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The Spillover Effects of the US Unconventional Monetary Policy: New Evidence from Asian Developing Countries

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  • Thi Bich Ngoc Tran

    (Faculty of Accounting—Finance, University of Economics—Hue University, Hue City 49129, Vietnam)

  • Hoang Cam Huong Pham

    (Faculty of Accounting—Finance, University of Economics—Hue University, Hue City 49129, Vietnam)

Abstract
This paper aims to trace the monthly responses of equity prices, long-term interest rates, and exchange rates in Asian developing markets to the US unconventional monetary policy (UMP). The main research question is to explore whether UMP shocks exist in those markets. We also consider the differences in the mean responses of those asset prices between traditional and non-traditional monetary policy phases. To address such concerns, we employ a panel vector autoregression with exogenous variables (Panel VARX) model and estimate the model by the least-squares dummy variable (LSDV) estimator in three different periods spanning from 2004M2 to 2018M4. The first finding is that UMP shocks from the US are associated with a surge in equity prices, a decline in long-term interest rates, and an appreciation of currencies in Asian developing markets. In contrast, the conventional monetary policy shocks from the US seem to exert adverse effects on these recipient countries. These empirical results suggest that the policymakers in Asian developing countries should cautiously take into account the spillover effects from the US unconventional monetary policy once it is executed.

