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Style investing and return comovement in the cryptocurrency market

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  • Abd Rabbo, Fatima
  • Disli, Mustafa

Abstract

Investors tend to group assets into different categories to simplify their portfolio allocation decisions. Selecting investment styles may involve prioritizing different transaction speeds based on the cryptocurrency market's liquidity. This study explores category-based co-movement in cryptocurrency markets. We employ transaction throughput as a criterion for categorizing cryptocurrencies, a significant indicator of a network's efficiency that could affect investors' sentiment when selecting cryptocurrencies for investment. We find evidence of transaction speed-based habitat among cryptocurrency investors. Our results suggest a more pronounced level of co-movement among cryptocurrencies that exhibit similar transaction speed characteristics. This co-movement is mainly influenced by the movements in returns within portfolios sharing a matching transaction speed category. The robustness of our findings persists across different approaches to data categorization and rebalancing.

Suggested Citation

  • Abd Rabbo, Fatima & Disli, Mustafa, 2025. "Style investing and return comovement in the cryptocurrency market," Research in International Business and Finance, Elsevier, vol. 77(PB).
    • Handle: RePEc:eee:riibaf:v:77:y:2025:i:pb:s0275531925002053
    DOI: 10.1016/j.ribaf.2025.102949
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    1. Disli, Mustafa & Abd Rabbo, Fatima & Leneeuw, Thibault & Nagayev, Ruslan, 2022. "Cryptocurrency comovements and crypto exchange movement: The relocation of Binance," Finance Research Letters, Elsevier, vol. 48(C).
    2. Corbet, Shaen & Lucey, Brian & Yarovaya, Larisa, 2018. "Datestamping the Bitcoin and Ethereum bubbles," Finance Research Letters, Elsevier, vol. 26(C), pages 81-88.
    3. Ciaian, Pavel & Rajcaniova, Miroslava & Kancs, d'Artis, 2018. "Virtual relationships: Short- and long-run evidence from BitCoin and altcoin markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 52(C), pages 173-195.
    4. Anders Stensås & Magnus Frostholm Nygaard & Khine Kyaw & Sirimon Treepongkaruna, 2019. "Can Bitcoin be a diversifier, hedge or safe haven tool?," Cogent Economics & Finance, Taylor & Francis Journals, vol. 7(1), pages 1593072-159, January.
    5. Malcolm Baker & Jeffrey Wurgler, 2007. "Investor Sentiment in the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 21(2), pages 129-152, Spring.
    6. Lei Jiang & Jinyu Liu & Baozhong Yang, 2019. "Communication and Comovement: Evidence from Online Stock Forums," Financial Management, Financial Management Association International, vol. 48(3), pages 805-847, September.
    7. Roger G. Ibbotson & Zhiwu Chen & Daniel Y.-J. Kim & Wendy Y. Hu, 2013. "Liquidity as an Investment Style," Financial Analysts Journal, Taylor & Francis Journals, vol. 69(3), pages 30-44, May.
    8. Cai, Charlie X. & Zhao, Ran, 2024. "Salience theory and cryptocurrency returns," Journal of Banking & Finance, Elsevier, vol. 159(C).
    9. repec:ces:ceswps:_8076 is not listed on IDEAS
    10. Long, Huaigang & Demir, Ender & Będowska-Sójka, Barbara & Zaremba, Adam & Shahzad, Syed Jawad Hussain, 2022. "Is geopolitical risk priced in the cross-section of cryptocurrency returns?," Finance Research Letters, Elsevier, vol. 49(C).
    11. Mensi, Walid & Rehman, Mobeen Ur & Al-Yahyaee, Khamis Hamed & Al-Jarrah, Idries Mohammad Wanas & Kang, Sang Hoon, 2019. "Time frequency analysis of the commonalities between Bitcoin and major Cryptocurrencies: Portfolio risk management implications," The North American Journal of Economics and Finance, Elsevier, vol. 48(C), pages 283-294.
    12. Green, T. Clifton & Hwang, Byoung-Hyoun, 2009. "Price-based return comovement," Journal of Financial Economics, Elsevier, vol. 93(1), pages 37-50, July.
