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  • Search: subject_exact:"Causality analysis"
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Year of publication
Subject
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Kausalanalyse 13,107 Causality analysis 13,058 Wirtschaftswachstum 2,903 Economic growth 2,902 Schätzung 2,443 Estimation 2,442 Theorie 2,316 Theory 2,315 Kointegration 2,172 Cointegration 2,171 Estimation theory 1,372 Schätztheorie 1,372 Impact assessment 967 Wirkungsanalyse 967 USA 949 United States 946 Welt 929 World 929 Granger causality 912 Zeitreihenanalyse 885 Time series analysis 884 Börsenkurs 857 Share price 857 Panel 856 Panel study 855 Energiekonsum 829 Energy consumption 829 VAR model 807 VAR-Modell 806 India 740 Indien 740 Aktienmarkt 693 Stock market 692 Regression analysis 601 Regressionsanalyse 601 Volatility 580 Volatilität 580 Auslandsinvestition 576 Foreign investment 576 National income 560
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Online availability
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Free 5,284 Undetermined 3,305 CC license 554 Digitizable 1
Type of publication
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Article 8,091 Book / Working Paper 5,035 Journal 2 Other 1
Type of publication (narrower categories)
All
Article in journal 7,640 Aufsatz in Zeitschrift 7,640 Graue Literatur 2,560 Non-commercial literature 2,560 Working Paper 2,452 Arbeitspapier 2,450 Aufsatz im Buch 321 Book section 321 Hochschulschrift 189 Thesis 135 Conference paper 59 Konferenzbeitrag 59 Systematic review 44 Übersichtsarbeit 44 Collection of articles written by one author 31 Sammlung 31 Collection of articles of several authors 27 Sammelwerk 27 Bibliografie enthalten 26 Bibliography included 26 Aufsatzsammlung 22 Case study 19 Fallstudie 19 Lehrbuch 12 Dissertation u.a. Prüfungsschriften 11 Textbook 10 Konferenzschrift 9 Rezension 6 Article 5 Forschungsbericht 5 Amtliche Publikation 4 Amtsdruckschrift 4 Government document 4 Bibliografie 3 Conference proceedings 3 Festschrift 3 Mikroform 3 Reprint 3 Einführung 2 Handbook 2
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Language
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English 12,785 German 265 French 29 Spanish 21 Undetermined 13 Portuguese 9 Italian 3 Chinese 3 Polish 2 Russian 2 Bulgarian 1 Czech 1 Japanese 1 Lithuanian 1 Turkish 1
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Author
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Heckman, James J. 107 Imbens, Guido 96 Gupta, Rangan 76 Lechner, Michael 71 Huber, Martin 60 Tiwari, Aviral Kumar 56 Frölich, Markus 53 Odhiambo, Nicholas M. 52 Pradhan, Rudra Prakash 52 Chang, Tsangyao 50 Shahbaz, Muhammad 49 Chernozhukov, Victor 46 Narayan, Paresh Kumar 44 Angrist, Joshua D. 42 Balcilar, Mehmet 42 Athey, Susan 39 Caporale, Guglielmo Maria 39 Rault, Christophe 38 Słoczyński, Tymon 38 Berg, Gerard J. van den 35 Hansen, Christian 35 Hatemi-J, Abdulnasser 34 Smyth, Russell 34 Wooldridge, Jeffrey M. 34 Mogstad, Magne 32 Tang, Chor Foon 30 Hsu, Yu-Chin 28 Su, Chi-Wei 28 Apergēs, Nikolaos 27 Hoover, Kevin D. 25 Lee, Chien-Chiang 25 Duflo, Esther 24 Kitagawa, Toru 24 Lee, Sokbae 24 Newey, Whitney K. 24 Pei, Zhuan 24 Pinto, Rodrigo 24 Afonso, António 23 Fernández-Villaverde, Jesús 23 Hammoudeh, Shawkat 23
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Institution
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National Bureau of Economic Research 261 Forschungsinstitut zur Zukunft der Arbeit 15 Sonderforschungsbereich Quantifikation und Simulation Ökonomischer Prozesse 10 Leibniz-Institut für Wirtschaftsforschung Halle 6 Christian-Albrechts-Universität zu Kiel / Institut für Weltwirtschaft 4 Ruhr-Universität Bochum 4 Schweiz / Staatssekretariat für Wirtschaft 4 Ekonomiska forskningsinstitutet <Stockholm> 3 Europäische Kommission / Gemeinsame Forschungsstelle 3 Massachusetts Institute of Technology / Department of Economics 3 Springer Fachmedien Wiesbaden 3 William Davidson Institute <Ann Arbor, Mich.> 3 Center for Economic Research <Tilburg> 2 Deutsches Institut für Wirtschaftsforschung 2 European Central Bank 2 European Union Institute for Security Studies 2 European University Institute / Department of Economics 2 European University Institute / Department of Law 2 Federal Reserve Bank of Kansas City / Research Division 2 Institut für Angewandte Wirtschaftsforschung <Tübingen> 2 John F. Kennedy School of Government 2 Konjunkturinstitutet <Stockholm> 2 RWI - Leibniz-Institut für Wirtschaftsforschung 2 Rutgers University / Department of Economics 2 University of Strathclyde / Department of Economics 2 Universität Mannheim 2 Verlag Dr. Kovač 2 Zentrum für Europäische Wirtschaftsforschung 2 Agricultural and Applied Economics Association - AAEA 1 Banco Central do Brasil 1 Bank of England / Monetary Analysis Division 1 Banque de France / Direction des Etudes Economiques et de la Recherche 1 Birkbeck College / Department of Economics 1 Center for Economic Analysis <Boulder, Colo.