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The Augmented Synthetic Control Method
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Cited by:
- Matthew A. Cole & Robert J R Elliott & Bowen Liu, 2020.
"The Impact of the Wuhan Covid-19 Lockdown on Air Pollution and Health: A Machine Learning and Augmented Synthetic Control Approach,"
Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 553-580, August.
- Matthew A Cole & Robert J R Elliott & Bowen Liu, 2020. "The Impact of the Wuhan Covid-19 Lockdown on Air Pollution and Health: A Machine Learning and Augmented Synthetic Control Approach," Discussion Papers 20-09, Department of Economics, University of Birmingham.
- Dennis Shen & Peng Ding & Jasjeet Sekhon & Bin Yu, 2023. "Same Root Different Leaves: Time Series and Cross‐Sectional Methods in Panel Data," Econometrica, Econometric Society, vol. 91(6), pages 2125-2154, November.
- Michał Brzeziński & Katarzyna Sałach-Dróżdż, 2023. "Prudent populists? The short-term macroeconomic impact of populist policies in Poland," Working Papers 2023-02, Faculty of Economic Sciences, University of Warsaw.
- Eli Ben‐Michael & Avi Feller & Jesse Rothstein, 2022.
"Synthetic controls with staggered adoption,"
Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 84(2), pages 351-381, April.
- Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2019. "Synthetic Controls with Staggered Adoption," Papers 1912.03290, arXiv.org, revised Jan 2021.
- Eli Ben-Michael & Avi Feller & Jesse Rothstein, 2021. "Synthetic Controls with Staggered Adoption," NBER Working Papers 28886, National Bureau of Economic Research, Inc.
- Jacob Vogler, 2020. "Access to Healthcare and Criminal Behavior: Evidence from the ACA Medicaid Expansions," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(4), pages 1166-1213, September.
- Fiammetta Menchetti & Fabrizio Cipollini & Fabrizia Mealli, 2023. "Combining counterfactual outcomes and ARIMA models for policy evaluation," The Econometrics Journal, Royal Economic Society, vol. 26(1), pages 1-24.
- Michael Funke & Kadri Männasoo & Helery Tasane, 2023. "Regional Economic Impacts of the Øresund Cross-Border Fixed Link: Cui Bono?," CESifo Working Paper Series 10557, CESifo.
- Lily Fesler & Lindsay Fox, "undated". "No-Deadlines Synthetic Control and Exploratory Outcomes Analysis and Recommendations for a Future Rigorous Evaluation," Mathematica Policy Research Reports 7f6e51822ad4458086c4b1394, Mathematica Policy Research.
- Robert J. R. Elliott & Ingmar Schumacher & Cees Withagen, 2020.
"Suggestions for a Covid-19 Post-Pandemic Research Agenda in Environmental Economics,"
Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 1187-1213, August.
- Robert J R Elliott & Ingmar Schumacher & Cees Withagen, 2020. "Suggestions for a Covid-19 post-pandemic research agenda in environmental economics," Discussion Papers 20-15, Department of Economics, University of Birmingham.
- Robert J R Elliott & Ingmar Schumacher & Cees Withagen, 2020. "Suggestions for a Covid-19 Post-Pandemic Research Agenda in Environmental Economics," Working Papers 2020-003, Department of Research, Ipag Business School.
- Pier Basaglia & Sophie M. Behr & Moritz A. Drupp, 2023. "De-Fueling Externalities: Causal Effects of Fuel Taxation and Mediating Mechanisms for Reducing Climate and Pollution Costs," CESifo Working Paper Series 10508, CESifo.
- Palma, Nuno & Charotti, Carlos Javier & dos Santos, Joao Pereira, 2022.
"American treasure and the decline of Spain,"
CEPR Discussion Papers
17020, C.E.P.R. Discussion Papers.
- Carlos J. Charotti & Nuno Palma & João Pereira dos Santos, 2022. "American Treasure and the Decline of Spain," Economics Discussion Paper Series 2201, Economics, The University of Manchester.
- Maximiliano Marzetti & Rok Spruk, 2023. "Long-Term Economic Effects of Populist Legal Reforms: Evidence from Argentina," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 65(1), pages 60-95, March.
- Campos-Vazquez, Raymundo M. & Esquivel, Gerardo, 2021. "The effect of doubling the minimum wage on employment and earnings in Mexico," Economics Letters, Elsevier, vol. 209(C).
- Roy Cerqueti & Raffaella Coppier & Alessandro Girardi & Marco Ventura, 2022.
