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  • Search: subject:"causal inference"
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Year of publication
Subject
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causal inference 411 Kausalanalyse 312 Causality analysis 309 Causal inference 211 Induktive Statistik 147 Statistical inference 147 Theorie 111 Theory 111 Estimation theory 93 Schätztheorie 93 Impact assessment 91 Wirkungsanalyse 91 Artificial intelligence 63 Künstliche Intelligenz 63 Causal Inference 53 Estimation 53 Schätzung 53 Experiment 43 machine learning 38 Consumer behaviour 34 Konsumentenverhalten 34 Regression analysis 34 Regressionsanalyse 34 Instrumental variables 29 Econometrics 27 IV-Schätzung 27 Ökonometrie 26 instrumental variables 24 Nichtparametrisches Verfahren 20 Nonparametric statistics 20 Coronavirus 19 Panel 19 Panel study 19 difference-in-differences 18 propensity score 18 Matching 15 treatment effects 15 COVID-19 14 Machine learning 14 Bayesian inference 13
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Online availability
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Free 362 Undetermined 317 CC license 53
Type of publication
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Article 430 Book / Working Paper 270 Other 3
Type of publication (narrower categories)
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Article in journal 271 Aufsatz in Zeitschrift 271 Working Paper 206 Graue Literatur 146 Non-commercial literature 146 Arbeitspapier 136 research-article 63 Article 16 Hochschulschrift 6 Aufsatzsammlung 4 article-commentary 4 Aufsatz im Buch 3 Book section 3 Conference paper 3 Forschungsbericht 3 Konferenzbeitrag 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 586 Undetermined 105 Spanish 6 German 4 French 1 Italian 1
Author
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Potrafke, Niklas 10 Ruthardt, Fabian 10 Laan, Mark van der 8 Graham, Bryan S. 7 Heiss, Florian 7 Jacob, Daniel 7 McFadden, Daniel 7 Petersen, Maya 7 Stowasser, Till 7 Winter, Joachim 7 Boumans, Dorine 6 De Witte, Kristof 6 Dettmann, Eva 6 Flores-Lagunes, Alfonso 6 Gründler, Klaus 6 Li, Fan 6 Naghi, Andrea A. 6 Narita, Yusuke 6 Sant'Anna, Pedro H. C. 6 Sjölander, Arvid 6 Strobl, Renate 6 Wang, Guihua 6 Weyh, Antje 6 Wunsch, Conny 6 Wüthrich, Kaspar 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 Wiemann, Thomas 5 Xu, Mengshan 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 49 Epidemiologic Methods 20 IZA Discussion Papers 15 Management science : journal of the Institute for Operations Research and the Management Sciences 15 Marketing science 14 Discussion paper series / IZA 13 Journal of business & economic statistics : JBES ; a publication of the American Statistical Association 12 Journal of econometrics 11 Public choice 10 CESifo working papers 9 Sociological Methods & Research 9 CESifo Working Paper 8 International Journal of Biostatistics 8 Information systems research : ISR 6 Journal of Educational and Behavioral Statistics 6 Manufacturing & service operations management : M & SOM 6 RIETI discussion paper series 6 Stata 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 MPRA Paper 5 Mathematica Policy Research Reports 5 The econometrics journal 5 Working Paper 5 cemmap working paper 5 Discussion papers / CEPR 4 Econometrica : journal of the Econometric Society, an international society for the advancement of economic theory in its relation to statistics and mathematics 4 Evaluation Review 4 IRTG 1792 Discussion Paper 4 IWH-Diskussionspapiere 4 Journal of historical political economy : JHPE 4 Journal of marketing research 4 Organizational research methods : ORM 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 Econometrica : journal of the Econometric Society, an internat. society for the advancement of economic theory in its relation to statistics and mathematics 3
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Source
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ECONIS (ZBW) 428 RePEc 109 EconStor 88 Other ZBW resources 74 BASE 4
Showing 201 - 210 of 703
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The global economic impact of politicians: Evidence from an international survey RCT
Boumans, Dorine; Gründler, Klaus; Potrafke, Niklas; … - 2021
We use the US presidential election on 3 November 2020 to examine how the US president influences economic expectations of international experts. We design a large-scale RCT among 843 experts working in 107 countries, asking about their expectations regarding GDP growth, unemployment, inflation,...
