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A Jackknife Model Averaging Analysis of RMB Misalignment Estimates

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  • Yin-Wong Cheung
  • Wenhao Wang
Abstract
We adopt the Jackknife Model Averaging (JMA) technique to conduct a meta-regression analysis of 925 renminbi (RMB) misalignment estimates generated by 69 studies. The JMA method accounts for model selection and sampling uncertainties, and allows for non-nested model specifications and heteroskedasticity in assessing effects of study characteristics. The RMB misalignment estimates are found to be systematically affected by the choices of data, the theoretical setup and the empirical strategy, in addition to publication attributes of these studies. These study characteristic effects are quite robust to the choice of benchmark study characteristics, to alternative model averaging methods including the heteroskedasticity-robust Mallows approach, the information criterion approach, and the Bayesian model averaging. In evaluating the probabilistic property of RMB misalignment estimates implied by hypothetical composites of study characteristics, we find the evidence of a misaligned RMB, in general, is weak.

Suggested Citation

  • Yin-Wong Cheung & Wenhao Wang, 2019. "A Jackknife Model Averaging Analysis of RMB Misalignment Estimates," CESifo Working Paper Series 7840, CESifo.
  • Handle: RePEc:ces:ceswps:_7840
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    1. Jeffrey Frankel, 2006. "On the Yuan: The Choice between Adjustment under a Fixed Exchange Rate and Adjustment under a Flexible Rate," CESifo Economic Studies, CESifo Group, vol. 52(2), pages 246-275, June.
    2. Tiago M. Fragoso & Wesley Bertoli & Francisco Louzada, 2018. "Bayesian Model Averaging: A Systematic Review and Conceptual Classification," International Statistical Review, International Statistical Institute, vol. 86(1), pages 1-28, April.
    3. Havranek, Tomas & Irsova, Zuzana & Janda, Karel & Zilberman, David, 2015. "Selective reporting and the social cost of carbon," Energy Economics, Elsevier, vol. 51(C), pages 394-406.
    4. Havranek, Tomas & Rusnak, Marek & Sokolova, Anna, 2017. "Habit formation in consumption: A meta-analysis," European Economic Review, Elsevier, vol. 95(C), pages 142-167.
    5. Egert, Balazs & Halpern, Laszlo, 2006. "Equilibrium exchange rates in Central and Eastern Europe: A meta-regression analysis," Journal of Banking & Finance, Elsevier, vol. 30(5), pages 1359-1374, May.
    6. Cheung, Yin-Wong & Chinn, Menzie D. & Pascual, Antonio Garcia & Zhang, Yi, 2019. "Exchange rate prediction redux: New models, new data, new currencies," Journal of International Money and Finance, Elsevier, vol. 95(C), pages 332-362.
    7. Corsetti, Giancarlo & Pesenti, Paolo & Roubini, Nouriel, 1999. "What caused the Asian currency and financial crisis?," Japan and the World Economy, Elsevier, vol. 11(3), pages 305-373, October.
    8. Magnus, Jan R. & Powell, Owen & Prüfer, Patricia, 2010. "A comparison of two model averaging techniques with an application to growth empirics," Journal of Econometrics, Elsevier, vol. 154(2), pages 139-153, February.
    9. Yin‐Wong Cheung & Eiji Fujii, 2014. "Exchange Rate Misalignment Estimates—Sources Of Differences," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 19(2), pages 91-121, March.
    10. Yin†Wong Cheung & Menzie Chinn & Xin Nong, 2017. "Estimating currency misalignment using the Penn effect: It is not as simple as it looks," International Finance, Wiley Blackwell, vol. 20(3), pages 222-242, December.
    11. Paul R. Bergin & Reuven Glick & Alan M. Taylor, 2017. "Productivity, Tradability, and the Long-Run Price Puzzle," World Scientific Book Chapters, in: International Macroeconomic Interdependence, chapter 8, pages 211-248, World Scientific Publishing Co. Pte. Ltd..
    12. Bela Balassa, 1964. "The Purchasing-Power Parity Doctrine: A Reappraisal," Journal of Political Economy, University of Chicago Press, vol. 72(6), pages 584-584.
