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The impact of central bank digital currency variation on firm's implied volatility

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  • Lee, Chien-Chiang
  • Wang, Chih-Wei
  • Hsieh, Hsin-Yi
  • Chen, Wen-Ling

Abstract

The paper investigates whether a firm's implied volatility is affected by the volatility of central bank digital currencies. Our sample covers 2853 listed companies in the United States from 2014 to 2018. First, we find the variation of central bank digital currency has a positive impact on a firm’s implied volatility. Second, the healthier firms’ conditions can reduce the relationship between central bank digital currency variation and a firm’s implied volatility. Third, the positive relation between central bank digital currency and firm’s implied volatility still exists in investment-grade, speculative-grade, and unrated firms. Finally, to eliminate the endogeneity problem, we adopt simultaneous equation models (SEM) and find our results are still robust after excluding endogenous concerns. Our research provides a reminder for corporate managers and new implications for policymakers.

Suggested Citation

  • Lee, Chien-Chiang & Wang, Chih-Wei & Hsieh, Hsin-Yi & Chen, Wen-Ling, 2023. "The impact of central bank digital currency variation on firm's implied volatility," Research in International Business and Finance, Elsevier, vol. 64(C).
  • Handle: RePEc:eee:riibaf:v:64:y:2023:i:c:s0275531923000041
    DOI: 10.1016/j.ribaf.2023.101878
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    as
    1. Matkovskyy, Roman & Jalan, Akanksha & Dowling, Michael, 2020. "Effects of economic policy uncertainty shocks on the interdependence between Bitcoin and traditional financial markets," The Quarterly Review of Economics and Finance, Elsevier, vol. 77(C), pages 150-155.
    2. Anton Astakhov & Tomas Havranek & Jiri Novak, 2019. "Firm Size And Stock Returns: A Quantitative Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 33(5), pages 1463-1492, December.
    3. Pavel Ciaian & Miroslava Rajcaniova & d’Artis Kancs, 2016. "The economics of BitCoin price formation," Applied Economics, Taylor & Francis Journals, vol. 48(19), pages 1799-1815, April.
    4. Liu, Min & Lee, Chien-Chiang, 2021. "Capturing the dynamics of the China crude oil futures: Markov switching, co-movement, and volatility forecasting," Energy Economics, Elsevier, vol. 103(C).
    5. Marie Briere & Kim Oosterlinck & Ariane Szafarz, 2015. "Virtual Currency, Tangible Return: Portfolio Diversification with Bitcoins," Post-Print CEB, ULB -- Universite Libre de Bruxelles, vol. 16(6), pages 365-373.
    6. Min Liu & Wei‐Chong Choo & Chi‐Chuan Lee & Chien‐Chiang Lee, 2023. "Trading volume and realized volatility forecasting: Evidence from the China stock market," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 42(1), pages 76-100, January.
    7. Hui, Cho-Hoi & Lo, Chi-Fai & Chau, Po-Hon & Wong, Andrew, 2020. "Does Bitcoin behave as a currency?: A standard monetary model approach," International Review of Financial Analysis, Elsevier, vol. 70(C).
    8. May Xiaoyan Bao & Matthew T. Billett & David B. Smith & Emre Unlu, 2020. "Does Other Comprehensive Income Volatility Influence Credit Risk and the Cost of Debt?," Contemporary Accounting Research, John Wiley & Sons, vol. 37(1), pages 457-484, March.
    9. Bhandari, Laxmi Chand, 1988. " Debt/Equity Ratio and Expected Common Stock Returns: Empirical Evidence," Journal of Finance, American Finance Association, vol. 43(2), pages 507-528, June.
    10. Michael D. Bordo & Andrew T. Levin, 2017. "Central Bank Digital Currency and the Future of Monetary Policy," NBER Working Papers 23711, National Bureau of Economic Research, Inc.
    11. Iván Alfaro & Nicholas Bloom & Xiaoji Lin, 2024. "The Finance Uncertainty Multiplier," Journal of Political Economy, University of Chicago Press, vol. 132(2), pages 577-615.