> 1 Center for International Development <Cambridge, Mass.> 1 Chaire Quételet 1 Christian-Albrechts-Universität zu Kiel / Institut für Agrarökonomie 1 Christian-Albrechts-Universität zu Kiel / Institut für Volkswirtschaftslehre 1 Columbia University / Department of Economics 1 Conference on Systems under Indirect Observation <1979, Cartigny> 1
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Published in...
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International Journal of Energy Economics and Policy : IJEEP 283 NBER working paper series 248 Discussion paper series 246 Energy economics 192 Journal of econometrics 172 Applied economics 169 Working paper / National Bureau of Economic Research, Inc. 166 NBER Working Paper 159 IZA Discussion Paper 132 Economic modelling 129 Applied economics letters 102 Economics letters 102 Journal of business & economic statistics : JBES ; a publication of the American Statistical Association 102 The empirical economics letters : a monthly international journal of economics 93 CEMMAP working papers / Centre for Microdata Methods and Practice 84 International journal of economics and financial issues : IJEFI 81 CESifo working papers 78 Theoretical and applied economics : GAER review 78 International journal of economics and finance 75 Finance research letters 68 Empirical economics : a journal of the Institute for Advanced Studies, Vienna, Austria 67 The review of economics and statistics 63 Working paper 59 Discussion papers / CEPR 58 Economic research 55 International review of economics & finance : IREF 55 Economies : open access journal 52 Cogent economics & finance 46 International review of financial analysis 45 Journal of policy modeling : JPMOD ; a social science forum of world issues 44 Applied econometrics and international development 43 Discussion paper / Centre for Economic Policy Research 43 The journal of developing areas 43 Defence and peace economics 42 Discussion paper 40 Econometric reviews 40 Global business review 38 Econometrica : journal of the Econometric Society, an international society for the advancement of economic theory in its relation to statistics and mathematics 37 The econometrics journal 36 The quarterly review of economics and finance : journal of the Midwest Economics Association ; journal of the Midwest Finance Association 36
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Source
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ECONIS (ZBW) 13,082 USB Cologne (EcoSocSci) 26 RePEc 11 EconStor 7 Other ZBW resources 2 BASE 1
Showing 1 - 50 of 13,129
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Unraveling the nexus between road transport infrastructures and economic growth : empirical insights from Nepal's case
Sharma, Keshab Kumar; Bhandary, Netra Prakash; Subedi, … - In: Economies : open access journal 12 (2024) 8, pp. 1-21
Sustained efforts and investments in different sectors are essential for the overall development of a region. Various studies around the globe underscore the importance of investment in road transport infrastructure in many developing countries to achieve their development targets. The...
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A panel threshold analysis of the impact of renewable and non-renewable energy consumption on economic growth in selected MENA countries
Selmey, Mousa Gowfal Selmey Gowfal; Kammoun, Ali Abdelbasset - In: International Journal of Energy Economics and Policy : IJEEP 16 (2026) 2, pp. 690-702
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Access to energy consumption and economic growth : evidence from South Asian perspective
Zahid, Hesan; Jillani, Hammna; Sabolovič, Mojmír - In: International Journal of Energy Economics and Policy : IJEEP 16 (2026) 2, pp. 937-945
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The investing-saving relationship debate between opposing views : a panel analysis across main economic regions
Focacci, Antonio - In: Economies : open access journal 14 (2026) 1, pp. 1-16
This paper focuses on an empirical analysis of the relationship between investing and saving, taking into account various economic regions. The economic aggregates are selected following the International Monetary Fund (IMF) standard classification. The investigation is developed within the...