    13. Kumar, Alok & Page, Jeremy K. & Spalt, Oliver G., 2016. "Gambling and Comovement," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 51(1), pages 85-111, February.
    14. Shen, Dehua & Urquhart, Andrew & Wang, Pengfei, 2020. "A three-factor pricing model for cryptocurrencies," Finance Research Letters, Elsevier, vol. 34(C).
    15. Makarov, Igor & Schoar, Antoinette, 2020. "Trading and arbitrage in cryptocurrency markets," LSE Research Online Documents on Economics 100409, London School of Economics and Political Science, LSE Library.
    16. Jia, Boxiang & Goodell, John W. & Shen, Dehua, 2022. "Momentum or reversal: Which is the appropriate third factor for cryptocurrencies?," Finance Research Letters, Elsevier, vol. 45(C).
    17. Stijn Claessens & Yishay Yafeh, 2013. "Comovement of Newly Added Stocks with National Market Indices: Evidence from Around the World," Review of Finance, European Finance Association, vol. 17(1), pages 203-227.
    18. Mbarek, Marouene & Msolli, Badreddine, 2025. "Tokens and cryptocurrencies: Evidence from asymmetric frequency connectedness approach," Research in International Business and Finance, Elsevier, vol. 77(PA).
    19. Gaies, Brahim & Chaâbane, Najeh & Arfaoui, Nadia & Sahut, Jean-Michel, 2024. "On the resilience of cryptocurrencies: A quantile-frequency analysis of bitcoin and ethereum reactions in times of inflation and financial instability," Research in International Business and Finance, Elsevier, vol. 70(PA).
    20. Huang, Yingying & Duan, Kun & Mishra, Tapas, 2021. "Is Bitcoin really more than a diversifier? A pre- and post-COVID-19 analysis," Finance Research Letters, Elsevier, vol. 43(C).
    21. Sobhi Noureldin Ata & Ahmed K. Hassan & Hossam S. Selim & Badry E. Hammad & Hussien M. Abdelhalim & Abeer M. Abdelhalim, 2023. "The Use of Blockchain Technology and Its Reflection in the Financial Performance of Investment Projects Developed by the Ministry of Sports," Economies, MDPI, vol. 11(5), pages 1-19, May.
    22. Louis K.C. Chan & Josef Lakonishok & Bhaskaran Swaminathan, 2007. "Industry Classifications and Return Comovement," Financial Analysts Journal, Taylor & Francis Journals, vol. 63(6), pages 56-70, November.
    23. Weiqian Zhang & Songsong Li & Zhichang Guo & Yizhe Yang, 2023. "A hybrid forecasting model based on deep learning feature extraction and statistical arbitrage methods for stock trading strategies," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 42(7), pages 1729-1749, November.
    24. Oecd, 2018. "Blockchain Technology and Competition Policy," OECD Roundtables on Competition Policy Papers 214, OECD Publishing.
    25. Phillip, Andrew & Chan, Jennifer & Peiris, Shelton, 2019. "On long memory effects in the volatility measure of Cryptocurrencies," Finance Research Letters, Elsevier, vol. 28(C), pages 95-100.
    26. Jegadeesh, Narasimhan & Titman, Sheridan, 1993. "Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency," Journal of Finance, American Finance Association, vol. 48(1), pages 65-91, March.
    27. Huy Pham & Trang Ngoc Doan Tran & Ngoc Thi Thanh Nguyen & Khoa Dang Duong, 2024. "The reversal in the cryptocurrency market before and during the Covid-19 pandemic: Does investor attention matter?," PLOS ONE, Public Library of Science, vol. 19(11), pages 1-23, November.
    28. Brauneis, Alexander & Mestel, Roland & Riordan, Ryan & Theissen, Erik, 2022. "Bitcoin unchained: Determinants of cryptocurrency exchange liquidity," Journal of Empirical Finance, Elsevier, vol. 69(C), pages 106-122.