    13. Rossitza B. Wooster & David S. Diebel, 2010. "Productivity Spillovers from Foreign Direct Investment in Developing Countries: A Meta‐Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 14(3), pages 640-655, August.
    14. Petra Valickova & Tomas Havranek & Roman Horvath, 2015. "Financial Development And Economic Growth: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 506-526, July.
    15. Engel, Charles & Lee, Dohyeon & Liu, Chang & Liu, Chenxin & Wu, Steve Pak Yeung, 2019. "The uncovered interest parity puzzle, exchange rate forecasting, and Taylor rules," Journal of International Money and Finance, Elsevier, vol. 95(C), pages 317-331.
    16. Hristos Doucouliagos & Mehmet Ali Ulubaşoğlu, 2008. "Democracy and Economic Growth: A Meta‐Analysis," American Journal of Political Science, John Wiley & Sons, vol. 52(1), pages 61-83, January.
    17. Zhang, Xinyu & Wan, Alan T.K. & Zou, Guohua, 2013. "Model averaging by jackknife criterion in models with dependent data," Journal of Econometrics, Elsevier, vol. 174(2), pages 82-94.
    18. Fidrmuc, Jarko & Lind, Ronja, 2020. "Macroeconomic impact of Basel III: Evidence from a meta-analysis," Journal of Banking & Finance, Elsevier, vol. 112(C).
    19. Barbara Rossi, 2013. "Exchange Rate Predictability," Journal of Economic Literature, American Economic Association, vol. 51(4), pages 1063-1119, December.
    20. Charles Engel, 2010. "Exchange rate policies," BIS Papers chapters, in: Bank for International Settlements (ed.), The international financial crisis and policy challenges in Asia and the Pacific, volume 52, pages 229-250, Bank for International Settlements.
    21. Eicher, Theo S. & Helfman, Lindy & Lenkoski, Alex, 2012. "Robust FDI determinants: Bayesian Model Averaging in the presence of selection bias," Journal of Macroeconomics, Elsevier, vol. 34(3), pages 637-651.
    22. Jan R. Magnus & Wendun Wang & Xinyu Zhang, 2016. "Weighted-Average Least Squares Prediction," Econometric Reviews, Taylor & Francis Journals, vol. 35(6), pages 1040-1074, June.
    23. Kefei You & Nicholas Sarantis, 2011. "Structural Breaks and the Equilibrium Chinese Yuan/US Dollar Real Exchange Rate: A FEER Approach," Review of International Economics, Wiley Blackwell, vol. 19(5), pages 791-808, November.
    24. Shushu Li & Jinglan Zhang & Yong Ma, 2015. "Financial Development, Environmental Quality and Economic Growth," Sustainability, MDPI, vol. 7(7), pages 1-22, July.
    25. Havranek, Tomas & Horvath, Roman & Irsova, Zuzana & Rusnak, Marek, 2015. "Cross-country heterogeneity in intertemporal substitution," Journal of International Economics, Elsevier, vol. 96(1), pages 100-118.
    26. Zhang, Zhibai & Chen, Langnan, 2014. "A new assessment of the Chinese RMB exchange rate," China Economic Review, Elsevier, vol. 30(C), pages 113-122.
    27. Magnus, Jan R. & Wan, Alan T.K. & Zhang, Xinyu, 2011. "Weighted average least squares estimation with nonspherical disturbances and an application to the Hong Kong housing market," Computational Statistics & Data Analysis, Elsevier, vol. 55(3), pages 1331-1341, March.
    28. William R. Cline & John Williamson, 2010. "Estimates of Fundamental Equilibrium Exchange Rates, May 2010," Policy Briefs PB10-15, Peterson Institute for International Economics.
    29. Klaus E Meyer & Evis Sinani, 2009. "When and where does foreign direct investment generate positive spillovers? A meta-analysis," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(7), pages 1075-1094, September.
    30. Wan, Alan T.K. & Zhang, Xinyu & Zou, Guohua, 2010. "Least squares model averaging by Mallows criterion," Journal of Econometrics, Elsevier, vol. 156(2), pages 277-283, June.