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Causal inference on regression discontinuity designs by high-dimensional methods
Arai, Yoichi; Seo, Myung Hwan; Otsu, Taisuke - 2026
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Stock market development and economic growth nexus : evidence from the fragile five countries
Helhel, Yeşim - In: Economies : open access journal 14 (2026) 2, pp. 1-15
In emerging markets, stock markets play a crucial role in supporting long-term growth. This study explores the causal relationship between stock market development and economic growth in the Fragile Five countries-Brazil, India, Indonesia, South Africa, and Turkey-covering the period from 2001...
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Empirical challenges in the capability approach : measuring capability sets and unfreedom through counterfactual comparisons
Gotoh, Reiko; Kambayashi, Ryo - 2026
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Estimating treatment effects with limited exogeneity : a machine learning approach to selection bias
Sun, Rui; Chen, Shiyi - In: International studies of economics 21 (2026) 1, pp. 2-8
This paper presents a novel method for estimating treatment effects in cases where prior knowledge of the exogeneity of the treatment variable is limited. We employ a machine learning technique, double selection via Lasso, to identify a robust set of control variables without requiring prior...
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Heterogeneous effects and the interpretation of OLS coefficient movements
Weinhardt, Felix - 2026
Applied researchers commonly interpret coefficient movements across OLS and difference-in-differences specifications with varying controls as evidence of bias reduction or improved identification. This note shows that such interpretations generally fail under heterogeneous treatment effects. In...
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Bayesian causal inference for credit default risk
Pitso, Sello Dalton; Michael, Taryn - In: Risks : open access journal 14 (2026) 2, pp. 1-18
Banks often assume that higher credit limits increase customer default risk because greater exposure appears to imply greater vulnerability. This reasoning, however, conflates correlation with causation. Whether increasing a customer's credit limit truly raises the likelihood of default remains...
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Earning while learning : how to run batched bandit experiments
Kemper, Jan; Rostam-Afschar, Davud - 2026
Researchers typically collect experimental data sequentially, allowing early outcome observations and adaptive treatment assignment to reduce exposure to inferior treatments. This article reviews multi-armed-bandit adaptive experimental designs that balance exploration and exploitation. Because...
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On local overidentification and efficiency gains in modern causal inference and data combination
Chen, Xiaohong; Xie, Haitian - 2026 - Revised version: March 1, 2026
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The relationship between financial development and renewable energy consumption in the European Union-27 countries
Saimagambetova, Gaukhar; Abubakirova, Aktolkin; … - In: International Journal of Energy Economics and Policy : IJEEP 16 (2026) 1, pp. 89-94
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Earning while learning : how to run batched bandit experiments
Kemper, Jan; Rostam-Afschar, Davud - 2026
Researchers typically collect experimental data sequentially, allowing early outcome observations and adaptive treatment assignment to reduce exposure to inferior treatments. This article reviews multiarmed-bandit adaptive experimental designs that balance exploration and exploitation. Because...
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Dynamic causality between CO₂ emissions, urbanization and economic growth in India and South Africa
Singh, Gopal Ji; Singh, Pawan Kumar; Kumar, Rakesh; … - In: International Journal of Energy Economics and Policy : IJEEP 16 (2026) 1, pp. 276-285
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An introduction to double/debiased machine learning
Ahrens, Achim; Chernozhukov, Victor; Hansen, Christian; … - 2026
This paper provides an introduction to Double/Debiased Machine Learning (DML). DML is a general approach to performing inference about a target parameter in the presence of nuisance functions: objects that are needed to identify the target parameter but are not of primary interest. Nuisance...