    12. Davoodalhosseini, Seyed Mohammadreza, 2022. "Central bank digital currency and monetary policy," Journal of Economic Dynamics and Control, Elsevier, vol. 142(C).
    13. Hsieh, Meng-Fen & Lee, Chien-Chiang & Lin, Yi-Ching, 2022. "New evidence on liquidity creation and bank capital: The roles of liquidity and political risk," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 778-794.
    14. Chakraborty, Indraneel & Gantchev, Nickolay, 2013. "Does shareholder coordination matter? Evidence from private placements," Journal of Financial Economics, Elsevier, vol. 108(1), pages 213-230.
    15. Wang, Chih-Wei & Chiu, Wan-Chien & Peña, Juan Ignacio, 2017. "Effect of rollover risk on default risk: Evidence from bank financing," International Review of Financial Analysis, Elsevier, vol. 54(C), pages 130-143.
    16. Ahmed, Walid M.A., 2021. "Stock market reactions to upside and downside volatility of Bitcoin: A quantile analysis," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
    17. Urquhart, Andrew & Zhang, Hanxiong, 2019. "Is Bitcoin a hedge or safe haven for currencies? An intraday analysis," International Review of Financial Analysis, Elsevier, vol. 63(C), pages 49-57.
    18. An, Heng (Hunter) & Chan, Kam C., 2008. "Credit ratings and IPO pricing," Journal of Corporate Finance, Elsevier, vol. 14(5), pages 584-595, December.
    19. Bushee, BJ & Noe, CF, 2000. "Corporate disclosure practices, institutional investors, and stock return volatility," Journal of Accounting Research, Wiley Blackwell, vol. 38, pages 171-202.
    20. Aivazian, Varouj A. & Ge, Ying & Qiu, Jiaping, 2005. "The impact of leverage on firm investment: Canadian evidence," Journal of Corporate Finance, Elsevier, vol. 11(1-2), pages 277-291, March.
    21. Wan‐Chien Chiu & Chih‐Wei Wang & Juan Ignacio Peña, 2018. "Does the source of debt financing affect default risk?," Review of Financial Economics, John Wiley & Sons, vol. 36(3), pages 232-251, July.
    22. Wan†Chien Chiu & Juan Ignacio Peña & Chih†Wei Wang, 2015. "Measuring Systemic Risk: Common Factor Exposures and Tail Dependence Effects," European Financial Management, European Financial Management Association, vol. 21(5), pages 833-866, November.
    23. Chi, Jianxin Daniel & Su, Xunhua, 2017. "The Dynamics of Performance Volatility and Firm Valuation," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(1), pages 111-142, February.
    24. Wang, Chih-Wei & Chiu, Wan-Chien, 2019. "Effect of short-term debt on default risk: Evidence from Pacific Basin countries," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    25. Chiu, Wan-Chien & Wang, Chih-Wei, 2019. "Rollover risk and cost of bank debt: The role of family-control ownership," Pacific-Basin Finance Journal, Elsevier, vol. 53(C), pages 362-378.
    26. Chiu, Wan-Chien & Peña, Juan Ignacio & Wang, Chih-Wei, 2015. "Industry characteristics and financial risk contagion," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 411-427.
    27. Zhu, Chen & Lee, Chien-Chiang, 2022. "The effects of low-carbon pilot policy on technological innovation: Evidence from prefecture-level data in China," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    28. Ding, Shusheng & Cui, Tianxiang & Wu, Xiangling & Du, Min, 2022. "Supply chain management based on volatility clustering: The effect of CBDC volatility," Research in International Business and Finance, Elsevier, vol. 62(C).
    29. Lucey, Brian M. & Vigne, Samuel A. & Yarovaya, Larisa & Wang, Yizhi, 2022. "The cryptocurrency uncertainty index," Finance Research Letters, Elsevier, vol. 45(C).
    30. Wang, Chih-Wei & Lee, Chien-Chiang & Chen, Ming-Chien, 2022. "The effects of economic policy uncertainty and country governance on banks' liquidity creation: International evidence," Pacific-Basin Finance Journal, Elsevier, vol. 71(C).