"The sooner the better: lives saved by the lockdown during the COVID-19 outbreak. The case of Italy [Using synthetic controls: Feasibility, data requirements, and methodological aspects],"
The Econometrics Journal, Royal Economic Society, vol. 25(1), pages 46-70.
- Roy Cerqueti & Raffaella Coppier & Alessandro Girardi & Marco Ventura, 2021. "The sooner the better: lives saved by the lockdown during the COVID-19 outbreak. The case of Italy," Papers 2101.11901, arXiv.org.
- Roy Cerqueti & Raffaella Coppier & Alessandro Girardi & Marco Ventura, 2022. "The sooner the better: lives saved by the lockdown during the COVID-19 outbreak. The case of Italy," Post-Print hal-03789141, HAL.
- Callaway, Brantly & Karami, Sonia, 2023.
"Treatment effects in interactive fixed effects models with a small number of time periods,"
Journal of Econometrics, Elsevier, vol. 233(1), pages 184-208.
- Brantly Callaway & Sonia Karami, 2020. "Treatment Effects in Interactive Fixed Effects Models with a Small Number of Time Periods," Papers 2006.15780, arXiv.org, revised Feb 2022.
- Damian Clarke & Daniel Paila~nir & Susan Athey & Guido Imbens, 2023.
"Synthetic Difference In Differences Estimation,"
Papers
2301.11859, arXiv.org, revised Feb 2023.
- Clarke, Damian & Pailañir, Daniel & Athey, Susan & Imbens, Guido W., 2023. "Synthetic Difference-in-Differences Estimation," IZA Discussion Papers 15907, Institute of Labor Economics (IZA).
- Zongwu Cai & Ying Fang & Ming Lin & Zixuan Wu, 2023. "A Quasi Synthetic Control Method for Nonlinear Models With High-Dimensional Covariates," WORKING PAPERS SERIES IN THEORETICAL AND APPLIED ECONOMICS 202305, University of Kansas, Department of Economics, revised Aug 2023.
- David Gilchrist & Thomas Emery & Nuno Garoupa & Rok Spruk, 2023. "Synthetic Control Method: A tool for comparative case studies in economic history," Journal of Economic Surveys, Wiley Blackwell, vol. 37(2), pages 409-445, April.
- Priscila Espinosa & Daniel Aparicio-Pérez & Emili Tortosa-Ausina, 2023. "On the Impact of Next Generation EU Funds: A Regional Synthetic Control Method Approach," Working Papers 2023/07, Economics Department, Universitat Jaume I, Castellón (Spain).
- Mäkinen, Taneli & Li, Fan & Mercatanti, Andrea & Silvestrini, Andrea, 2022. "Causal analysis of central bank holdings of corporate bonds under interference," Economic Modelling, Elsevier, vol. 113(C).
- Emery Thomas J. & Kovac Mitja & Spruk Rok, 2023. "Estimating the Effects of Political Instability in Nascent Democracies," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 243(6), pages 599-642, December.
- Barber, Andrew & West, Jeremy, 2022.
"Conditional cash lotteries increase COVID-19 vaccination rates,"
Journal of Health Economics, Elsevier, vol. 81(C).
- Barber, Andrew & West, Jeremy, 2022. "Conditional cash lotteries increase COVID-19 vaccination rates," Santa Cruz Department of Economics, Working Paper Series qt1062k4v8, Department of Economics, UC Santa Cruz.
- Davide Viviano & Jelena Bradic, 2019. "Synthetic learner: model-free inference on treatments over time," Papers 1904.01490, arXiv.org, revised Aug 2022.
- Hannes Wallimann & Kevin Blattler & Widar von Arx, 2021. "Do price reductions attract customers in urban public transport? A synthetic control approach," Papers 2111.14613, arXiv.org, revised Mar 2022.
- Anish Agarwal & Vasilis Syrgkanis, 2022. "Synthetic Blip Effects: Generalizing Synthetic Controls for the Dynamic Treatment Regime," Papers 2210.11003, arXiv.org.
- Bennett, Magdalena, 2021. "All things equal? Heterogeneity in policy effectiveness against COVID-19 spread in chile," World Development, Elsevier, vol. 137(C).
- Keegan Harris & Anish Agarwal & Chara Podimata & Zhiwei Steven Wu, 2022. "Strategyproof Decision-Making in Panel Data Settings and Beyond," Papers 2211.14236, arXiv.org, revised Dec 2023.
- Wagner, Gary A. & Rork, Jonathan C., 2023. "Does state tax reciprocity affect interstate commuting? Evidence from a natural experiment," Regional Science and Urban Economics, Elsevier, vol. 102(C).