    29. Anwer, Zaheer & Farid, Saqib & Khan, Ashraf & Benlagha, Noureddine, 2023. "Cryptocurrencies versus environmentally sustainable assets: Does a perfect hedge exist?," International Review of Economics & Finance, Elsevier, vol. 85(C), pages 418-431.
    30. Ruzita Abdul-Rahim & Airil Khalid & Zulkefly Abdul Karim & Mamunur Rashid, 2022. "Exploring the Driving Forces of Stock-Cryptocurrency Comovements during COVID-19 Pandemic: An Analysis Using Wavelet Coherence and Seemingly Unrelated Regression," Mathematics, MDPI, vol. 10(12), pages 1-19, June.
    31. Makarov, Igor & Schoar, Antoinette, 2020. "Trading and arbitrage in cryptocurrency markets," Journal of Financial Economics, Elsevier, vol. 135(2), pages 293-319.
    32. Zaremba, Adam & Bilgin, Mehmet Huseyin & Long, Huaigang & Mercik, Aleksander & Szczygielski, Jan J., 2021. "Up or down? Short-term reversal, momentum, and liquidity effects in cryptocurrency markets," International Review of Financial Analysis, Elsevier, vol. 78(C).
    33. Li, Yi & Urquhart, Andrew & Wang, Pengfei & Zhang, Wei, 2021. "MAX momentum in cryptocurrency markets," International Review of Financial Analysis, Elsevier, vol. 77(C).
    34. Zhang, Wei & Li, Yi & Xiong, Xiong & Wang, Pengfei, 2021. "Downside risk and the cross-section of cryptocurrency returns," Journal of Banking & Finance, Elsevier, vol. 133(C).
    35. Shahzad, Syed Jawad Hussain & Bouri, Elie & Ahmad, Tanveer & Naeem, Muhammad Abubakr & Vo, Xuan Vinh, 2021. "The pricing of bad contagion in cryptocurrencies: A four-factor pricing model," Finance Research Letters, Elsevier, vol. 41(C).
    36. Anoop S Kumar & Taufeeq Ajaz, 2019. "Co-movement in crypto-currency markets: evidences from wavelet analysis," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 5(1), pages 1-17, December.
    37. Alok Kumar & Jeremy K. Page & Oliver G. Spalt, 2013. "Investor Sentiment and Return Comovements: Evidence from Stock Splits and Headquarters Changes," Review of Finance, European Finance Association, vol. 17(3), pages 921-953.
    38. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    39. Kumar, Anoop S. & Anandarao, S., 2019. "Volatility spillover in crypto-currency markets: Some evidences from GARCH and wavelet analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 524(C), pages 448-458.
    40. Broman, Markus S., 2016. "Liquidity, style investing and excess comovement of exchange-traded fund returns," Journal of Financial Markets, Elsevier, vol. 30(C), pages 27-53.
    41. Fan Fang & Carmine Ventre & Michail Basios & Leslie Kanthan & David Martinez-Rego & Fan Wu & Lingbo Li, 2022. "Cryptocurrency trading: a comprehensive survey," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-59, December.
    42. Cagli, Efe Caglar, 2019. "Explosive behavior in the prices of Bitcoin and altcoins," Finance Research Letters, Elsevier, vol. 29(C), pages 398-403.
    43. Liu, Weiyi & Liang, Xuan & Cui, Guowei, 2020. "Common risk factors in the returns on cryptocurrencies," Economic Modelling, Elsevier, vol. 86(C), pages 299-305.
    44. Hu, Yitong & Shen, Dehua & Urquhart, Andrew, 2023. "Attention allocation and cryptocurrency return co-movement: Evidence from the stock market," International Review of Economics & Finance, Elsevier, vol. 88(C), pages 1173-1185.
    45. Ozdamar, Melisa & Sensoy, Ahmet & Akdeniz, Levent, 2022. "Retail vs institutional investor attention in the cryptocurrency market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 81(C).
    46. Bhuiyan, Rubaiyat Ahsan & Husain, Afzol & Zhang, Changyong, 2021. "A wavelet approach for causal relationship between bitcoin and conventional asset classes," Resources Policy, Elsevier, vol. 71(C).
