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  • Search: subject:"Causal inference"
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Year of publication
Subject
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causal inference 431 Kausalanalyse 340 Causality analysis 337 Causal inference 222 Induktive Statistik 160 Statistical inference 160 Theorie 120 Theory 120 Estimation theory 104 Schätztheorie 104 Impact assessment 96 Wirkungsanalyse 96 Artificial intelligence 69 Künstliche Intelligenz 69 Causal Inference 62 Estimation 53 Schätzung 53 Experiment 47 machine learning 44 Consumer behaviour 36 Konsumentenverhalten 36 Regression analysis 36 Regressionsanalyse 36 Instrumental variables 33 IV-Schätzung 31 Econometrics 30 Ökonometrie 29 instrumental variables 27 Nichtparametrisches Verfahren 20 Nonparametric statistics 20 Panel 20 Panel study 20 difference-in-differences 20 Coronavirus 19 propensity score 18 Matching 16 Feldforschung 15 Field research 15 Forecasting model 15 Prognoseverfahren 15
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Online availability
All
Free 388 Undetermined 333 CC license 57
Type of publication
All
Article 462 Book / Working Paper 281 Other 3
Type of publication (narrower categories)
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Article in journal 300 Aufsatz in Zeitschrift 300 Working Paper 217 Graue Literatur 150 Non-commercial literature 150 Arbeitspapier 142 research-article 63 Article 19 Hochschulschrift 6 Aufsatzsammlung 4 Conference paper 4 Konferenzbeitrag 4 article-commentary 4 Aufsatz im Buch 3 Book section 3 Forschungsbericht 3 Conference Paper 2 Conference proceedings 2 Konferenzschrift 2 Thesis 1 conceptual-paper 1 editorial 1 review-article 1
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Language
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English 629 Undetermined 105 Spanish 6 German 4 French 1 Italian 1
Author
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Potrafke, Niklas 10 Ruthardt, Fabian 10 Dettmann, Eva 8 Laan, Mark van der 8 Graham, Bryan S. 7 Heiss, Florian 7 Jacob, Daniel 7 McFadden, Daniel 7 Petersen, Maya 7 Stowasser, Till 7 Wang, Guihua 7 Winter, Joachim 7 Wüthrich, Kaspar 7 Behr, Sophie M. 6 Boumans, Dorine 6 De Witte, Kristof 6 Flores-Lagunes, Alfonso 6 Gründler, Klaus 6 Köveker, Till 6 Li, Fan 6 Naghi, Andrea A. 6 Narita, Yusuke 6 Sant'Anna, Pedro H. C. 6 Sjölander, Arvid 6 Strobl, Renate 6 Weyh, Antje 6 Wunsch, Conny 6 Ahrens, Achim 5 Athey, Susan 5 Cabras, Stefano 5 Ding, Peng 5 Fetzer, Thiemo 5 Fidrmuc, Jan 5 Flores, Carlos A. 5 Garg, Prashant 5 Huntington-Klein, Nick 5 Imbens, Guido 5 Mellace, Giovanni 5 Mercatanti, Andrea 5 Raunig, Burkhard 5
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Institution
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Volkswirtschaftliche Fakultät, Ludwig-Maximilians-Universität München 7 Berkeley Electronic Press 5 Mathematica Policy Research 5 Leibniz-Institut für Wirtschaftsforschung Halle 3 Agricultural and Applied Economics Association - AAEA 2 Department of Economics, School of Business 2 School of Economics and Political Science, Universität St. Gallen 2 World Institute for Development Economic Research (UNU/WIDER), United Nations University 2 "Carlo F. Dondena" Centre for Research on Social Dynamics (DONDENA), Università Commerciale Luigi Bocconi 1 Becker Friedman Institute for Research in Economics, University of Chicago 1 Centre for Economic Performance, LSE 1 Centre for Market and Public Organisation (CMPO), University of Bristol 1 Centro di Studi Internazionali Sull'Economia e la Sviluppo (CEIS), Facoltà di Economia 1 Departamento de Economía, Universidad Pablo de Olavide 1 Department of Economics, Boston College 1 Department of Economics, McMaster University 1 Dipartimento di Economia, Management e Metodi Quantitativi (DEMM), Università degli Studi di Milano 1 Dipartimento di Statistica, Informatica, Applicazioni "G. Parenti", Università degli Studi di Firenze 1 EconWPA 1 European Association of Agricultural Economists - EAAE 1 Institut de Recerca en Economia Aplicada (IREA), Facultat d'Economia i Empresa 1 Institute for the Study of Labor (IZA) 1 Institutet för Arbetsmarknads- och Utbildningspolitisk Utvärdering (IFAU), Arbetsmarknadsdepartementet 1 Instituto Valenciano de Investigaciones Económicas (IVIE) 1 Palgrave Macmillan 1 Top Institute for Evidence Based Education Research 1 Universität Bremen 1 Universität Mannheim 1
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Published in...
