IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v169y2024ics0378426624002279.html

Information spillover and cross-predictability of currency returns: An analysis via Machine Learning

Author

Listed:
  • Jia, Yuecheng
  • Liu, Yuzheng
  • Wu, Yangru
  • Yan, Shu

Abstract

This paper documents significant cross-return predictability of news variables, derived from textual analysis of news articles, for a broad cross-section of currencies. By employing forecasts based on the Least Absolute Shrinkage and Selection Operator (LASSO) that incorporate both news variables and forward discounts, we develop a notably profitable trading strategy. This strategy proves robust against transaction costs, risk adjustments, and controls for currency characteristics. Further analyses indicate that both risks and market frictions contribute to the profitability of the trading strategy, highlighting the crucial role of news in financial markets.

Suggested Citation

  • Jia, Yuecheng & Liu, Yuzheng & Wu, Yangru & Yan, Shu, 2024. "Information spillover and cross-predictability of currency returns: An analysis via Machine Learning," Journal of Banking & Finance, Elsevier, vol. 169(C).
    • Handle: RePEc:eee:jbfina:v:169:y:2024:i:c:s0378426624002279
    DOI: 10.1016/j.jbankfin.2024.107313
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426624002279
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbankfin.2024.107313?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Alex Chinco & Adam D. Clark‐Joseph & Mao Ye, 2019. "Sparse Signals in the Cross‐Section of Returns," Journal of Finance, American Finance Association, vol. 74(1), pages 449-492, February.
    2. Jiahan Li & Ilias Tsiakas & Wei Wang, 2015. "Predicting Exchange Rates Out of Sample: Can Economic Fundamentals Beat the Random Walk?," Journal of Financial Econometrics, Oxford University Press, vol. 13(2), pages 293-341.
    3. Menkhoff, Lukas & Sarno, Lucio & Schmeling, Maik & Schrimpf, Andreas, 2012. "Currency momentum strategies," Journal of Financial Economics, Elsevier, vol. 106(3), pages 660-684.
    4. Pasquale Della Corte & Steven J. Riddiough & Lucio Sarno, 2016. "Currency Premia and Global Imbalances," Review of Financial Studies, Society for Financial Studies, vol. 29(8), pages 2161-2193.
    5. Bekaert, Geert, 1995. "The Time Variation of Expected Returns and Volatility in Foreign-Exchange Markets," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(4), pages 397-408, October.
    6. Hodrick, Robert & Vassalou, Maria, 2002. "Do we need multi-country models to explain exchange rate and interest rate and bond return dynamics?," Journal of Economic Dynamics and Control, Elsevier, vol. 26(7-8), pages 1275-1299, July.
    7. Haelim Anderson & Mark Paddrik & Jessie Jiaxu Wang, 2019. "Bank Networks and Systemic Risk: Evidence from the National Banking Acts," American Economic Review, American Economic Association, vol. 109(9), pages 3125-3161, September.
    8. Lukas Menkhoff & Lucio Sarno & Maik Schmeling & Andreas Schrimpf, 2012. "Carry Trades and Global Foreign Exchange Volatility," Journal of Finance, American Finance Association, vol. 67(2), pages 681-718, April.
    9. Mueller, Philippe & Stathopoulos, Andreas & Vedolin, Andrea, 2017. "International correlation risk," Journal of Financial Economics, Elsevier, vol. 126(2), pages 270-299.
    10. Geert Bekaert & Eric C. Engstrom & Nancy R. Xu, 2022. "The Time Variation in Risk Appetite and Uncertainty," Management Science, INFORMS, vol. 68(6), pages 3975-4004, June.
    11. 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.
    12. Clifford S. Asness & Tobias J. Moskowitz & Lasse Heje Pedersen, 2013. "Value and Momentum Everywhere," Journal of Finance, American Finance Association, vol. 68(3), pages 929-985, June.
    13. Tim A. Kroencke & Felix Schindler & Andreas Schrimpf, 2014. "International Diversification Benefits with Foreign Exchange Investment Styles," Review of Finance, European Finance Association, vol. 18(5), pages 1847-1883.