Suggested Citation

  • Thi Bich Ngoc Tran & Hoang Cam Huong Pham, 2020. "The Spillover Effects of the US Unconventional Monetary Policy: New Evidence from Asian Developing Countries," JRFM, MDPI, vol. 13(8), pages 1-26, July.
    • Handle: RePEc:gam:jjrfmx:v:13:y:2020:i:8:p:165-:d:390855
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    as
    1. Glick, Reuven & Leduc, Sylvain, 2012. "Central bank announcements of asset purchases and the impact on global financial and commodity markets," Journal of International Money and Finance, Elsevier, vol. 31(8), pages 2078-2101.
    2. Bhattarai, Saroj & Chatterjee, Arpita & Park, Woong Yong, 2021. "Effects of US quantitative easing on emerging market economies," Journal of Economic Dynamics and Control, Elsevier, vol. 122(C).
    3. Bowman, David & Londono, Juan M. & Sapriza, Horacio, 2015. "U.S. unconventional monetary policy and transmission to emerging market economies," Journal of International Money and Finance, Elsevier, vol. 55(C), pages 27-59.
    4. Margaux MacDonald & Michał Ksawery Popiel, 2020. "Unconventional Monetary Policy in a Small Open Economy," Open Economies Review, Springer, vol. 31(5), pages 1061-1115, November.
    5. Christiano, Lawrence J & Eichenbaum, Martin & Evans, Charles, 1996. "The Effects of Monetary Policy Shocks: Evidence from the Flow of Funds," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 16-34, February.
    6. Lemke, Wolfgang & Vladu, Andreea L., 2016. "Below the zero lower bound: A shadow-rate term structure model for the euro area," Discussion Papers 32/2016, Deutsche Bundesbank.
    7. Arvind Krishnamurthy & Annette Vissing-Jorgensen, 2011. "The Effects of Quantitative Easing on Interest Rates: Channels and Implications for Policy," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(2 (Fall)), pages 215-287.
    8. Jing Cynthia Wu & Fan Dora Xia, 2016. "Measuring the Macroeconomic Impact of Monetary Policy at the Zero Lower Bound," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 48(2-3), pages 253-291, March.
    9. MacDonald, Margaux, 2017. "International capital market frictions and spillovers from quantitative easing," Journal of International Money and Finance, Elsevier, vol. 70(C), pages 135-156.
    10. Marcel Fratzscher & Marco Lo Duca & Roland Straub, 2018. "On the International Spillovers of US Quantitative Easing," Economic Journal, Royal Economic Society, vol. 128(608), pages 330-377, February.
    11. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    12. Inoue, Atsushi & Rossi, Barbara, 2019. "The effects of conventional and unconventional monetary policy on exchange rates," Journal of International Economics, Elsevier, vol. 118(C), pages 419-447.
    13. Brana, Sophie & Djigbenou, Marie-Louise & Prat, Stéphanie, 2012. "Global excess liquidity and asset prices in emerging countries: A PVAR approach," Emerging Markets Review, Elsevier, vol. 13(3), pages 256-267.
    14. Peter Pedroni, 2013. "Structural Panel VARs," Econometrics, MDPI, vol. 1(2), pages 1-27, September.
    15. Krippner, Leo, 2013. "Measuring the stance of monetary policy in zero lower bound environments," Economics Letters, Elsevier, vol. 118(1), pages 135-138.
    16. Jonathan H. Wright, 2012. "What does Monetary Policy do to Long‐term Interest Rates at the Zero Lower Bound?," Economic Journal, Royal Economic Society, vol. 122(564), pages 447-466, November.
    17. Fratzscher, Marcel, 2012. "Capital flows, push versus pull factors and the global financial crisis," Journal of International Economics, Elsevier, vol. 88(2), pages 341-356.
    18. James D. Hamilton & Jing Cynthia Wu, 2012. "The Effectiveness of Alternative Monetary Policy Tools in a Zero Lower Bound Environment," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44(s1), pages 3-46, February.
    19. Thomas Fomby & Yuki Ikeda & Norman V. Loayza, 2013. "The Growth Aftermath Of Natural Disasters," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(3), pages 412-434, April.
    20. Mr. Sohrab Rafiq, 2015. "The Effects of U.S. Unconventional Monetary Policy on Asia Frontier Developing Economies," IMF Working Papers 2015/018, International Monetary Fund.
    21. Neely, Christopher J., 2015. "Unconventional monetary policy had large international effects," Journal of Banking & Finance, Elsevier, vol. 52(C), pages 101-111.
    22. Hancock, Diana & Passmore, Wayne, 2011. "Did the Federal Reserve's MBS purchase program lower mortgage rates?," Journal of Monetary Economics, Elsevier, vol. 58(5), pages 498-514.
    23. Jacob A. Frenkel & Assaf Razin, 1987. "The Mundell-Fleming Model a Quarter Century Later: A Unified Exposition," IMF Staff Papers, Palgrave Macmillan, vol. 34(4), pages 567-620, December.
    24. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    25. Chudik, Alexander & Fratzscher, Marcel, 2011. "Identifying the global transmission of the 2007-2009 financial crisis in a GVAR model," European Economic Review, Elsevier, vol. 55(3), pages 325-339, April.