Persistent link: https://www.econbiz.de/10012507654
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Finite sample evaluation of causal machine learning methods: Guidelines for the applied researcher
Naghi, Andrea A.; Wirths, Christian P. - 2021
literature, under a wide range of data generating processes. We focus our analysis on data features that are relevant for causal … inference such as varying degrees of: nonlinearity in the outcome and treatment equations, overlap, percentage of treated …
Persistent link: https://www.econbiz.de/10012797248
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Way off: The effect of minimum distance regulation on the deployment and cost of wind power
Stede, Jan Patrick; Blauert, Marc; May, Nils - 2021
With the expansion of onshore wind power, countries increasingly consider the introduction of minimum distance regulations between wind turbines to nearby residential areas, to increase public acceptance. In 2014, the German federal state of Bavaria introduced a minimum distance regulation that...
Persistent link: https://www.econbiz.de/10012802561
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Bounding treatment effects by pooling limited information across observations
Lee, Sokbae; Weidner, Martin - 2021
We provide novel bounds on average treatment effects (on the treated) that are valid under an unconfoundedness assumption. Our bounds are designed to be robust in challenging situations, for example, when the conditioning variables take on a large number of different values in the observed...
Persistent link: https://www.econbiz.de/10013252997
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Retrospective Causal Inference via Matrix Completion, with an Evaluation of the Effect of European Integration on Cross-Border Employment
Poulos, Jason; Albanese, Andrea; Mercatanti, Andrea; Li, Fan - 2021
We propose a method of retrospective counterfactual imputation in panel data settings with later-treated and always-treated units, but no never-treated units. We use the observed outcomes to impute the counterfactual outcomes of the later-treated using a matrix completion estimator. We propose a...
Persistent link: https://www.econbiz.de/10012597618
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Demand Estimation Using Managerial Responses to Automated Price Recommendations
Garcia, Daniel; Tolvanen, Juha; Wagner, Alexander K. - 2021
We provide a new framework to identify demand elasticities in markets where managers rely on algorithmic recommendations for price setting, and apply it to a dataset containing bookings for a sample of mid-sized hotels in Europe. Using non-binding algorithmic price recommendations and observed...
Persistent link: https://www.econbiz.de/10012599214
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Protectionism and economic growth: Causal evidence from the first era of globalization
Ruthardt, Fabian; Potrafke, Niklas; Wüthrich, Kaspar - 2021
We investigate how protectionist policies influence short-run economic growth. Our empirical strategy exploits an extraordinary tax scandal that gave rise to an unexpected change of government in Sweden. A free-trade majority in parliament was overturned by a protectionist majority in 1887. We...
Persistent link: https://www.econbiz.de/10012623171
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Two seemingly paradoxical results in linear models: the variance inflation factor and the analysis of covariance
Ding, Peng - In: Journal of Causal Inference 9 (2021) 1, pp. 1-8
Abstract A result from a standard linear model course is that the variance of the ordinary least squares (OLS) coefficient of a variable will never decrease when including additional covariates into the regression. The variance inflation factor (VIF) measures the increase of the variance....
Persistent link: https://www.econbiz.de/10014610890
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Estimating the effect of central bank independence on inflation using longitudinal targeted maximum likelihood estimation
Baumann, Philipp F. M.; Schomaker, Michael; Rossi, Enzo - In: Journal of Causal Inference 9 (2021) 1, pp. 109-146
Abstract The notion that an independent central bank reduces a country’s inflation is a controversial hypothesis. To date, it has not been possible to satisfactorily answer this question because the complex macroeconomic structure that gives rise to the data has not been adequately...
Persistent link: https://www.econbiz.de/10014610904
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Nonparametric inference for interventional effects with multiple mediators
Benkeser, David; Ran, Jialu - In: Journal of Causal Inference 9 (2021) 1, pp. 172-189
Abstract Understanding the pathways whereby an intervention has an effect on an outcome is a common scientific goal. A rich body of literature provides various decompositions of the total intervention effect into pathway-specific effects. Interventional direct and indirect effects provide one...
Persistent link: https://www.econbiz.de/10014610906
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