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Energy consumption and economic growth in Kazakhstan : a causality analysis using time series methods
Mutaliyeva, Aigul; Kazanbayeva, Zhanar; Balabekova, Dina; … - In: International Journal of Energy Economics and Policy : IJEEP 16 (2026) 1, pp. 465-471
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Learning from many experiments : a hierarchical bayesian framework for decomposing marketing treatment heterogeneity
Ebbes, Peter; Ascarza, Eva; Netzer, Oded - 2026
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Density-valued VAR models with latent factors
Matsuda, Yasumasa; Haddad, Michel Ferreira Cardia - 2026
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Causal analysis of demand-side economic growth sources using agent-based modelling
Chudziak, Szymon - 2026
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Financial development and renewable energy investment in MENA countries : a panel DOLS and granger causality approach
Sharairi, Mohammad Haroun - In: International Journal of Energy Economics and Policy : IJEEP 16 (2026) 2, pp. 12-17
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The causal effects of tariff uncertainty on consumers' macroeconomic expectations and spending plans
Candia, Bernardo; Mitchell, James; Pfajfar, Damjan - 2026
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Natural disasters and child labor in Brazil
Santos, Priscila S. dos; Kassouf, Ana Lúcia; … - 2026
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Weak instrument bias in impulse response estimators
Lewis, Daniel J.; Mertens, Karel - 2026
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Regression adjustment for estimating distributional treatment effects in randomized controlled trials
Oka, Tatsushi; Yasui, Shota; Hayakawa, Yuta; … - In: Econometric reviews 45 (2026) 1, pp. 2-17
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Weak instrument bias in impulse response estimators
Lewis, Daniel J.; Mertens, Karel - 2026
We approximate the finite-sample distribution of impulse response function (IRF) estimators that are just-identified with a weak instrument using the conventional local-to-zero asymptotic framework. Since the distribution lacks a mean, we assess bias using the mode and conclude that researchers...
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Do eco-labels pay off? : causal evidence from Japanese firms
Okajima, Shigeharu; Okajima, Hiroko; Shirao, Naohiro; … - 2026
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Causal effects of interest rate beliefs on firm decisions and their aggregate implications
Bartscher, Alina Kristin; Duernecker, Georg; Goensch, … - 2026
We study firms' financial and real decisions after an exogenous change in their interest rate beliefs induced by a survey experiment with an information treatment. Firms revise their expectations downward after learning about the European Central Bank's policy rate. Moreover, we find a reduction...
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An unholy alliance : the relationship between organized crime and corruption in Italy
Chiariello, Valentina; Dincer, Oguzhan - 2026
We investigate the long-run relationship between organized crime and corruption using data from 20 Italian regions over 30 years. As Rose-Ackerman and Palifka (2018) argue, corruption and organized crime often go together. Our study contributes to the literature in several ways in terms of...
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One instrument, many treatments: instrumental variables identification of multiple causal effects
Angrist, Joshua D.; Santos, Andres; Tecchio, Otávio - 2026
Many instrumental variables applications specify a single Bernoulli treatment. But instruments may change outcomes through multiple pathways or by varying treatment intensity. Lottery instruments that boost charter school enrollment, for instance, may affect outcomes by lengthening time enrolled...
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CLARE : A Causal machine Learning Approach to Resilience Estimation
Kilic, Talip; Letta, Marco; Montalbano, Pierluigi; … - 2026
This paper proposes a new resilience index, CLARE (Causal machine Learning Approach to Resilience Estimation), which is rooted in an impact evaluation framework and causal machine learning algorithms applied to longitudinal household survey data. The indicator is model-agnostic, data-driven,...
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Warming up the assets : modelling the role of global warming on green financial assets under bearish, normal and bullish market conditions
Usman, Ojonugwa; Ozkan, Oktay; Alola, Andrew Adewale; … - In: Energy strategy reviews 63 (2026), pp. 1-14
Global warming remains one of the greatest threats to the sustainability of the planet. The literature is replete with studies investigating the economic effects of global warming with very little attention being paid to the financial ramifications. To this end, the present study attempts to...
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Noncausal AR processes driven by causal GARCH volatility
Velasquez-Gaviria, Daniel; Zakoïan, Jean-Michel - 2026
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Is academic-track schooling worthwhile without college? : decomposing monetary returns to education
Krumme, Anna; Westphal, Matthias - 2026
We estimate monetary wage returns to academic-track education, Germany’s elite secondary school type granting university entrance. Because academic-track attendance and subsequent university education are institutionally linked, we disentangle their contributions using a causal mediation...
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Empirical challenges in the capability approach : measuring capability sets and unfreedom through counterfactual comparisons
Gotoh, Reiko; Kambayashi, Ryo - 2026
This study addresses a fundamental challenge in the empirical application of the Capability Approach: the measurement of the "capability set" as an opportunity set. Unlike standard utility-based measures that focus solely on achieved outcomes, measuring capability requires assessing the welfare...
