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The ability of U.S. macroeconomic variables to predict Asian financial market returns

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  • Kae‐Yih Tzeng

Abstract

This study conducts an extensive empirical investigation of whether 20 U.S. macroeconomic variables influence Asian financial market returns. The in‐sample results show that certain U.S. macroeconomic variables, such as the commercial paper‐to‐Treasury‐bill spread or the manufacturing Purchasing Managers' Index, possess powerful abilities to predict Asian market returns. The out‐of‐sample results show that other macroeconomic variables, such as change in the inflation rate, also show predictive power. We also use combination methods that pool information from U.S. macroeconomic variables to improve their predictive ability, and find that doing so produces superior out‐of‐sample results. We therefore find that the 20 U.S. macroeconomic variables contain information that can be used to predict Asian market returns.

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  • Kae‐Yih Tzeng, 2023. "The ability of U.S. macroeconomic variables to predict Asian financial market returns," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(4), pages 3529-3551, October.
  • Handle: RePEc:wly:ijfiec:v:28:y:2023:i:4:p:3529-3551
    DOI: 10.1002/ijfe.2606
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    as
    1. Ivo Welch & Amit Goyal, 2008. "A Comprehensive Look at The Empirical Performance of Equity Premium Prediction," The Review of Financial Studies, Society for Financial Studies, vol. 21(4), pages 1455-1508, July.
    2. repec:bla:jfinan:v:53:y:1998:i:5:p:1563-1587 is not listed on IDEAS
    3. Bernard, Henri & Gerlach, Stefan, 1998. "Does the Term Structure Predict Recessions? The International Evidence," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 3(3), pages 195-215, July.
    4. Matthieu Bussière & Jean Imbs & Robert Kollmann & Romain Rancière, 2013. "The Financial Crisis: Lessons for International Macroeconomics," American Economic Journal: Macroeconomics, American Economic Association, vol. 5(3), pages 75-84, July.
    5. Robert J. Shiller, 1984. "Stock Prices and Social Dynamics," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 15(2), pages 457-510.
    6. Andrew Ang & Geert Bekaert, 2007. "Stock Return Predictability: Is it There?," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 651-707.
    7. Solnik, Bruno, 1983. "The Relation between Stock Prices and Inflationary Expectations: The International Evidence," Journal of Finance, American Finance Association, vol. 38(1), pages 35-48, March.
    8. Paye, Bradley S., 2012. "‘Déjà vol’: Predictive regressions for aggregate stock market volatility using macroeconomic variables," Journal of Financial Economics, Elsevier, vol. 106(3), pages 527-546.
    9. John Y. Campbell & Tuomo Vuolteenaho, 2004. "Inflation Illusion and Stock Prices," American Economic Review, American Economic Association, vol. 94(2), pages 19-23, May.
    10. Stefan Avdjiev & Valentina Bruno & Catherine Koch & Hyun Song Shin, 2019. "The Dollar Exchange Rate as a Global Risk Factor: Evidence from Investment," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 67(1), pages 151-173, March.
    11. Charlotte Christiansen & Maik Schmeling & Andreas Schrimpf, 2012. "A comprehensive look at financial volatility prediction by economic variables," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 27(6), pages 956-977, September.
    12. John Y. Campbell, Robert J. Shiller, 1988. "The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors," The Review of Financial Studies, Society for Financial Studies, vol. 1(3), pages 195-228.
    13. repec:bla:jfinan:v:44:y:1989:i:5:p:1177-89 is not listed on IDEAS
    14. Campbell, John Y., 1987. "Stock returns and the term structure," Journal of Financial Economics, Elsevier, vol. 18(2), pages 373-399, June.
    15. Alexander W. Butler & Gustavo Grullon & James P. Weston, 2005. "Can Managers Forecast Aggregate Market Returns?," Journal of Finance, American Finance Association, vol. 60(2), pages 963-986, April.
    16. Jeromin Zettelmeyer & Christoph Trebesch & Mitu Gulati, 2013. "The Greek debt restructuring: an autopsy [Greek bond buyback boondoggle]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 28(75), pages 513-563.
    17. Ben S. Bernanke, 1990. "On the predictive power of interest rates and interest rate spreads," New England Economic Review, Federal Reserve Bank of Boston, issue Nov, pages 51-68.
    18. Martin Lettau & Sydney Ludvigson, 2001. "Consumption, Aggregate Wealth, and Expected Stock Returns," Journal of Finance, American Finance Association, vol. 56(3), pages 815-849, June.
    19. Phan, Dinh Hoang Bach & Sharma, Susan Sunila & Tran, Vuong Thao, 2018. "Can economic policy uncertainty predict stock returns? Global evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 55(C), pages 134-150.
    20. repec:oup:ecpoli:v:28:y:2013:i:75:p:513-563 is not listed on IDEAS
    21. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    22. Sarno, Lucio & Thornton, Daniel L., 2003. "The dynamic relationship between the federal funds rate and the Treasury bill rate: An empirical investigation," Journal of Banking & Finance, Elsevier, vol. 27(6), pages 1079-1110, June.