    14. Leland Bybee & Bryan Kelly & Yinan Su & Tarun Ramadorai, 2023. "Narrative Asset Pricing: Interpretable Systematic Risk Factors from News Text," The Review of Financial Studies, Society for Financial Studies, vol. 36(12), pages 4759-4787.
    15. Whitney Newey & Kenneth West, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    16. Calomiris, Charles W. & Mamaysky, Harry, 2019. "How news and its context drive risk and returns around the world," Journal of Financial Economics, Elsevier, vol. 133(2), pages 299-336.
    17. Serhiy Kozak & Stefan Nagel & Shrihari Santosh, 2018. "Interpreting Factor Models," Journal of Finance, American Finance Association, vol. 73(3), pages 1183-1223, June.
    18. Hanno Lustig & Nikolai Roussanov & Adrien Verdelhan, 2011. "Common Risk Factors in Currency Markets," The Review of Financial Studies, Society for Financial Studies, vol. 24(11), pages 3731-3777.
    19. Tarek A Hassan & Jesse Schreger & Markus Schwedeler & Ahmed Tahoun, 2024. "Sources and Transmission of Country Risk," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(4), pages 2307-2346.
    20. Bekaert, Geert & Hoerova, Marie & Xu, Nancy, 2023. "Risk, Monetary Policy and Asset Prices in a Global World," CEPR Discussion Papers 18229, Centre for Economic Policy Research.
    21. Robert J. Shiller, 2017. "Narrative Economics," American Economic Review, American Economic Association, vol. 107(4), pages 967-1004, April.
    22. Chinn, Menzie D. & Ito, Hiro, 2006. "What matters for financial development? Capital controls, institutions, and interactions," Journal of Development Economics, Elsevier, vol. 81(1), pages 163-192, October.
    23. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    24. Eugene F. Fama & Kenneth R. French, 2016. "Dissecting Anomalies with a Five-Factor Model," The Review of Financial Studies, Society for Financial Studies, vol. 29(1), pages 69-103.
    25. Jylhä, Petri & Suominen, Matti, 2011. "Speculative capital and currency carry trades," Journal of Financial Economics, Elsevier, vol. 99(1), pages 60-75, January.
    26. Pedro Barroso & Jurij-Andrei Reichenecker & Marco J. Menichetti, 2022. "Hedging with an Edge: Parametric Currency Overlay," Management Science, INFORMS, vol. 68(1), pages 669-689, January.
    27. 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.
    28. Filippou, Ilias & Gozluklu, Arie E. & Taylor, Mark P., 2018. "Global Political Risk and Currency Momentum," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(5), pages 2227-2259, October.
    29. Fan J. & Li R., 2001. "Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties," Journal of the American Statistical Association, American Statistical Association, vol. 96, pages 1348-1360, December.
    30. Linda Allen & Turan G. Bali & Yi Tang, 2012. "Does Systemic Risk in the Financial Sector Predict Future Economic Downturns?," The Review of Financial Studies, Society for Financial Studies, vol. 25(10), pages 3000-3036.
    31. Neely, Christopher J. & Weller, Paul A., 2013. "Lessons from the evolution of foreign exchange trading strategies," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3783-3798.
    32. Robert J. Richmond, 2019. "Trade Network Centrality and Currency Risk Premia," Journal of Finance, American Finance Association, vol. 74(3), pages 1315-1361, June.
    33. Barroso, Pedro & Santa-Clara, Pedro, 2015. "Beyond the Carry Trade: Optimal Currency Portfolios," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 50(5), pages 1037-1056, October.
    34. José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
