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The Augmented Synthetic Control Method

Citations

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Cited by:

  1. 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.
  2. Nuno Garoupa & Rok Spruk, 2024. "Populist Constitutional Backsliding and Judicial Independence: Evidence from Turkiye," Papers 2410.02439, arXiv.org.
  3. Martin, Diego A. & Romero, Dario A., 2024. "Social distancing and COVID-19 under violence: Evidence from Colombia," Journal of Development Economics, Elsevier, vol. 170(C).
  4. 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.
  5. 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.
  6. Davide Viviano & Jelena Bradic, 2019. "Synthetic learner: model-free inference on treatments over time," Papers 1904.01490, arXiv.org, revised Aug 2022.
  7. 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.
  8. Daouda Bamba, 2023. "Assessing the impact of used vehicle imports ban policy: Evidence from Côte d’Ivoire," CERDI Working papers hal-04391362, HAL.
  9. 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.
  10. Ibrahim Alnafrah & Sulaiman Mouselli, 2024. "Testing the External Shock Narrative of the Conflict on Transition Towards Knowledge Economy in Syria," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 958-991, March.
  11. repec:diw:diwwpp:dp2041 is not listed on IDEAS
  12. 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.
  13. Alberto Abadie & Jinglong Zhao, 2021. "Synthetic Controls for Experimental Design," Papers 2108.02196, arXiv.org, revised Sep 2024.
  14. Yu, Lamont Bo & Tran, Trang My & Lee, Wang-Sheng, 2023. "Bridging the gap: Assessing the effects of railway infrastructure investments in Northwest China," China Economic Review, Elsevier, vol. 82(C).
  15. 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.
  16. Nathan, Max & Overman, Henry & Riom, Capucine & Sanchez-Vidal, Maria, 2024. "Multipliers from a Major Public Sector Relocation: The BBC Moves to Salford," IZA Discussion Papers 17337, Institute of Labor Economics (IZA).
  17. Koppa, Vijetha & West, Jeremy, 2022. "School reopenings, COVID-19, and employment," Economics Letters, Elsevier, vol. 212(C).
  18. Christis Katsouris, 2023. "Structural Analysis of Vector Autoregressive Models," Papers 2312.06402, arXiv.org, revised Feb 2024.
  19. Pekka Malo & Juha Eskelinen & Xun Zhou & Timo Kuosmanen, 2024. "Computing Synthetic Controls Using Bilevel Optimization," Computational Economics, Springer;Society for Computational Economics, vol. 64(2), pages 1113-1136, August.
  20. Robert Messerle & Jonas Schreyögg, 2024. "Country-level effects of diagnosis-related groups: evidence from Germany’s comprehensive reform of hospital payments," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 25(6), pages 1013-1030, August.
  21. 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.
  22. 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," The Econometrics Journal, Royal Economic Society, vol. 25(1), pages 46-70.
  23. 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.
  24. 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).
  25. 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.
  26. 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.
  27. Robert Kraemer & Jonne Lehtimäki, 2024. "Government debt, European Institutions and fiscal rules: a synthetic control approach," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 31(4), pages 1112-1157, August.
  28. 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.
  29. Charotti, Carlos Javier & Palma, Nuno & dos Santos, Joao Pereira, 2022. "American treasure and the decline of Spain," CEPR Discussion Papers 17020, C.E.P.R. Discussion Papers.
  30. Diego D'iaz & Pablo Paniagua & Cristi'an Larroulet, 2024. "Earthquakes and the wealth of nations: The cases of Chile and New Zealand," Papers 2405.12041, arXiv.org.
  31. 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.
  32. 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).
  33. Diego A. Martin & Dario A. Romero, 2023. "Pretending to be the Law: Violence to Reduce the COVID-19 Outbreak," Growth Lab Working Papers 220, Harvard's Growth Lab.
  34. Anish Agarwal & Vasilis Syrgkanis, 2022. "Synthetic Blip Effects: Generalizing Synthetic Controls for the Dynamic Treatment Regime," Papers 2210.11003, arXiv.org.
  35. Alberto Abadie & Jaume Vives-i-Bastida, 2022. "Synthetic Controls in Action," Papers 2203.06279, arXiv.org.
  36. 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.
  37. Andrii Melnychuk, 2024. "Synthetic Controls with spillover effects: A comparative study," Papers 2405.01645, arXiv.org.
  38. Di Matteo, Dante & Cardinale, Bernardo, 2023. "Impact of high-speed rail on income inequalities in Italy," Journal of Transport Geography, Elsevier, vol. 111(C).
  39. 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).
  40. 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.
  41. 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.
  42. 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).
  43. Roberta Di Stefano & Giovanni Mellace, 2020. "The inclusive synthetic control method," Working Papers 21/20, Sapienza University of Rome, DISS.
  44. 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.
  45. 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 Aug 2024.
  46. 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.
  47. 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.).
  48. 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.
  49. Li, Xingyu & Shen, Yan & Zhou, Qiankun, 2024. "Confidence intervals of treatment effects in panel data models with interactive fixed effects," Journal of Econometrics, Elsevier, vol. 240(1).
  50. Cummins Joseph & Miller Douglas L. & Smith Brock & Simon David, 2024. "Matching on Noise: Finite Sample Bias in the Synthetic Control Estimator," Journal of Econometric Methods, De Gruyter, vol. 13(1), pages 67-95, January.