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Economic causality in light of philosophical concepts : distinctly idiosyncratic
Hayo, Bernd - 2026 - This version: 16 May 2026
Design-based econometrics, centred on average treatment effects in the potential-outcomes framework, treats causal effects as population-level expectations under hypothetical interventions and thereby offers an expectation-based, mechanism-agnostic conception of causality. This conception is...
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The impact of global sanctions on foreign direct investment : a staggered difference-in-differences approach
Jinji, Naoto; Kawaguchi, Shigenobu - 2026
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Technology exports and electricity use in Turkey : nonlinear frequency evidence
Gezer, Mesut Alper - In: Prague economic papers : a bimonthly journal of … 35 (2026) 1, pp. 56-96
This paper investigates the nexus between medium- and high-technology exports and electric- ity consumption from 2016M1 to 2025M05 in Turkey. Nonlinear features in the data lead the use of a Smooth Transition Regression model that shows entrepreneurial expansion which intensifies electricity...
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Testing IV validity and LATE interpretation using flexible covariate specifications
Krumme, Anna; Westphal, Matthias - 2026
Building on the testable implications for IV validity underlying local average treatment effect (LATE) estimation, we (i) propose a simple testing procedure that may accommodate high-dimensional covariates and (ii) demonstrate that it can also detect biases arising from misspecified IV...
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Harnessing genetic variants for local average treatment effect estimation
Bia, Michela; Menta, Giorgia; Huber, Martin; … - 2026
When multiple instruments are available, conventional instrumental variable estimators aggregate across potentially heterogeneous margins of compliance and may yield effects that lack a clear economic interpretation. The problem is compounded when some instruments violate the exclusion...
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Monetary tightening and corporate default risk : evidence from floating-rate debt exposure
Şengül, Aykut; Çinko, Levent - 2026
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Perceptions of workplace sexual harassment and support for policy action
Bhalotra, Sonia; Ridley, Matthew - 2026
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On causal inference with model-based outcomes
Arkhangelsky, Dmitry; Yanagimoto, Kazuharu; Zohar, Tom - 2026
We study the estimation of causal effects on group-level parameters identified from microdata (e.g., child penalties). We demonstrate that standard one-step methods (such as pooled OLS and IV regressions) are generally inconsistent due to an endogenous weighting bias, where the policy affects...
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A practical guide to instrumental variables methods with heterogeneous treatment effects
Słoczyński, Tymon; Sun, Liyang; Uysal, Selver Derya - 2026
Instrumental variables (IV) methods are central to applied microeconomics. While classical approaches assume linear models with constant effects, recent literature has shifted toward the local average treatment effect (LATE) framework to accommodate heterogeneous treatment effects. This paper...
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Spillover gridlock: revisiting interference in difference-indifferences
Lasso-Jaramillo, Daniel - 2026
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Temporal dynamics of market microstructure in cryptocurrency perpetual futures : econometric evidence from centralized and decentralized exchanges
Zhivkov, Petar; Todorov, Venelin; Georgiev, Slavi - In: International Journal of Financial Studies : open … 14 (2026) 5, pp. 1-18
We apply rolling-window econometric methods, including GARCH(1,1) estimation, Bai-Perron structural break detection, CUSUM stability testing, and Granger causality analysis in bivariate VAR frameworks, to analyze the temporal dynamics of market integration in cryptocurrency perpetual futures,...
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The emergence of wage-price spirals : implications for monetary policy response
Boymatova, Mushtariy - 2026
This paper examines the interaction between nominal wage dynamics and consumer price inflation in Uzbekistan, with the aim of assessing the risk of wage-price spirals in an emerging market context. Using quarterly data covering the period from 2007 to 2025, the analysis investigates whether wage...
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The nexus of financial deepening and poverty : the case of Black Sea region economies
Lu, Chenghui; Dilanchiev, Azer - In: The Singapore economic review 68 (2023) 4, pp. 1183-1205
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Staggered treatment effects with selection on unobservables : the case of endogenous preferential trade agreement effects on trade
Egger, Peter; Huang, Ruobing - In: Review of international economics 33 (2025) 2, pp. 410-422
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Causal effects and optimal policy learning for intensive care unit discharge decisions to solve hospital process bottlenecks : approach, methods, and first results
Vogel, Justus; Cordier, Johannes; Filipovic, Miodrag - 2025
Intensive care units (ICUs) operate with fixed capacities and face uncertainty such as demand variability, leading to demand-driven, early discharges to free up beds. These discharges can increase ICU readmission rates, negatively impacting patient outcomes and aggravating ICU bottleneck...
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