- Alberto Abadie & Jaume Vives-i-Bastida, 2022. "Synthetic Controls in Action," Papers 2203.06279, arXiv.org.
- Aniket Kesari, 2022. "Do data breach notification laws reduce medical identity theft? Evidence from consumer complaints data," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 19(4), pages 1222-1252, December.
- Di Matteo, Dante & Cardinale, Bernardo, 2023. "Impact of high-speed rail on income inequalities in Italy," Journal of Transport Geography, Elsevier, vol. 111(C).
- Daouda Bamba, 2023. "Assessing the impact of used vehicle imports ban policy: Evidence from Côte d’Ivoire," CERDI Working papers hal-04391362, HAL.
- Emery, Thomas & Mélon, Lela & Spruk, Rok, 2023. "Does e-procurement matter for economic growth? Subnational evidence from Australia," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 318-334.
- Koppa, Vijetha & West, Jeremy, 2022.
"School reopenings, COVID-19, and employment,"
Economics Letters, Elsevier, vol. 212(C).
- Koppa, Vijetha & West, Jeremy, 2021. "School Reopenings, COVID-19, and Employment," Santa Cruz Department of Economics, Working Paper Series qt07w4z6vb, Department of Economics, UC Santa Cruz.
- Koppa, Vijetha & West, Jeremy, 2022. "School reopenings, COVID-19, and employment," Santa Cruz Department of Economics, Working Paper Series qt5r67b4rc, Department of Economics, UC Santa Cruz.
- Bhattacharya, Nilanjan & Pakrashi, Debayan & Saha, Sarani & Sahoo, Soham, 2023.
"Impact of early childhood school intervention on enrollment and learning outcomes: Evaluation of a public program in India,"
GLO Discussion Paper Series
1290, Global Labor Organization (GLO).
- Bhattacharya, Nilanjan & Pakrashi, Debayan & Saha, Sarani & Sahoo, Soham, 2023. "Impact of Early Childhood School Intervention on Enrollment and Learning Outcomes: Evaluation of a Public Program in India," IZA Discussion Papers 16167, Institute of Labor Economics (IZA).
- Guido W. Imbens & Davide Viviano, 2023. "Identification and Inference for Synthetic Controls with Confounding," Papers 2312.00955, arXiv.org.
- Florence Bouvet & Roy Bower & Jason C. Jones, 2022. "Currency Devaluation as a Source of Growth in Africa: A Synthetic Control Approach," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 48(3), pages 367-389, June.
- Benjamin Lu & Eli Ben-Michael & Avi Feller & Luke Miratrix, 2023. "Is It Who You Are or Where You Are? Accounting for Compositional Differences in Cross-Site Treatment Effect Variation," Journal of Educational and Behavioral Statistics, , vol. 48(4), pages 420-453, August.
- Pier Basaglia & Sophie Behr & Moritz A. Drupp, 2023. "De-Fueling Externalities: How Tax Salience and Fuel Substitution Mediate Climate and Health Benefits," Discussion Papers of DIW Berlin 2041, DIW Berlin, German Institute for Economic Research.
- Armstrong, Christopher & Kepler, John D. & Samuels, Delphine & Taylor, Daniel, 2022. "Causality redux: The evolution of empirical methods in accounting research and the growth of quasi-experiments," Journal of Accounting and Economics, Elsevier, vol. 74(2).
- Mónica Amador-Jiménez & Naomi Millner & Charles Palmer & R. Toby Pennington & Lorenzo Sileci, 2020.
"The Unintended Impact of Colombia’s Covid-19 Lockdown on Forest Fires,"
Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 1081-1105, August.
- Amador-Jiménez, Mónica & Millner, Naomi & Palmer, Charles & Pennington, R. Toby & Sileci, Lorenzo, 2020. "The unintended impact of Colombia's covid-19 lockdown on forest fires," LSE Research Online Documents on Economics 105686, London School of Economics and Political Science, LSE Library.
- Amador-Jiménez, Mónica & Millner, Naomi & Palmer, Charles & Pennington, R. Toby & Sileci, Lorenzo, 2020. "The unintended impact of Colombia’s covid-19 lockdown on forest fires," LSE Research Online Documents on Economics 105586, London School of Economics and Political Science, LSE Library.
- Guido W. Imbens, 2022. "Causality in Econometrics: Choice vs Chance," Econometrica, Econometric Society, vol. 90(6), pages 2541-2566, November.