    31. Shahram M. Amini & Christopher F. Parmeter, 2012. "Comparison Of Model Averaging Techniques: Assessing Growth Determinants," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(5), pages 870-876, August.
    32. Wright, Jonathan H., 2008. "Bayesian Model Averaging and exchange rate forecasts," Journal of Econometrics, Elsevier, vol. 146(2), pages 329-341, October.
    33. Agnès Bénassy‐Quéré & Amina Lahrèche‐Révil & Valérie Mignon, 2008. "Is Asia Responsible For Exchange Rate Misalignments Within The G20?," Pacific Economic Review, Wiley Blackwell, vol. 13(1), pages 46-61, February.
    34. Iršová, Zuzana & Havránek, Tomáš, 2013. "Determinants of Horizontal Spillovers from FDI: Evidence from a Large Meta-Analysis," World Development, Elsevier, vol. 42(C), pages 1-15.
    35. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    36. Hall, Stephen G. & Kenjegaliev, Amangeldi & Swamy, P.A.V.B. & Tavlas, George S., 2013. "Measuring currency pressures: The cases of the Japanese yen, the Chinese yuan, and the UK pound," Journal of the Japanese and International Economies, Elsevier, vol. 29(C), pages 1-20.
    37. Tung, Chen-Yuan & Baker, Sam, 2004. "RMB revaluation will serve China's self-interest," China Economic Review, Elsevier, vol. 15(3), pages 331-335.
    38. Jan R. Magnus & Giuseppe De Luca, 2016. "Weighted-Average Least Squares (Wals): A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 30(1), pages 117-148, February.
    39. World Bank, 2015. "Purchasing Power Parities and Real Expenditures of World Economics : A Comprehensive Report of the 2011 International Comparison Program," World Bank Publications - Books, The World Bank Group, number 20526.
    40. Groot, Wim & Maassen van den Brink, Henriette, 2000. "Overeducation in the labor market: a meta-analysis," Economics of Education Review, Elsevier, vol. 19(2), pages 149-158, April.
    41. Cheung, Yin-Wong & Chinn, Menzie D. & Fujii, Eiji, 2007. "The overvaluation of Renminbi undervaluation," Journal of International Money and Finance, Elsevier, vol. 26(5), pages 762-785, September.
    42. Bineau, Yannick, 2010. "Renminbi's misalignment: A meta-analysis," Economic Systems, Elsevier, vol. 34(3), pages 259-269, September.
    43. Yin-Wong Cheung, 2012. "Exchange Rate Misalignment - The Case of the Chinese Renminbi," CESifo Working Paper Series 3797, CESifo.
    44. Zeugner, Stefan & Feldkircher, Martin, 2015. "Bayesian Model Averaging Employing Fixed and Flexible Priors: The BMS Package for R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 68(i04).
    45. Hansen, Bruce E. & Racine, Jeffrey S., 2012. "Jackknife model averaging," Journal of Econometrics, Elsevier, vol. 167(1), pages 38-46.
    46. Tomas Havranek & Zuzana Irsova & Olesia Zeynalova, 2018. "Tuition Fees and University Enrolment: A Meta‐Regression Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 80(6), pages 1145-1184, December.
    47. Chinn, Menzie D., 2000. "Before the fall: were East Asian currencies overvalued?," Emerging Markets Review, Elsevier, vol. 1(2), pages 101-126, September.
    48. Gan, Christopher & Ward, Bert & Ting, Su Ting & Cohen, David A., 2013. "An empirical analysis of China's equilibrium exchange rate: A co-integration approach," Journal of Asian Economics, Elsevier, vol. 29(C), pages 33-44.
    49. Bernd Schnatz, 2011. "Global Imbalances And The Pretence Of Knowing Fundamental Equilibrium Exchange Rates," Pacific Economic Review, Wiley Blackwell, vol. 16(5), pages 604-615, December.
    50. Agnès Bénassy‐Quéré & Sophie Béreau & Valérie Mignon, 2009. "Robust Estimations Of Equilibrium Exchange Rates Within The G20: A Panel Beer Approach," Scottish Journal of Political Economy, Scottish Economic Society, vol. 56(5), pages 608-633, November.
