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The relative importance of competition to contagion: evidence from the digital currency market

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Listed:
  • Peng Xie

    (California State University)

  • Jiming Wu

    (California State University)

  • Hongwei Du

    (California State University)

Abstract

How does the valuation change of an industry leader influence its competitors? Does it induce a competitive effect or a contagion effect? What are the driving forces of such influences? We attempted to answer these questions within digital currency markets. We found that both close and distant competitors against an industry leader experience high competitive effects, while moderate competitors experience high contagion effects. Next, we empirically demonstrated how this U-shaped pattern reduces to a linear relationship depending on the industry concentration. Lastly, we identified eight distinct information categories from a social media platform of the industry leader and compared the influence of the eight information categories on the industry leader’s competitors. Our analysis suggests that the relative importance of the competitive effect to the contagion effect in the industry depends on the category of the information.

Suggested Citation

  • Peng Xie & Jiming Wu & Hongwei Du, 2019. "The relative importance of competition to contagion: evidence from the digital currency market," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 5(1), pages 1-19, December.
  • Handle: RePEc:spr:fininn:v:5:y:2019:i:1:d:10.1186_s40854-019-0156-y
    DOI: 10.1186/s40854-019-0156-y
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    as
    1. Caporale, Guglielmo Maria & Gil-Alana, Luis & Plastun, Alex, 2018. "Persistence in the cryptocurrency market," Research in International Business and Finance, Elsevier, vol. 46(C), pages 141-148.
    2. Sara Saberi & Mahtab Kouhizadeh & Joseph Sarkis & Lejia Shen, 2019. "Blockchain technology and its relationships to sustainable supply chain management," International Journal of Production Research, Taylor & Francis Journals, vol. 57(7), pages 2117-2135, April.
    3. Maurice J. G. Bun & Teresa D. Harrison, 2019. "OLS and IV estimation of regression models including endogenous interaction terms," Econometric Reviews, Taylor & Francis Journals, vol. 38(7), pages 814-827, August.
    4. Sanjiv R. Das & Mike Y. Chen, 2007. "Yahoo! for Amazon: Sentiment Extraction from Small Talk on the Web," Management Science, INFORMS, vol. 53(9), pages 1375-1388, September.
    5. Joshua D. Coval & Tyler Shumway, 2005. "Do Behavioral Biases Affect Prices?," Journal of Finance, American Finance Association, vol. 60(1), pages 1-34, February.
    6. Omane-Adjepong, Maurice & Alagidede, Imhotep Paul, 2019. "Multiresolution analysis and spillovers of major cryptocurrency markets," Research in International Business and Finance, Elsevier, vol. 49(C), pages 191-206.
    7. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    8. Hung‐Chia Hsu & Adam V. Reed & Jörg Rocholl, 2010. "The New Game in Town: Competitive Effects of IPOs," Journal of Finance, American Finance Association, vol. 65(2), pages 495-528, April.
    9. Sinan Aral & Christos Nicolaides, 2017. "Exercise contagion in a global social network," Nature Communications, Nature, vol. 8(1), pages 1-8, April.
    10. Antonakakis, Nikolaos & Chatziantoniou, Ioannis & Gabauer, David, 2019. "Cryptocurrency market contagion: Market uncertainty, market complexity, and dynamic portfolios," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 61(C), pages 37-51.
    11. Brian H. Boyer, 2011. "Style‐Related Comovement: Fundamentals or Labels?," Journal of Finance, American Finance Association, vol. 66(1), pages 307-332, February.
    12. Otchere, Isaac, 2007. "Does the response of competitors to privatization announcements reflect competitive or industry-wide information effects? International evidence," Journal of Empirical Finance, Elsevier, vol. 14(4), pages 523-545, September.
    13. Thorsten Beck & Asli Demirgüç‐Kunt & Vojislav Maksimovic, 2005. "Financial and Legal Constraints to Growth: Does Firm Size Matter?," Journal of Finance, American Finance Association, vol. 60(1), pages 137-177, February.
    14. Angela K. Davis & Jeremy M. Piger & Lisa M. Sedor, 2012. "Beyond the Numbers: Measuring the Information Content of Earnings Press Release Language," Contemporary Accounting Research, John Wiley & Sons, vol. 29(3), pages 845-868, September.
    15. Bouri, Elie & Shahzad, Syed Jawad Hussain & Roubaud, David, 2019. "Co-explosivity in the cryptocurrency market," Finance Research Letters, Elsevier, vol. 29(C), pages 178-183.
    16. Pakes, Ariel & Ericson, Richard, 1998. "Empirical Implications of Alternative Models of Firm Dynamics," Journal of Economic Theory, Elsevier, vol. 79(1), pages 1-45, March.