- Juan S. Mora‐Sanguinetti & Rok Spruk, 2023. "Economic effects of recent experiences of federalism: Analysis of the regionalization process in Spain," Journal of Regional Science, Wiley Blackwell, vol. 63(1), pages 30-63, January.
- Alberto Abadie & Jinglong Zhao, 2021. "Synthetic Controls for Experimental Design," Papers 2108.02196, arXiv.org, revised Dec 2023.
- Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Mar 2024.
- Justin Wiltshire, 2021. "allsynth: Synthetic control bias-corrections utilities for Stata," 2021 Stata Conference 15, Stata Users Group.
- Dennis Shen & Peng Ding & Jasjeet Sekhon & Bin Yu, 2022. "Same Root Different Leaves: Time Series and Cross-Sectional Methods in Panel Data," Papers 2207.14481, arXiv.org, revised Oct 2022.
- Bilbao-Goyoaga, Eugenia, 2023. "Perceptions Matter: Quasi-Experimental Evidence on the Effects of Minimum Income on Objective and Subjective Financial Wellbeing in Spain," SocArXiv wv7xt, Center for Open Science.
- Viviano, Davide & Bradic, Jelena, 2023. "Synthetic Learner: Model-free inference on treatments over time," Journal of Econometrics, Elsevier, vol. 234(2), pages 691-713.
- Anish Agarwal & Keegan Harris & Justin Whitehouse & Zhiwei Steven Wu, 2023. "Adaptive Principal Component Regression with Applications to Panel Data," Papers 2307.01357, arXiv.org, revised Oct 2023.
- Cooper, Daniel & Garga, Vaishali & Luengo-Prado, María José & Tang, Jenny, 2023. "The mitigating effect of masks on the spread of Covid-19," Economics & Human Biology, Elsevier, vol. 48(C).
- Nadine McCloud & Ajornie Taylor, 2022. "Does inflation targeting matter for international trade? A synthetic control analysis," Empirical Economics, Springer, vol. 63(5), pages 2427-2478, November.
- Mauricio Herrera & Alex Godoy-Faúndez, 2021. "Exploring the Roles of Local Mobility Patterns, Socioeconomic Conditions, and Lockdown Policies in Shaping the Patterns of COVID-19 Spread," Future Internet, MDPI, vol. 13(5), pages 1-24, April.
- Trang My Tran, 2022. "International Environmental Agreement and Trade in Environmental Goods: The Case of Kyoto Protocol," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 83(2), pages 341-379, October.
- Joakim A. Weill, 2023. "Flood Risk Mapping and the Distributional Impacts of Climate Information," Finance and Economics Discussion Series 2023-066, Board of Governors of the Federal Reserve System (U.S.).
- Bowen Liu & John R. Bryson & Deniz Sevinc & Matthew A. Cole & Robert J. R. Elliott & Suzanne E. Bartington & William J. Bloss & Zongbo Shi, 2023. "Assessing the Impacts of Birmingham’s Clean Air Zone on Air Quality: Estimates from a Machine Learning and Synthetic Control Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 86(1), pages 203-231, October.
- Guillaume Allaire Pouliot & Zhen Xie, 2022. "Degrees of Freedom and Information Criteria for the Synthetic Control Method," Papers 2207.02943, arXiv.org.
- Zhang, Zhenhua & Wang, Jing & Feng, Chao & Chen, Xi, 2023. "Do pilot zones for green finance reform and innovation promote energy savings? Evidence from China," Energy Economics, Elsevier, vol. 124(C).
- Girardi, Alessandro & Ventura, Marco, 2023. "The cost of waiting and the death toll in Italy during the first wave of the covid-19 pandemic," Health Policy, Elsevier, vol. 134(C).
- Hideki Shimada & Kenji Asano & Yu Nagai & Akito Ozawa, 2022. "Assessing the Impact of Offshore Wind Power Deployment on Fishery: A Synthetic Control Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 83(3), pages 791-829, November.
- Guido Imbens & Nathan Kallus & Xiaojie Mao, 2021. "Controlling for Unmeasured Confounding in Panel Data Using Minimal Bridge Functions: From Two-Way Fixed Effects to Factor Models," Papers 2108.03849, arXiv.org.
- Xingyu Li & Yan Shen & Qiankun Zhou, 2022. "Confidence Intervals of Treatment Effects in Panel Data Models with Interactive Fixed Effects," Papers 2202.12078, arXiv.org.