    51. Benos, Nikos & Zotou, Stefania, 2014. "Education and Economic Growth: A Meta-Regression Analysis," World Development, Elsevier, vol. 64(C), pages 669-689.
    52. Tomas Havranek & Zuzana Irsova & Olesia Zeynalova, 2017. "Tuition Fees and University Enrollment: A Meta-Analysis," Working Papers IES 2017/16, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, revised Aug 2017.
    53. Mohammed Ziaur Rehman & Nasir Ali & Najeeb Muhammad Nasir, 2015. "Financial Development, Savings and Economic Growth: Evidence from Bahrain Using VAR," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 6(2), pages 112-123, April.
    54. Steven Dunaway & Lamin Leigh & Xiangming Li, 2009. "How Robust Are Estimates Of Equilibrium Real Exchange Rates: The Case Of China," Pacific Economic Review, Wiley Blackwell, vol. 14(3), pages 361-375, August.
    55. Campos, Nauro F. & Fidrmuc, Jarko & Korhonen, Iikka, 2019. "Business cycle synchronisation and currency unions: A review of the econometric evidence using meta-analysis," International Review of Financial Analysis, Elsevier, vol. 61(C), pages 274-283.
    56. Sven W. Arndt & J. David Richardson, 1987. "Real-Financial Linkages Among Open Economies," NBER Working Papers 2230, National Bureau of Economic Research, Inc.
    57. Bruno Coric & Geoff Pugh, 2010. "The effects of exchange rate variability on international trade: a meta-regression analysis," Applied Economics, Taylor & Francis Journals, vol. 42(20), pages 2631-2644.
    58. repec:bla:rdevec:v:14:y:2010:i:s1:p:640-655 is not listed on IDEAS
    59. Coudert, Virginie & Couharde, Cecile, 2007. "Real equilibrium exchange rate in China is the renminbi undervalued?," Journal of Asian Economics, Elsevier, vol. 18(4), pages 568-594, August.
    60. Qingfeng Liu & Ryo Okui, 2013. "Heteroscedasticity‐robust C(p) model averaging," Econometrics Journal, Royal Economic Society, vol. 16(3), pages 463-472, October.
    61. Meese, Richard A. & Rogoff, Kenneth, 1983. "Empirical exchange rate models of the seventies : Do they fit out of sample?," Journal of International Economics, Elsevier, vol. 14(1-2), pages 3-24, February.
    62. T. D. Stanley, 2001. "Wheat from Chaff: Meta-analysis as Quantitative Literature Review," Journal of Economic Perspectives, American Economic Association, vol. 15(3), pages 131-150, Summer.
    63. Wang, Yajie & Hui, Xiaofeng & Soofi, Abdol S., 2007. "Estimating renminbi (RMB) equilibrium exchange rate," Journal of Policy Modeling, Elsevier, vol. 29(3), pages 417-429.
    64. Samuelson, Paul A, 1994. "Facets of Balassa-Samuelson Thirty Years Later," Review of International Economics, Wiley Blackwell, vol. 2(3), pages 201-226, October.
    65. Bruce E. Hansen, 2007. "Least Squares Model Averaging," Econometrica, Econometric Society, vol. 75(4), pages 1175-1189, July.
    66. Gene Hsin Chang, 2008. "Estimation of the Undervaluation of the Chinese Currency by a Non-linear Model," Asia-Pacific Journal of Accounting & Economics, Taylor & Francis Journals, vol. 15(1), pages 29-40, April.
    67. Noel Capon & John U. Farley & Scott Hoenig, 1990. "Determinants of Financial Performance: A Meta-Analysis," Management Science, INFORMS, vol. 36(10), pages 1143-1159, October.
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    Keywords

    frequentist model average; meta-analysis; Mallows criterion; Bayesian model averaging; publication biases;
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    JEL classification:

    • C83 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Survey Methods; Sampling Methods
    • F31 - International Economics - - International Finance - - - Foreign Exchange
    • F41 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Open Economy Macroeconomics

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