    26. Lütkepohl,Helmut & Krätzig,Markus (ed.), 2004. "Applied Time Series Econometrics," Cambridge Books, Cambridge University Press, number 9780521547871, September.
    27. Eric M. Leeper & Christopher A. Sims & Tao Zha, 1996. "What Does Monetary Policy Do?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 27(2), pages 1-78.
    28. Punzi, Maria Teresa & Chantapacdepong, Pornpinun, 2017. "Spillover Effects of Unconventional Monetary Policy in Asia and the Pacific," ADBI Working Papers 630, Asian Development Bank Institute.
    29. Marco J. Lombardi & Feng Zhu, 2018. "A Shadow Policy Rate to Calibrate U.S. Monetary Policy at the Zero Lower Bound," International Journal of Central Banking, International Journal of Central Banking, vol. 14(5), pages 305-346, December.
    30. Guido Lorenzoni, 2008. "Inefficient Credit Booms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 809-833.
    31. Bernanke, Ben S & Blinder, Alan S, 1992. "The Federal Funds Rate and the Channels of Monetary Transmission," American Economic Review, American Economic Association, vol. 82(4), pages 901-921, September.
    32. Jens H. E. Christensen & Glenn D. Rudebusch, 2012. "The Response of Interest Rates to US and UK Quantitative Easing," Economic Journal, Royal Economic Society, vol. 122(564), pages 385-414, November.
    33. Peter J. Morgan, 2011. "Impact of US Quantitative Easing Policy on Emerging Asia," Macroeconomics Working Papers 23215, East Asian Bureau of Economic Research.
    34. Michael A. S. Joyce & Ana Lasaosa & Ibrahim Stevens & Matthew Tong, 2011. "The Financial Market Impact of Quantitative Easing in the United Kingdom," International Journal of Central Banking, International Journal of Central Banking, vol. 7(3), pages 113-161, September.
    35. Trinh T. T. Pham & Phuc T. Nguyen, 2019. "Monetary policy responses of Asian countries to spillovers from US monetary policy," Asian-Pacific Economic Literature, The Crawford School, The Australian National University, vol. 33(1), pages 78-97, May.
    36. Anonymous, 1962. "International Monetary Fund," International Organization, Cambridge University Press, vol. 16(1), pages 230-231, January.
    37. Hausman, Joshua & Wongswan, Jon, 2011. "Global asset prices and FOMC announcements," Journal of International Money and Finance, Elsevier, vol. 30(3), pages 547-571, April.
    38. Christina D. Romer & David H. Romer, 2004. "A New Measure of Monetary Shocks: Derivation and Implications," American Economic Review, American Economic Association, vol. 94(4), pages 1055-1084, September.
    39. Atsushi Inoue & Barbara Rossi, 2021. "A new approach to measuring economic policy shocks, with an application to conventional and unconventional monetary policy," Quantitative Economics, Econometric Society, vol. 12(4), pages 1085-1138, November.
    40. Dornbusch, Rudiger, 1976. "Expectations and Exchange Rate Dynamics," Journal of Political Economy, University of Chicago Press, vol. 84(6), pages 1161-1176, December.
    41. Anonymous, 1962. "International Monetary Fund," International Organization, Cambridge University Press, vol. 16(4), pages 876-878, October.
    42. Anaya, Pablo & Hachula, Michael & Offermanns, Christian J., 2017. "Spillovers of U.S. unconventional monetary policy to emerging markets: The role of capital flows," Journal of International Money and Finance, Elsevier, vol. 73(PB), pages 275-295.
    43. Rudebusch, Glenn D, 1998. "Do Measures of Monetary Policy in a VAR Make Sense?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 907-931, November.
    44. James H. Stock & Mark W. Watson, 2001. "Vector Autoregressions," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 101-115, Fall.
    45. Kawai, Masahiro, 2015. "International Spillovers of Monetary Policy: US Federal Reserve's Quantitative Easing and Bank of Japan's Quantitative and Qualitative Easing," ADBI Working Papers 512, Asian Development Bank Institute.
    46. Andrews, Donald W. K. & Lu, Biao, 2001. "Consistent model and moment selection procedures for GMM estimation with application to dynamic panel data models," Journal of Econometrics, Elsevier, vol. 101(1), pages 123-164, March.
    47. Tatjana Dahlhaus & Kristina Hess & Abeer Reza, 2018. "International Transmission Channels of U.S. Quantitative Easing: Evidence from Canada," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 50(2-3), pages 545-563, March.
    48. Leonardo Gambacorta & Boris Hofmann & Gert Peersman, 2014. "The Effectiveness of Unconventional Monetary Policy at the Zero Lower Bound: A Cross‐Country Analysis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(4), pages 615-642, June.
    49. Michael D. Bauer & Glenn D. Rudebusch, 2014. "The Signaling Channel for Federal Reserve Bond Purchases," International Journal of Central Banking, International Journal of Central Banking, vol. 10(3), pages 233-289, September.