- Giulio Grossi, 2023. "The policy is always greener: impact heterogeneity of Covid-19 vaccination lotteries in the US," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 32(4), pages 1351-1375, October.
- Florentin Kerschbaumer & Andreas Maschke, 2021. "The Implications of Monetary Union for Income Inequality: An Empirical Assessment," Wirtschaft und Gesellschaft - WuG, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik, vol. 47(4), pages 537-574.
- Rieger, Matthias & Wagner, Natascha & Mebratie, Anagaw & Alemu, Getnet & Bedi, Arjun, 2019. "The impact of the Ethiopian health extension program and health development army on maternal mortality: A synthetic control approach," Social Science & Medicine, Elsevier, vol. 232(C), pages 374-381.
- Lea Bottmer & Guido Imbens & Jann Spiess & Merrill Warnick, 2021. "A Design-Based Perspective on Synthetic Control Methods," Papers 2101.09398, arXiv.org, revised Jul 2023.
- Zamani, Omid & Gunarathne, Anoma, 2022. "Could Genetic Improvement Policies Boost Milk Production in Senegal? A Synthetic Control Method," 62nd Annual Conference, Stuttgart, Germany, September 7-9, 2022 329603, German Association of Agricultural Economists (GEWISOLA).
- Petar Soric, 2024. "The euro and inflation in Croatia: much ado about nothing?," Public Sector Economics, Institute of Public Finance, vol. 48(1), pages 1-37.
- Joakim Weill, 2023. "Flood Risk Mapping and the Distributional Impacts of Climate Information," Working Papers 2023.10, FAERE - French Association of Environmental and Resource Economists.
- Christis Katsouris, 2023. "Structural Analysis of Vector Autoregressive Models," Papers 2312.06402, arXiv.org, revised Feb 2024.
- Luis Alvarez & Bruno Ferman, 2023. "Extensions for Inference in Difference-in-Differences with Few Treated Clusters," Papers 2302.03131, arXiv.org.
- Pelikan, Janine & Boimah, Mavis & Chibanda, Craig & Deblitz, Claus & Gunarathne, Anoma & Almadani, Isam Mohamad & Schott, Johanna & Thobe, Petra & Weible, Daniela & Zamani, Omid, 2022. "European Exports of Poultry and Milk Products to Ghana and Senegal: A Blessing or a Curse?," Conference papers 333432, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
- Diego A. Martin & Dario A. Romero, 2023. "Pretending to be the Law: Violence to Reduce the COVID-19 Outbreak," CID Working Papers 155a, Center for International Development at Harvard University.
- Jiafeng Chen, 2023. "Synthetic Control as Online Linear Regression," Econometrica, Econometric Society, vol. 91(2), pages 465-491, March.
- Joseph Cummins & Brock Smith & Douglas L. Miller & David Eliot Simon, 2023. "Matching on Noise: Finite Sample Bias in the Synthetic Control Estimator," Working papers 2023-07, University of Connecticut, Department of Economics.
- Omid Zamani & Craig Chibanda & Janine Pelikan, 2023. "Unraveling the effects of import bans on domestic poultry production: a case study of Senegal," Agricultural and Food Economics, Springer;Italian Society of Agricultural Economics (SIDEA), vol. 11(1), pages 1-25, December.
- Luis Costa & Vivek F. Farias & Patricio Foncea & Jingyuan (Donna) Gan & Ayush Garg & Ivo Rosa Montenegro & Kumarjit Pathak & Tianyi Peng & Dusan Popovic, 2023. "Generalized Synthetic Control for TestOps at ABI: Models, Algorithms, and Infrastructure," Interfaces, INFORMS, vol. 53(5), pages 336-349, September.
- Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023.
"What’s trending in difference-in-differences? A synthesis of the recent econometrics literature,"
Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
- Jonathan Roth & Pedro H. C. Sant'Anna & Alyssa Bilinski & John Poe, 2022. "What's Trending in Difference-in-Differences? A Synthesis of the Recent Econometrics Literature," Papers 2201.01194, arXiv.org, revised Jan 2023.
- Rico-Straffon, Jimena & Wang, Zhenhua & Panlasigui, Stephanie & Loucks, Colby J. & Swenson, Jennifer & Pfaff, Alexander, 2023. "Forest concessions and eco-certifications in the Peruvian Amazon: Deforestation impacts of logging rights and logging restrictions," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
- Esaka, Taro & Fujii, Takao, 2022. "Quantifying the impact of the Tokyo Olympics on COVID-19 cases using synthetic control methods," Journal of the Japanese and International Economies, Elsevier, vol. 66(C).