    47. Zhang, Wei & Li, Yi, 2020. "Is idiosyncratic volatility priced in cryptocurrency markets?," Research in International Business and Finance, Elsevier, vol. 54(C).
    48. Chen, Honghui & Singal, Vijay & Whitelaw, Robert F., 2016. "Comovement revisited," Journal of Financial Economics, Elsevier, vol. 121(3), pages 624-644.
    49. An-Sing Chen & Che-Ming Yang, 2021. "Optimal statistical arbitrage trading of Berkshire Hathaway stock and its replicating portfolio," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-22, January.
    50. Disli, Mustafa & Nagayev, Ruslan & Salim, Kinan & Rizkiah, Siti K. & Aysan, Ahmet F., 2021. "In search of safe haven assets during COVID-19 pandemic: An empirical analysis of different investor types," Research in International Business and Finance, Elsevier, vol. 58(C).
    51. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    52. Benjamin Blau & Todd Griffith & Ryan Whitby, 2020. "Comovement in the Cryptocurrency Market," Economics Bulletin, AccessEcon, vol. 40(1), pages 448-455.
    53. Marouene Mbarek & Badreddine Msolli, 2025. "Tokens and cryptocurrencies: Evidence from asymmetric frequency connectedness approach," Post-Print hal-05024252, HAL.
    54. Bong‐Gyu Jang & Hyeng Keun Koo & Hong Liu & Mark Loewenstein, 2007. "Liquidity Premia and Transaction Costs," Journal of Finance, American Finance Association, vol. 62(5), pages 2329-2366, October.
    55. Lin William Cong & Ye Li & Neng Wang, 2021. "Tokenomics: Dynamic Adoption and Valuation [The demand of liquid assets with uncertain lumpy expenditures]," The Review of Financial Studies, Society for Financial Studies, vol. 34(3), pages 1105-1155.
    56. Choi, Sangyup & Shin, Junhyeok, 2022. "Bitcoin: An inflation hedge but not a safe haven," Finance Research Letters, Elsevier, vol. 46(PB).
    57. 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.
    58. Bouri, Elie & Shahzad, Syed Jawad Hussain & Roubaud, David & Kristoufek, Ladislav & Lucey, Brian, 2020. "Bitcoin, gold, and commodities as safe havens for stocks: New insight through wavelet analysis," The Quarterly Review of Economics and Finance, Elsevier, vol. 77(C), pages 156-164.
    59. Yukun Liu & Aleh Tsyvinski & Xi Wu, 2022. "Common Risk Factors in Cryptocurrency," Journal of Finance, American Finance Association, vol. 77(2), pages 1133-1177, April.
    60. Yukun Liu & Aleh Tsyvinski, 2021. "Risks and Returns of Cryptocurrency," The Review of Financial Studies, Society for Financial Studies, vol. 34(6), pages 2689-2727.
    61. Fan Fang & Carmine Ventre & Michail Basios & Leslie Kanthan & Lingbo Li & David Martinez-Regoband & Fan Wu, 2020. "Cryptocurrency Trading: A Comprehensive Survey," Papers 2003.11352, arXiv.org, revised Jan 2022.
    62. Alok Kumar & Charles M.C. Lee, 2006. "Retail Investor Sentiment and Return Comovements," Journal of Finance, American Finance Association, vol. 61(5), pages 2451-2486, October.
    63. Tzouvanas, Panagiotis & Kizys, Renatas & Tsend-Ayush, Bayasgalan, 2020. "Momentum trading in cryptocurrencies: Short-term returns and diversification benefits," Economics Letters, Elsevier, vol. 191(C).
    64. Agyei-Ampomah, Sam & Mazouz, Khelifa, 2011. "The comovement of option listed stocks," Journal of Banking & Finance, Elsevier, vol. 35(8), pages 2056-2069, August.
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    JEL classification:

    • C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General
    • E59 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Other
    • G29 - Financial Economics - - Financial Institutions and Services - - - Other
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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