeitslosigkeit 3 Long-term unemployment 3 Modified Causal Forest (MCF) 3 Unemployment 3 Wirkungsanalyse 3 active labour market programmes 3 conditional average treatment effect (CATE) 3 Accumulated Local Effects 2 Causal Inference 2 Causal inference 2 Heterogeneous Treatment Effects 2 Induktive Statistik 2 Machine learning 2 Orthogonal learning 2 Partial Dependence Plots 2 Policy evaluation 2 Statistical inference 2 Theorie 2 Theory 2 Treatment Effects 2 cross-fitting 2 dynamic panel data,time series 2 mixing 2 neighbors-left-out 2 policy evaluation 2 residual learning 2 Active labor market programs 1 Betriebliches Umfeld 1 Business environment 1
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Online availability
All
Free 14 CC license 1
Type of publication
All
Book / Working Paper 8 Article 6
Type of publication (narrower categories)
All
Working Paper 8 Arbeitspapier 6 Graue Literatur 6 Non-commercial literature 6 Article in journal 4 Aufsatz in Zeitschrift 4 Article 2 Case study 1 Fallstudie 1
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Language
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English 14
Author
All
Goller, Daniel 4 Jacob, Daniel 4 Lechner, Michael 4 Wolff, Joachim 4 Harrer, Tamara 3 Chernozhukov, Victor 2 Goldman, Matt 2 Guttman, Elad 2 Leventer, Dor 2 Saporta-Eksten, Itay 2 Schlosser, Analia 2 Semenova, Vira 2 Taddy, Matt 2 Acharya, Anitha 1 Bosch, Frans A. J. van den 1 Girish, Godekere Panchakshara Murthy 1 Kwee, Zenlin 1 Pongratz, Tamara 1 Sashikala, P. 1 Supra, Bharath 1 Volberda, Henk W. 1
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Published in...
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Digital Finance 1 Digital finance : smart data analytics, investment innovation, and financial technology 1 Discussion paper 1 Discussion paper / Universität Sankt Gallen, School of Economics and Political Science, Department of Economics 1 Discussion paper series / IZA 1 ERIM report series research in management 1 IRTG 1792 Discussion Paper 1 IRTG 1792 discussion paper 1 IZA Discussion Papers 1 International Journal of Energy Economics and Policy : IJEEP 1 Labour economics : an international journal 1 Neyar diyun / ham- Merkāz le-Fittûaḥ 'al Šēm P. Sapir 1 Quantitative Economics 1 Quantitative economics : QE ; journal of the Econometric Society 1
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Source
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ECONIS (ZBW) 10 EconStor 4
Showing 1 - 10 of 14
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Active labor market policies for the long-term unemployed : new evidence from causal machine learning
Goller, Daniel; Lechner, Michael; Pongratz, Tamara; … - In: Labour economics : an international journal 94 (2025), pp. 1-17
Persistent link: https://www.econbiz.de/10015405296
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Inference on heterogeneous treatment effects in high-dimensional dynamic panels under weak dependence
Semenova, Vira; Goldman, Matt; Chernozhukov, Victor; … - In: Quantitative Economics 14 (2023) 2, pp. 471-510
This paper provides estimation and inference methods for conditional average treatment effects (CATE) characterized by … our leading example, we model CATE by interacting the base treatment variable with explanatory variables. The first step … step, provided it learns the residuals well enough. Second, we construct an orthogonal (or residual) learner of CATE …
Persistent link: https://www.econbiz.de/10014536958
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Machine learning for treatment effect heterogeneity : recovering partial effects
Guttman, Elad; Leventer, Dor; Saporta-Eksten, Itay; … - 2023
Persistent link: https://www.econbiz.de/10014339051
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Machine learning for treatment effect heterogeneity : recovering partial effects
Guttman, Elad; Leventer, Dor; Saporta-Eksten, Itay; … - 2023
Persistent link: https://www.econbiz.de/10014342246
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Inference on heterogeneous treatment effects in high-dimensional dynamic panels under weak dependence
Semenova, Vira; Goldman, Matt; Chernozhukov, Victor; … - In: Quantitative economics : QE ; journal of the … 14 (2023) 2, pp. 471-510
This paper provides estimation and inference methods for conditional average treatment effects (CATE) characterized by … our leading example, we model CATE by interacting the base treatment variable with explanatory variables. The first step … step, provided it learns the residuals well enough. Second, we construct an orthogonal (or residual) learner of CATE …
Persistent link: https://www.econbiz.de/10014308573
Saved in:
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CATE meets ML
Jacob, Daniel - In: Digital Finance 3 (2021) 2, pp. 99-148
treatment effect (CATE). In this tutorial, we give an overview of novel methods, explain them in detail, and apply them via … designed to estimate the CATE like the causal BART and the generalized random forest. In both, the microcredit and 401(k …
Persistent link: https://www.econbiz.de/10014502034
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CATE meets ML: Conditional average treatment effect and machine learning
Jacob, Daniel - 2021
treatment effect (CATE). In this tutorial, we give an overview of novel methods, explain them in detail, and apply them via … designed to estimate the CATE like the causal BART and the generalized random forest. In both, the microcredit and the 401(k …
Persistent link: https://www.econbiz.de/10012504532
Saved in:
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Active Labour Market Policies for the Long-Term Unemployed: New Evidence from Causal Machine Learning
Goller, Daniel; Harrer, Tamara; Lechner, Michael; … - 2021
We investigate the effectiveness of three different job-search and training programmes for German long-term unemployed persons. On the basis of an extensive administrative data set, we evaluated the effects of those programmes on various levels of aggregation using Causal Machine Learning. We...
Persistent link: https://www.econbiz.de/10012658065
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Cover Image
Active labour market policies for the long-term unemployed: new evidence from causal machine learning
Goller, Daniel; Harrer, Tamara; Lechner, Michael; … - 2021
We investigate the effectiveness of three different job-search and training programmes for German long-term unemployed persons. On the basis of an extensive administrative data set, we evaluated the effects of those programmes on various levels of aggregation using Causal Machine Learning. We...
Persistent link: https://www.econbiz.de/10012582220
Saved in:
Cover Image
Active labour market policies for the long-term unemployed : new evidence from causal machine learning
Goller, Daniel; Harrer, Tamara; Lechner, Michael; … - 2021
Persistent link: https://www.econbiz.de/10012610544
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