    35. Federico Nucera & Lucio Sarno & Gabriele Zinna, 2024. "Currency Risk Premiums Redux," The Review of Financial Studies, Society for Financial Studies, vol. 37(2), pages 356-408.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Fang, Tong & Liu, Peng & Su, Zhi, 2026. "Global trade network and the cross-section of international stock market returns," Journal of International Money and Finance, Elsevier, vol. 161(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Asano, Takao & Cai, Xiaojing & Sakemoto, Ryuta, 2025. "Global foreign exchange volatility, ambiguity, and currency carry trades," Journal of Banking & Finance, Elsevier, vol. 178(C).
    2. Iwanaga, Yasuhiro & Sakemoto, Ryuta, 2025. "Conditional currency momentum portfolios," International Review of Financial Analysis, Elsevier, vol. 99(C).
    3. Iwanaga, Yasuhiro & Sakemoto, Ryuta, 2024. "Cross-momentum strategies in the equity futures and currency markets," Journal of International Money and Finance, Elsevier, vol. 148(C).
    4. Eriksen, Jonas N., 2019. "Cross-sectional return dispersion and currency momentum," Journal of Empirical Finance, Elsevier, vol. 53(C), pages 91-108.
    5. Byrne, Joseph P. & Ibrahim, Boulis Maher & Sakemoto, Ryuta, 2022. "The time-varying risk price of currency portfolios," Journal of International Money and Finance, Elsevier, vol. 124(C).
    6. Chen, Chih-Nan & Lin, Chien-Hsiu, 2020. "The sources of pricing factors underlying the cross-section of currency returns," The Quarterly Review of Economics and Finance, Elsevier, vol. 77(C), pages 250-265.
    7. Filippou, Ilias & Taylor, Mark P., 2023. "Forward-Looking Policy Rules and Currency Premia," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 58(1), pages 449-483, February.
    8. Liu, Xi & Zhang, Xueyong, 2024. "Geopolitical risk and currency returns," Journal of Banking & Finance, Elsevier, vol. 161(C).
    9. Opie, Wei & Riddiough, Steven J., 2020. "Global currency hedging with common risk factors," Journal of Financial Economics, Elsevier, vol. 136(3), pages 780-805.
    10. Joseph, Byrne & Sakemoto, Ryuta, 2020. "The Conditional Risk and Return Trade-Off on Currency Portfolios," MPRA Paper 99497, University Library of Munich, Germany.
    11. Byrne, Joseph P. & Sakemoto, Ryuta, 2021. "The conditional volatility premium on currency portfolios," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 74(C).
    12. Choi, Jin Ho & Suh, Sangwon, 2021. "A filtered currency carry trade," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
    13. Fan, Zhenzhen & Londono, Juan M. & Xiao, Xiao, 2022. "Equity tail risk and currency risk premiums," Journal of Financial Economics, Elsevier, vol. 143(1), pages 484-503.
    14. Dahlquist, Magnus & Hasseltoft, Henrik, 2020. "Economic momentum and currency returns," Journal of Financial Economics, Elsevier, vol. 136(1), pages 152-167.
    15. Colacito, Riccardo & Riddiough, Steven J. & Sarno, Lucio, 2020. "Business cycles and currency returns," Journal of Financial Economics, Elsevier, vol. 137(3), pages 659-678.
    16. Michał Rubaszek & Joscha Beckmann & Michele Ca’ Zorzi & Marek Kwas, 2025. "Boosting Carry with Equilibrium Exchange Rate Estimates," Open Economies Review, Springer, vol. 36(4), pages 1281-1307, September.
    17. Pasquale Della Corte & Aleksejs Krecetovs, 2024. "Current Account Uncertainty and Currency Premia," Management Science, INFORMS, vol. 70(9), pages 5795-5815, September.
    18. Zhang, Shaojun, 2022. "Dissecting currency momentum," Journal of Financial Economics, Elsevier, vol. 144(1), pages 154-173.
    19. Hutchinson, Mark C. & Kyziropoulos, Panagiotis E. & O'Brien, John & O'Reilly, Philip & Sharma, Tripti, 2022. "Are carry, momentum and value still there in currencies?," International Review of Financial Analysis, Elsevier, vol. 83(C).
    20. Suh, Sangwon, 2019. "Unexploited currency carry trade profit opportunity," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 58(C), pages 236-254.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbfina:v:169:y:2024:i:c:s0378426624002279. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.