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Journal of Causal Inference 50 Epidemiologic Methods 20 Marketing science 17 IZA Discussion Papers 15 Management science : journal of the Institute for Operations Research and the Management Sciences 15 Discussion paper series / IZA 13 Journal of business & economic statistics : JBES ; a publication of the American Statistical Association 13 Journal of econometrics 11 CESifo Working Paper 10 CESifo working papers 10 Public choice 10 Sociological Methods & Research 9 International Journal of Biostatistics 8 Manufacturing & service operations management : M & SOM 8 Econometrica : journal of the Econometric Society, an international society for the advancement of economic theory in its relation to statistics and mathematics 7 Information systems research : ISR 7 Discussion papers / CEPR 6 Journal of Educational and Behavioral Statistics 6 RIETI discussion paper series 6 Stata Journal 6 The econometrics journal 6 CEMMAP working papers / Centre for Microdata Methods and Practice 5 DIW Discussion Papers 5 Discussion papers / Deutsches Institut für Wirtschaftsforschung 5 European journal of operational research : EJOR 5 IWH-Diskussionspapiere 5 Journal of marketing research 5 MPRA Paper 5 Mathematica Policy Research Reports 5 Working Paper 5 cemmap working paper 5 Evaluation Review 4 IRTG 1792 Discussion Paper 4 Journal of historical political economy : JHPE 4 Organizational research methods : ORM 4 Production and operations management : the flagship research journal of the Production and Operations Management Society 4 U.C. Berkeley Division of Biostatistics Working Paper Series 4 Working papers / Harvard Business School, Division of Research 4 Discussion paper / Tinbergen Institute 3 Discussion paper series 3
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Source
All
ECONIS (ZBW) 463 RePEc 109 EconStor 96 Other ZBW resources 74 BASE 4
Showing 71 - 80 of 746
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A structured comparison of causal machine learning methods to assess heterogeneous treatment effects in spatial data
Credit, Kevin; Lehnert, Matthew - In: Journal of geographical systems : geographical … 26 (2024) 4, pp. 483-510
Persistent link: https://www.econbiz.de/10015182167
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A score-driven filter for causal regression models with time-varying parameters and endogenous regressors
Blasques, Francisco; Stegehuis, Noah - 2024
This paper proposes a score-driven model for filtering time-varying causal parameters through the use of instrumental variables. In the presence of suitable instruments, we show that we can uncover dynamic causal relations between variables, even in the presence of regressor endogeneity which...
Persistent link: https://www.econbiz.de/10014496538
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Model averaging and double machine learning
Ahrens, Achim; Hansen, Christian Bailey; Schaffer, Mark E. - 2024
This paper discusses pairing double/debiased machine learning (DDML) with stacking, a model averaging method for combining multiple candidate learners, to estimate structural parameters. We introduce two new stacking approaches for DDML: short-stacking exploits the cross-fitting step of DDML to...
Persistent link: https://www.econbiz.de/10014454715
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Synthetic controls with machine learning: application on the effect of labour deregulation on worker productivity in Brazil
Araujo, Douglas Kiarelly Godoy de - 2024
Persistent link: https://www.econbiz.de/10014520860
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Lost in the design space? : construct validity in the microfinance literature
Masselus, Lise; Petrik, Christina; Ankel-Peters, Jörg - 2024
While results from individual Randomized Controlled Trials (RCTs) often do not hold beyond their setting, the accumulation of many RCTs can be used to guide policy. But how many studies are required to confidently generalize? Our paper examines construct validity, an often neglected yet...
Persistent link: https://www.econbiz.de/10015051647
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Comparing methods for estimating causal treatment effects of administrative health data : a plasmode simulation study
Ress, Vanessa; Wild, Eva-Maria - In: Health economics 33 (2024) 12, pp. 2757-2777
Persistent link: https://www.econbiz.de/10015097262
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How to improve citizen engagement on public service platforms? : the impact of government responsiveness
Gao, Qihua; Huang, Yasheng; Zerhouni, El Ghali; Zheng, … - 2024
Persistent link: https://www.econbiz.de/10015101076
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Causal claims in economics
Garg, Prashant; Fetzer, Thiemo - 2024
citation impact. While employing causal inference methods, introducing novel causal relationships, and engaging with less … graphs mapping economic concepts and their relationships, distinguishing between general claims and those supported by causal … inference methods. The share of causal claims within papers rose from about 4% in 1990 to 28% in 2020, reflecting the …
Persistent link: https://www.econbiz.de/10015101909
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Estimating treatment effects using observational data and experimental data with non-overlapping support
Han, Kevin; Wu, Han; Wu, Linjia; Shi, Yu; Liu, Canyao - In: Econometrics : open access journal 12 (2024) 3, pp. 1-11
When estimating treatment effects, the gold standard is to conduct a randomized experiment and then contrast outcomes associated with the treatment group and the control group. However, in many cases, randomized experiments are either conducted with a much smaller scale compared to the size of...
Persistent link: https://www.econbiz.de/10015133929
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Cover Image
Causal claims in economics
Garg, Prashant; Fetzer, Thiemo - 2024
citation impact. While employing causal inference methods, introducing novel causal relationships, and engaging with less … graphs mapping economic concepts and their relationships, distinguishing between general claims and those supported by causal … inference methods. The share of causal claims within papers rose from about 4% in 1990 to 28% in 2020, reflecting the …
Persistent link: https://www.econbiz.de/10015125252
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