    23. Loungani, Prakash & Rush, Mark & Tave, William, 1990. "Stock market dispersion and unemployment," Journal of Monetary Economics, Elsevier, vol. 25(3), pages 367-388, June.
    24. Clark, Todd E. & West, Kenneth D., 2007. "Approximately normal tests for equal predictive accuracy in nested models," Journal of Econometrics, Elsevier, vol. 138(1), pages 291-311, May.
    25. Chen, Nai-Fu & Roll, Richard & Ross, Stephen A, 1986. "Economic Forces and the Stock Market," The Journal of Business, University of Chicago Press, vol. 59(3), pages 383-403, July.
    26. Byeong-Je An & Andrew Ang & Turan G. Bali & Nusret Cakici, 2014. "The Joint Cross Section of Stocks and Options," Journal of Finance, American Finance Association, vol. 69(5), pages 2279-2337, October.
    27. Geert Bekaert & Campbell R. Harvey & Christian T. Lundblad & Stephan Siegel, 2011. "What Segments Equity Markets?," The Review of Financial Studies, Society for Financial Studies, vol. 24(12), pages 3841-3890.
    28. Chen, Yong & Liang, Bing, 2007. "Do Market Timing Hedge Funds Time the Market?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(4), pages 827-856, December.
    29. Kim, Bong-Han & Kim, Hyeongwoo & Lee, Bong-Soo, 2015. "Spillover effects of the U.S. financial crisis on financial markets in emerging Asian countries," International Review of Economics & Finance, Elsevier, vol. 39(C), pages 192-210.
    30. Dooley, Michael & Hutchison, Michael, 2009. "Transmission of the U.S. subprime crisis to emerging markets: Evidence on the decoupling-recoupling hypothesis," Journal of International Money and Finance, Elsevier, vol. 28(8), pages 1331-1349, December.
    31. Fifield, S G M & Power, D M & Sinclair, C D, 2002. "Macroeconomic Factors and Share Returns: An Analysis Using Emerging Market Data," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 7(1), pages 51-62, January.
    32. John Y. Campbell & Samuel B. Thompson, 2008. "Predicting Excess Stock Returns Out of Sample: Can Anything Beat the Historical Average?," The Review of Financial Studies, Society for Financial Studies, vol. 21(4), pages 1509-1531, July.
    33. Marcin Kacperczyk & Philipp Schnabl, 2010. "When Safe Proved Risky: Commercial Paper during the Financial Crisis of 2007-2009," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 29-50, Winter.
    34. Hwang, Eugene & Min, Hong-Ghi & Kim, Bong-Han & Kim, Hyeongwoo, 2013. "Determinants of stock market comovements among US and emerging economies during the US financial crisis," Economic Modelling, Elsevier, vol. 35(C), pages 338-348.
    35. Fama, Eugene F. & French, Kenneth R., 1989. "Business conditions and expected returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 25(1), pages 23-49, November.
    36. Chen, Shiu-Sheng, 2009. "Predicting the bear stock market: Macroeconomic variables as leading indicators," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 211-223, February.
    37. Narayan, Paresh Kumar & Bannigidadmath, Deepa, 2015. "Are Indian stock returns predictable?," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 506-531.
    38. Nikolaos SARIANNIDIS & Grigoris GIANNARAKIS & Nicolaos LITINAS & George KONTEOS, 2010. "Á GARCH Examination of Macroeconomic Effects on U.S. Stock Market: A Distinction Between the Total Market Index and the Sustainability Index," European Research Studies Journal, European Research Studies Journal, vol. 0(1), pages 129-142.
    39. Richard A. Ajayi & Mbodja Mougouė, 1996. "On The Dynamic Relation Between Stock Prices And Exchange Rates," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 19(2), pages 193-207, June.
    40. Carol Corrado & Joe Mattey, 1997. "Capacity Utilization," Journal of Economic Perspectives, American Economic Association, vol. 11(1), pages 151-167, Winter.
    41. Campbell, John Y. & Viceira, Luis M., 2002. "Strategic Asset Allocation: Portfolio Choice for Long-Term Investors," OUP Catalogue, Oxford University Press, number 9780198296942.
    42. Michael Graham & Jussi Nikkinen & Petri Sahlström, 2003. "Relative importance of scheduled macroeconomic news for stock market investors," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 27(2), pages 153-165, June.
    43. Bracker, Kevin & Docking, Diane Scott & Koch, Paul D., 1999. "Economic determinants of evolution in international stock market integration," Journal of Empirical Finance, Elsevier, vol. 6(1), pages 1-27, January.
    44. Chen, Xuanjuan & Kim, Kenneth A. & Yao, Tong & Yu, Tong, 2010. "On the predictability of Chinese stock returns," Pacific-Basin Finance Journal, Elsevier, vol. 18(4), pages 403-425, September.
    45. Bekiros, Stelios D., 2014. "Contagion, decoupling and the spillover effects of the US financial crisis: Evidence from the BRIC markets," International Review of Financial Analysis, Elsevier, vol. 33(C), pages 58-69.
    46. Carrieri, Francesca & Errunza, Vihang & Hogan, Ked, 2007. "Characterizing World Market Integration through Time," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(4), pages 915-940, December.
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