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Estimation of Exchange Rate Exposure in the Presence of Cross-sectional Dependence

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  • Alison Claudia Diaz
  • Shamil M. Al-Islam

Abstract

This article investigates exchange rate exposure (at the firm level and overall) of 211 non-financial firms to four major currencies across two overlapping sample periods employing both static (OLS) and dynamic (ARDL, CS-ARDL) estimation techniques. A novel model specification (model 2) replaces market return with cross-sectional average return in model 1, the conventional specification, to find relatively more efficient estimates, mitigating cross-sectional dependence (CSD) in most cases. OLS finds a highest of 14.7% firms to Rupee, whereas ARDL finds a highest of 13.2.% firms to Rupee and Yuan contemporaneously exposed in the full-sample and pre-covid period, respectively. ARDL detects lagged exposure in all cases with a smaller number of firms exposed in subsequent lags. Positive exposure to Dollar (USD) in most cases, and a larger number of firms exposed to Yuan and Rupee in the full-sample period (which includes the COVID-19 and Russia–Ukraine war) are detected. Overall, contemporaneous exposure detected by pooled OLS finds the least, followed by CS-ARDL long-run estimates, with short-run CS-ARDL detecting the highest number of cases (in both periods, model 2 detects no exposure in the full-sample period like OLS estimates). While lagged exposure is detected under model 1 to all currencies, model 2 detects no lagged exposure in any case.

Suggested Citation

  • Alison Claudia Diaz & Shamil M. Al-Islam, 2025. "Estimation of Exchange Rate Exposure in the Presence of Cross-sectional Dependence," Journal of South Asian Development, , vol. 20(3), pages 306-331, December.
  • Handle: RePEc:sae:soudev:v:20:y:2025:i:3:p:306-331
    DOI: 10.1177/09731741251370509
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    References listed on IDEAS