  51. 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.
  52. 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.
  53. Yan Zhang & Zudi Lu, 2024. "A Time Series Synthetic Control Causal Evaluation of the UK’s Mini-Budget Policy on Stock Market," Mathematics, MDPI, vol. 12(20), pages 1-25, October.
  54. Jiafeng Chen, 2023. "Synthetic Control as Online Linear Regression," Econometrica, Econometric Society, vol. 91(2), pages 465-491, March.
  55. Barber, Andrew & West, Jeremy, 2022. "Conditional cash lotteries increase COVID-19 vaccination rates," Journal of Health Economics, Elsevier, vol. 81(C).
  56. 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.
  57. 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.
  58. Michal Brzezinski & Katarzyna Sałach‐Dróżdż, 2024. "The short‐term macroeconomic impact of populism: A case study of Poland," Economics and Politics, Wiley Blackwell, vol. 36(2), pages 832-867, July.
  59. 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.
  60. Cerqua, Augusto & Montalbano, Pierluigi & Temerbulatova, Zhansaya, 2024. "A decade of Eurasian integration: An ex-post non-parametric assessment of the Eurasian economic union," International Economics, Elsevier, vol. 178(C).
  61. Piergiuseppe Fortunato & Tanmay Singh & Marco Pecoraro, 2024. "From Rhetoric to Reality: How Ideology, History and Geography shape Populism's Economic Footprint," IRENE Working Papers 24-02, IRENE Institute of Economic Research.
  62. 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).
  63. Damian Clarke & Daniel Paila~nir & Susan Athey & Guido Imbens, 2023. "Synthetic Difference In Differences Estimation," Papers 2301.11859, arXiv.org, revised Feb 2023.
  64. 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.
  65. 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.
  66. Zheng, Shanshan & Wang, Derek D., 2024. "The local economic impacts of mega nuclear accident: A synthetic control analysis of Fukushima," Economic Modelling, Elsevier, vol. 136(C).
  67. Guido W. Imbens, 2022. "Causality in Econometrics: Choice vs Chance," Econometrica, Econometric Society, vol. 90(6), pages 2541-2566, November.
  68. Dmitry Arkhangelsky & Guido Imbens, 2023. "Causal Models for Longitudinal and Panel Data: A Survey," Papers 2311.15458, arXiv.org, revised Jun 2024.
  69. Viviano, Davide & Bradic, Jelena, 2023. "Synthetic Learner: Model-free inference on treatments over time," Journal of Econometrics, Elsevier, vol. 234(2), pages 691-713.
  70. 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).
  71. 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.
  72. Guillaume Allaire Pouliot & Zhen Xie, 2022. "Degrees of Freedom and Information Criteria for the Synthetic Control Method," Papers 2207.02943, arXiv.org.
  73. 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).
  74. 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.
  75. 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.
  76. 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).
  77. Luis Alvarez & Bruno Ferman, 2023. "Extensions for Inference in Difference-in-Differences with Few Treated Clusters," Papers 2302.03131, arXiv.org.
  78. 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.
  79. Robert J. Kolesar & Rok Spruk, 2024. "Effect of Austerity Measures on Infant Mortality: Evidence from Greece," Papers 2407.17084, arXiv.org.
  80. 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.
  81. 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.
  82. 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.
  83. Dmitry Arkhangelsky & Aleksei Samkov, 2024. "Sequential Synthetic Difference in Differences," Papers 2404.00164, arXiv.org.
  84. 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.
  85. 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).
  86. 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.
  87. Bennett, Magdalena, 2021. "All things equal? Heterogeneity in policy effectiveness against COVID-19 spread in chile," World Development, Elsevier, vol. 137(C).
  88. 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).
  89. Guido W. Imbens & Davide Viviano, 2023. "Identification and Inference for Synthetic Controls with Confounding," Papers 2312.00955, arXiv.org.
  90. Haobing Liu & Daejin Kim & Hanyan Li & Michael O. Rodgers & Randall Guensler, 2024. "Synthetic control methods for estimating the effect of purchase incentives on plug-in electric vehicles sales in the United States," Transportation, Springer, vol. 51(4), pages 1209-1238, August.
  91. 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.
  92. Justin Wiltshire, 2021. "allsynth: Synthetic control bias-corrections utilities for Stata," 2021 Stata Conference 15, Stata Users Group.
  93. 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.
  94. Daniel de Abreu Pereira Uhr & Felipe Weizenmann & Julia Gallego Ziero Uhr, 2024. "The impact of the Economic Adjustment Programme for Ireland: a synthetic control approach," Economics and Business Letters, Oviedo University Press, vol. 13(2), pages 82-90.
  95. Crudu, Federico & Di Stefano, Roberta & Mellace, Giovanni & Tiezzi, Silvia, 2024. "The gray zone: How not imposing a strict lockdown at the beginning of a pandemic can cost many lives," Labour Economics, Elsevier, vol. 89(C).
  96. 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.
  97. 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).
  98. 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.
  99. 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.
  100. 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.
  101. 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.
  102. 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).
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