    17. Seshadri Tirunillai & Gerard J. Tellis, 2012. "Does Chatter Really Matter? Dynamics of User-Generated Content and Stock Performance," Marketing Science, INFORMS, vol. 31(2), pages 198-215, March.
    18. Sheng-Syan Chen & Kim Wai Ho & Kueh Hwa Ik, 2005. "The Wealth Effect of New Product Introductions on Industry Rivals," The Journal of Business, University of Chicago Press, vol. 78(3), pages 969-996, May.
    19. Paul C. Tetlock & Maytal Saar‐Tsechansky & Sofus Macskassy, 2008. "More Than Words: Quantifying Language to Measure Firms' Fundamentals," Journal of Finance, American Finance Association, vol. 63(3), pages 1437-1467, June.
    20. Zhang, Huanhuan & Kou, Gang & Peng, Yi, 2019. "Soft consensus cost models for group decision making and economic interpretations," European Journal of Operational Research, Elsevier, vol. 277(3), pages 964-980.
    21. Laura E. Kodres & Matthew Pritsker, 2002. "A Rational Expectations Model of Financial Contagion," Journal of Finance, American Finance Association, vol. 57(2), pages 769-799, April.
    22. R. Elliott & Michael Highfield & Mark Schaub, 2006. "Contagion or Competition: Going Concern Audit Opinions for Real Estate Firms," The Journal of Real Estate Finance and Economics, Springer, vol. 32(4), pages 435-448, June.
    23. Slovin, Myron B. & Sushka, Marie E. & Polonchek, John A., 1999. "An analysis of contagion and competitive effects at commercial banks," Journal of Financial Economics, Elsevier, vol. 54(2), pages 197-225, October.
    24. Xueming Luo & Jie Zhang & Wenjing Duan, 2013. "Social Media and Firm Equity Value," Information Systems Research, INFORMS, vol. 24(1), pages 146-163, March.
    25. Gayle R. Erwin & James M. Miller, 1998. "The Intra-Industry Effects Of Open Market Share Repurchases: Contagion Or Competitive?," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 21(4), pages 389-406, December.
    26. Paul C. Tetlock, 2007. "Giving Content to Investor Sentiment: The Role of Media in the Stock Market," Journal of Finance, American Finance Association, vol. 62(3), pages 1139-1168, June.
    27. repec:bla:jfinan:v:59:y:2004:i:3:p:1259-1294 is not listed on IDEAS
    28. Akhigbe, Aigbe & Martin, Anna D., 2000. "Information-signaling and competitive effects of foreign acquisitions in the US," Journal of Banking & Finance, Elsevier, vol. 24(8), pages 1307-1321, August.
    29. Aigbe Akhigbe & Jeff Madura & Anna Martin, 2015. "Intra-industry effects of negative stock price surprises," Review of Quantitative Finance and Accounting, Springer, vol. 45(3), pages 541-559, October.
    30. Brenner, Menachem & Pasquariello, Paolo & Subrahmanyam, Marti, 2009. "On the Volatility and Comovement of U.S. Financial Markets around Macroeconomic News Announcements," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 44(6), pages 1265-1289, December.
    31. Tim Loughran & Bill Mcdonald, 2011. "When Is a Liability Not a Liability? Textual Analysis, Dictionaries, and 10‐Ks," Journal of Finance, American Finance Association, vol. 66(1), pages 35-65, February.
    32. Connolly, Robert A. & Wang, F. Albert, 2003. "International equity market comovements: Economic fundamentals or contagion?," Pacific-Basin Finance Journal, Elsevier, vol. 11(1), pages 23-43, January.
    33. Rajshree Agarwal & David B. Audretsch, 2001. "Does Entry Size Matter? The Impact of the Life Cycle and Technology on Firm Survival," Journal of Industrial Economics, Wiley Blackwell, vol. 49(1), pages 21-43, March.
    34. Hailiang Chen & Prabuddha De & Yu (Jeffrey) Hu & Byoung-Hyoun Hwang, 2014. "Wisdom of Crowds: The Value of Stock Opinions Transmitted Through Social Media," The Review of Financial Studies, Society for Financial Studies, vol. 27(5), pages 1367-1403.
    35. David H. Solomon, 2012. "Selective Publicity and Stock Prices," Journal of Finance, American Finance Association, vol. 67(2), pages 599-638, April.
    36. Albert S. Kyle & Wei Xiong, 2001. "Contagion as a Wealth Effect," Journal of Finance, American Finance Association, vol. 56(4), pages 1401-1440, August.
    37. Li, Jingming & Li, Nianping & Peng, Jinqing & Cui, Haijiao & Wu, Zhibin, 2019. "Energy consumption of cryptocurrency mining: A study of electricity consumption in mining cryptocurrencies," Energy, Elsevier, vol. 168(C), pages 160-168.
    38. Oranee Tawatnuntachai & Ranjan D'Mello, 2002. "Intra‐Industry Reactions to Stock Split Announcements," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 25(1), pages 39-57, March.
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    2. Qing Shi & Xiaoqi Sun, 2020. "A Scientometric Review of Digital Currency and Electronic Payment Research: A Network Perspective," Complexity, Hindawi, vol. 2020, pages 1-17, November.

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