    as
    1. Lin, Chien-Hsiu, 2011. "Exchange rate exposure in the Asian emerging markets," Journal of Multinational Financial Management, Elsevier, vol. 21(4), pages 224-238, October.
    2. Chang, Yuanchen, 2002. "The pricing of foreign exchange risk around the Asian financial crisis: evidence from Taiwan's stock market," Journal of Multinational Financial Management, Elsevier, vol. 12(3), pages 223-238, July.
    3. Mohsen Bahmani-Oskooee & Sujata Saha, 2017. "Asymmetric response of the US–India trade balance to exchange rate changes: Evidence from 68 industries," The World Economy, Wiley Blackwell, vol. 40(10), pages 2226-2254, October.
    4. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    5. repec:eme:mfppss:v:33:y:2007:i:9:p:642-666 is not listed on IDEAS
    6. Doidge, Craig & Griffin, John & Williamson, Rohan, 2006. "Measuring the economic importance of exchange rate exposure," Journal of Empirical Finance, Elsevier, vol. 13(4-5), pages 550-576, October.
    7. Bernard, Vl, 1987. "Cross-Sectional Dependence And Problems In Inference In Market-Based Accounting Research," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 25(1), pages 1-48.
    8. Jongmoo Jay Choi & Anita Mehra Prasad, 1995. "Exchange Risk Sensitivity and Its Determinants: A Firm and Industry Analysis of U.S. Multinationals," Financial Management, Financial Management Association, vol. 24(3), Fall.
    9. Abdul Rashid & Shahid Mahmood Waqar, 2017. "Exchange rate fluctuations, firm size, and export behavior: an empirical investigation," Small Business Economics, Springer, vol. 49(3), pages 609-625, October.
    10. M. Hashem Pesaran & Yimeng Xie, 2021. "A Bias-Corrected CD Test for Error Cross-Sectional Dependence in Panel Data Models with Latent Factors," CESifo Working Paper Series 9234, CESifo.
    11. A. Kanagaraj & Ekta Sikarwar, 2011. "A Firm Level Analysis of the Exchange Rate Exposure of Indian Firms," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 1(4), pages 1-7.
    12. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    13. Bartram, Sohnke M., 2004. "Linear and nonlinear foreign exchange rate exposures of German nonfinancial corporations," Journal of International Money and Finance, Elsevier, vol. 23(4), pages 673-699, June.
    14. Ghouse, Ghulam & Khan, Saud Ahmed & Rehman, Atiq Ur, 2018. "ARDL model as a remedy for spurious regression: problems, performance and prospectus," MPRA Paper 83973, University Library of Munich, Germany.
    15. Dominguez, Kathryn M.E. & Tesar, Linda L., 2006. "Exchange rate exposure," Journal of International Economics, Elsevier, vol. 68(1), pages 188-218, January.
    16. Fatemi, Ali M. & Tavakkol, Amir & Dukas, Stephen P., 1996. "Foreign exchange exposure and the pricing of exchange rate risk," Global Finance Journal, Elsevier, vol. 7(2), pages 169-189.
    17. Zeqiraj, Veton & Sohag, Kazi & Soytas, Ugur, 2020. "Stock market development and low-carbon economy: The role of innovation and renewable energy," Energy Economics, Elsevier, vol. 91(C).
    18. M. Hashem Pesaran, 2015. "Testing Weak Cross-Sectional Dependence in Large Panels," Econometric Reviews, Taylor & Francis Journals, vol. 34(6-10), pages 1089-1117, December.
    19. Muller, Aline & Verschoor, Willem F.C., 2006. "Asymmetric foreign exchange risk exposure: Evidence from U.S. multinational firms," Journal of Empirical Finance, Elsevier, vol. 13(4-5), pages 495-518, October.
    20. Bahmani-Oskooee, Mohsen & Saha, Sujata, 2016. "Do exchange rate changes have symmetric or asymmetric effects on stock prices?," Global Finance Journal, Elsevier, vol. 31(C), pages 57-72.
    21. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    22. Mitra, Rajarshi, 2017. "Stock market and foreign exchange market integration in South Africa," World Development Perspectives, Elsevier, vol. 6(C), pages 32-34.
    23. Blomquist, Johan & Westerlund, Joakim, 2013. "Testing slope homogeneity in large panels with serial correlation," Economics Letters, Elsevier, vol. 121(3), pages 374-378.
    24. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    25. Rafael E. De Hoyos & Vasilis Sarafidis, 2006. "Testing for cross-sectional dependence in panel-data models," Stata Journal, StataCorp LLC, vol. 6(4), pages 482-496, December.
    26. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    27. Bodnar, Gordon M. & Gentry, William M., 1993. "Exchange rate exposure and industry characteristics: evidence from Canada, Japan, and the USA," Journal of International Money and Finance, Elsevier, vol. 12(1), pages 29-45, February.
    28. Peter C. B. Phillips & Donggyu Sul, 2003. "Dynamic panel estimation and homogeneity testing under cross section dependence *," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 217-259, June.
    29. Bartov, Eli & Bodnar, Gordon M, 1994. "Firm Valuation, Earnings Expectations, and the Exchange-Rate Exposure Effect," Journal of Finance, American Finance Association, vol. 49(5), pages 1755-1785, December.
    30. Ajayi, Richard A. & Friedman, Joseph & Mehdian, Seyed M., 1998. "On the relationship between stock returns and exchange rates: Tests of granger causality," Global Finance Journal, Elsevier, vol. 9(2), pages 241-251.
    31. Hajra Ihsan & Abdul Rashid & Anam Naz, 2018. "Exchange Rate Exposure and Firm Value: An Assessment of Domestic Versus Multinational Firms," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 23(1), pages 51-77, Jan-June.
    32. Chue, Timothy K. & Cook, David, 2008. "Emerging market exchange rate exposure," Journal of Banking & Finance, Elsevier, vol. 32(7), pages 1349-1362, July.
    33. Jorion, Philippe, 1990. "The Exchange-Rate Exposure of U.S. Multinationals," The Journal of Business, University of Chicago Press, vol. 63(3), pages 331-345, July.
    34. Zubeiru Salifu & Kofi A. Osei & Charles K.D. Adjasi, 2007. "Foreign exchange risk exposure of listed companies in Ghana," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 8(4), pages 380-393, August.
    35. Zubeiru Salifu & Kofi A. Osei & Charles K.D. Adjasi, 2007. "Foreign exchange risk exposure of listed companies in Ghana," Journal of Risk Finance, Emerald Group Publishing, vol. 8(4), pages 380-393, August.
    36. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    37. Ülkü, Numan & Demirci, Ebru, 2012. "Joint dynamics of foreign exchange and stock markets in emerging Europe," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(1), pages 55-86.
    38. John A. Doukas & Patricia H. Hall & Larry H. P. Lang, 2003. "Exchange Rate Exposure at the Firm and Industry Level," Financial Markets, Institutions & Instruments, John Wiley & Sons, vol. 12(5), pages 291-346, December.
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