    31. Tie‐Ying Liu & Chien‐Chiang Lee, 2022. "Exchange rate fluctuations and interest rate policy," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(3), pages 3531-3549, July.
    32. Taylor, Stephen J. & Yadav, Pradeep K. & Zhang, Yuanyuan, 2010. "The information content of implied volatilities and model-free volatility expectations: Evidence from options written on individual stocks," Journal of Banking & Finance, Elsevier, vol. 34(4), pages 871-881, April.
    33. Lee, Chien-Chiang & Yuan, Zihao & Lee, Chi-Chuan & Chang, Yu-Fang, 2022. "The impact of renewable energy technology innovation on energy poverty: Does climate risk matter?," Energy Economics, Elsevier, vol. 116(C).
    34. Elsayed, Ahmed H. & Nasir, Muhammad Ali, 2022. "Central bank digital currencies: An agenda for future research," Research in International Business and Finance, Elsevier, vol. 62(C).
    35. Bhaskar, Ratikant & Hunjra, Ahmed Imran & Bansal, Shashank & Pandey, Dharen Kumar, 2022. "Central Bank Digital Currencies: Agendas for future research," Research in International Business and Finance, Elsevier, vol. 62(C).
    36. López-Cabarcos, M. Ángeles & Pérez-Pico, Ada M. & Piñeiro-Chousa, Juan & Šević, Aleksandar, 2021. "Bitcoin volatility, stock market and investor sentiment. Are they connected?," Finance Research Letters, Elsevier, vol. 38(C).
    37. Lang, Larry H P & Stulz, Rene M, 1994. "Tobin's q, Corporate Diversification, and Firm Performance," Journal of Political Economy, University of Chicago Press, vol. 102(6), pages 1248-1280, December.
    38. Dyhrberg, Anne Haubo, 2016. "Bitcoin, gold and the dollar – A GARCH volatility analysis," Finance Research Letters, Elsevier, vol. 16(C), pages 85-92.
    39. Akyildirim, Erdinc & Corbet, Shaen & Lucey, Brian & Sensoy, Ahmet & Yarovaya, Larisa, 2020. "The relationship between implied volatility and cryptocurrency returns," Finance Research Letters, Elsevier, vol. 33(C).
    40. Gronwald, Marc, 2019. "Is Bitcoin a Commodity? On price jumps, demand shocks, and certainty of supply," Journal of International Money and Finance, Elsevier, vol. 97(C), pages 86-92.
    41. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088, March.
    42. Wen, Huwei & Zhong, Qiming & Lee, Chien-Chiang, 2022. "Digitalization, competition strategy and corporate innovation: Evidence from Chinese manufacturing listed companies," International Review of Financial Analysis, Elsevier, vol. 82(C).
    43. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088.
    44. Ben Fung & Hanna Halaburda, 2016. "Central Bank Digital Currencies: A Framework for Assessing Why and How," Discussion Papers 16-22, Bank of Canada.
    45. Duffee, Gregory R., 1995. "Stock returns and volatility A firm-level analysis," Journal of Financial Economics, Elsevier, vol. 37(3), pages 399-420, March.
    46. Baur, Dirk G. & Hong, KiHoon & Lee, Adrian D., 2018. "Bitcoin: Medium of exchange or speculative assets?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 54(C), pages 177-189.
    47. Chiu, Wan-Chien & Wang, Chih-Wei & Peña, Juan Ignacio, 2016. "Tail risk spillovers and corporate cash holdings," Journal of Multinational Financial Management, Elsevier, vol. 36(C), pages 30-48.
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    Cited by:

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    More about this item

    Keywords

    Central bank digital currency; Implied volatility; Simultaneous equation models;
    All these keywords.

    JEL classification:

    • G34 - Financial Economics - - Corporate Finance and Governance - - - Mergers; Acquisitions; Restructuring; Corporate Governance
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • E42 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Monetary Sytsems; Standards; Regimes; Government and the Monetary System

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