    50. Joshua Aizenman & Mahir Binici & Michael M. Hutchison, 2016. "The Transmission of Federal Reserve Tapering News to Emerging Financial Markets," International Journal of Central Banking, International Journal of Central Banking, vol. 12(2), pages 317-356, June.
    51. Kim, Soyoung & Roubini, Nouriel, 2000. "Exchange rate anomalies in the industrial countries: A solution with a structural VAR approach," Journal of Monetary Economics, Elsevier, vol. 45(3), pages 561-586, June.
    52. Ken Miyajima & Madhusudan Mohanty & James Yetman, 2014. "Spillovers of US unconventional monetary policy to Asia: the role of long-term interest rates," BIS Working Papers 478, Bank for International Settlements.
    53. Fratzscher, Marcel & Chudik, Alexander, 2010. "Identifying the Global Transmission of the 2007-09 Financial Crisis in a GVAR Model," CEPR Discussion Papers 8093, C.E.P.R. Discussion Papers.
    54. Black, Fischer, 1995. "Interest Rates as Options," Journal of Finance, American Finance Association, vol. 50(5), pages 1371-1376, December.
    55. Christopher A. Sims & Tao Zha, 2006. "Were There Regime Switches in U.S. Monetary Policy?," American Economic Review, American Economic Association, vol. 96(1), pages 54-81, March.
    56. Kim, Soyoung, 2001. "International transmission of U.S. monetary policy shocks: Evidence from VAR's," Journal of Monetary Economics, Elsevier, vol. 48(2), pages 339-372, October.
    57. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    58. Belke, Ansgar & Orth, Walter & Setzer, Ralph, 2010. "Liquidity and the dynamic pattern of asset price adjustment: A global view," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1933-1945, August.
    59. Sami Alpanda & Serdar Kabaca, 2020. "International Spillovers of Large-Scale Asset Purchases," Journal of the European Economic Association, European Economic Association, vol. 18(1), pages 342-391.
    60. Rudebusch, Glenn D, 1998. "Do Measures of Monetary Policy in a VAR Make Sense? A Reply," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 943-948, November.
    61. Jason Choi & Taeyoung Doh, 2016. "Measuring the Stance of Monetary Policy on and off the Zero Lower Bound," Economic Review, Federal Reserve Bank of Kansas City, issue Q III, pages 5-24.
    62. Anonymous, 1962. "International Monetary Fund," International Organization, Cambridge University Press, vol. 16(3), pages 619-631, July.
    63. Rokon Bhuiyan, 2012. "The Effects of Monetary Policy Shocks in Bangladesh: A Bayesian Structural VAR Approach," International Economic Journal, Taylor & Francis Journals, vol. 26(2), pages 301-316, June.
    64. Matousek, Roman & Papadamou, Stephanos Τ. & Šević, Aleksandar & Tzeremes, Nickolaos G., 2019. "The effectiveness of quantitative easing: Evidence from Japan," Journal of International Money and Finance, Elsevier, vol. 99(C).
    65. Milan Damjanović & Igor Masten, 2016. "Shadow short rate and monetary policy in the Euro area," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 43(2), pages 279-298, May.
    66. Dierk Herzer & Sebastian Vollmer, 2012. "Inequality and growth: evidence from panel cointegration," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 10(4), pages 489-503, December.
    67. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    68. Il Houng Lee & Kyunghun Kim, 2018. "Exchange Rate Flexibility, Financial Market Openness, and Economic Growth," Asian Economic Papers, MIT Press, vol. 17(1), pages 145-162, Winter/Sp.
    69. Jacob A. Frenkel & Assaf Razin, 1987. "The Mundell-Flemming Model: A Quarter Century Later," NBER Working Papers 2321, National Bureau of Economic Research, Inc.
    70. Lilia Cavallari & Stefano D’Addona, 2014. "Trade Margins And Exchange Rate Regimes: New Evidence From A Panel Varx Model," Working Papers 0514, CREI Università degli Studi Roma Tre, revised 2014.
    71. Arvind Krishnamurthy & Annette Vissing-Jorgensen, 2011. "The Effects of Quantitative Easing on Interest Rates: Channels and Implications for Policy," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 43(2 (Fall)), pages 215-287.
    72. Taeyoung Doh, 2010. "The efficacy of large-scale asset purchases at the zero lower bound," Economic Review, Federal Reserve Bank of Kansas City, vol. 95(Q II), pages 5-34.
    73. Lütkepohl,Helmut & Krätzig,Markus (ed.), 2004. "Applied Time Series Econometrics," Cambridge Books, Cambridge University Press, number 9780521839198, September.
    74. Dongchul Cho & Changyong Rhee, 2014. "Effects Of Quantitative Easing On Asia: Capital Flows And Financial Markets," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 59(03), pages 1-23.
    75. Sameer Khatiwada, 2017. "Quantitative Easing by the Fed and International Capital Flows," IHEID Working Papers 02-2017, Economics Section, The Graduate Institute of International Studies.
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