Research article

Exploration of multiple asset investment opportunities based on pair trading

  • Published: 09 December 2025
  • JEL Codes: C32, C58, G11, G12

  • The financial literature on pair trading shows that Johansen's methodology is the most consistent for finding long-term cointegrated assets. Previous work has either looked for cointegrating relationships of total assets when it was feasible to identify them or has only analyzed pairwise relationships. We present a bottom-up analysis of the possible cointegrating relationships among assets to search for the most profitable strategies. On monthly prices of stocks (Eurostosxx-50), we find that cointegration relationships go beyond two assets, have volatile behavior, and different terms. Both short-term and long-term investments show returns higher than the benchmark index.

    Citation: Mariano González-Sánchez, Juan M. Nave Pineda, Javier Ruiz Rincón. Exploration of multiple asset investment opportunities based on pair trading[J]. Quantitative Finance and Economics, 2025, 9(4): 912-932. doi: 10.3934/QFE.2025032

    Related Papers:

  • The financial literature on pair trading shows that Johansen's methodology is the most consistent for finding long-term cointegrated assets. Previous work has either looked for cointegrating relationships of total assets when it was feasible to identify them or has only analyzed pairwise relationships. We present a bottom-up analysis of the possible cointegrating relationships among assets to search for the most profitable strategies. On monthly prices of stocks (Eurostosxx-50), we find that cointegration relationships go beyond two assets, have volatile behavior, and different terms. Both short-term and long-term investments show returns higher than the benchmark index.



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    [1] Bağci M, Soylu PK (2024) Classification of the optimal rebalancing frequency for pairs trading using machine learning techniques. Borsa Istanb Rev 24: 83–90. https://doi.org/10.1016/j.bir.2024.12.004 doi: 10.1016/j.bir.2024.12.004
    [2] Bilgili F (1998) Stationarity and cointegration tests: Comparison of Engle-Granger and Johansen methodologies. MPRA Paper 75967, University Library of Munich. Available from: https://mpra.ub.uni-muenchen.de/75967/.
    [3] Bondarenko O (2003) Statistical Arbitrage and Securities Prices. Rev Financ Stud 16: 875–919. https://doi.org/10.1093/rfs/hhg016 doi: 10.1093/rfs/hhg016
    [4] Bowen D, Hutchinson MC, O'Sullivan N (2010) Frequency Equity Pairs Trading: Transaction Costs, Speed of Execution, and Patterns in Returns. J Trading 5: 31–38. https://doi.org/10.3905/jot.2010.5.3.031 doi: 10.3905/jot.2010.5.3.031
    [5] Cavaliere G, Rahbek A, Taylor AMR (2010) Cointegrarion rank testing under conditional heteroskedasticity. Econom Theory 26: 1719–1760. https://doi.org/10.1017/S0266466609990776 doi: 10.1017/S0266466609990776
    [6] Chan F (2013) Stationarity and cointegration tests: Comparison of Engle-Granger and Johansen methodologies. SSRN Working Paper number 2223753. https://doi.org/10.2139/ssrn.2223753
    [7] Chen HJ, Chen SJ, Chen Z, et al. (2019) Empirical Investigation of an Equity Pairs Trading Strategy. Manage Sci 65: 370–389. https://doi.org/10.1287/mnsc.2017.2825 doi: 10.1287/mnsc.2017.2825
    [8] Doornik JA (1998) Approximations to the Asymptotic Distribution of Cointegration Tests. J Econ Surv 12:573–593. https://doi.org/10.1111/1467-6419.00068 doi: 10.1111/1467-6419.00068
    [9] Elliott RJ, Van Der Hoek J, Malcolm WP(2005) Pairs trading. Quant Financ 5: 271–276. https://doi.org/10.1080/14697680500149370 doi: 10.1080/14697680500149370
    [10] Engle RF, Granger CWJ (1987) Co-Integration and Error Correction: Representation, Estimation, and Testing. Econometrica 55: 251–275. https://doi.org/10.2307/1913236 doi: 10.2307/1913236
    [11] Ferré M, Hall SG (2002) Foreign exchange market efficiency and cointegration. Appl Financ Econ 12: 131–139. https://doi.org/10.1080/09603100110090055 doi: 10.1080/09603100110090055
    [12] Ferré M (2004) The Johansen Test and the Transitivity Property. Econ Bull 3: 1–7.
    [13] Gatev E, Goetzmann WN, Rouwenhorst KG (2006) Pairs Trading: Performance of a Relative-Value Arbitrage Rule. Rev Financ Stud 19: 797–827. https://doi.org/10.1093/rfs/hhj020 doi: 10.1093/rfs/hhj020
    [14] Haddad GK, Talebi H (2023) The profitability of pair trading strategy in stock markets: Evidence from Toronto stock exchange. Int J Financ Econ 28: 193–207. https://doi.org/10.1002/ijfe.2415 doi: 10.1002/ijfe.2415
    [15] Hanson TA, Hall J (2012) Statistical Arbitrage Trading Strategies and High Frequency Trading. Working Paper number 2147012, SSRN. https://doi.org/10.2139/ssrn.2147012
    [16] Hogan S, Jarrow R, Teo M, et al. (2004) Testing market efficiency using statistical arbitrage with applications to momentum and value strategies. J Financ Econ 73: 525–565. https://doi.org/10.1016/j.jfineco.2003.10.004 doi: 10.1016/j.jfineco.2003.10.004
    [17] Johansen S (1991) Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models. Econometrica 59: 1551–1580. https://doi.org/10.2307/2938278 doi: 10.2307/2938278
    [18] Kim K (2003) Dollar exchange rate and stock price: evidence from multivariate cointegration and error correction model. Rev Financ Econ 12: 301–313. https://doi.org/10.1016/S1058-3300(03)00026-0 doi: 10.1016/S1058-3300(03)00026-0
    [19] Krauss C, Stübinger J (2017) Non-linear dependence modelling with bivariate copulas: statistical arbitrage pairs trading on the S & P 100. Appl Econ 49: 1–18. https://doi.org/10.1080/00036846.2017.1305097 doi: 10.1080/00036846.2017.1305097
    [20] Krauss K (2017) Statistical arbitrage pairs trading strategies: Review and outlook. J Econ Surv 31: 513–545. https://doi.org/10.1111/joes.12153 doi: 10.1111/joes.12153
    [21] Korniejczuk A, Ślepaczuk R (2024) Statistical arbitrage in multi-pair trading strategy based on graph clustering algorithms in US equities market. https://arXiv.org/abs/2406.10695
    [22] Kurita T (2013) Exploring the Impact of Multivariate GARCH Innovations on Hypothesis Testing for Cointegrating Vectors. Commun Stat Simul C 42: 1785–1800. https://doi.org/10.1080/03610918.2012.677920 doi: 10.1080/03610918.2012.677920
    [23] Lee H, Lee J, Im K (2015) More powerful cointegration tests with non-normal errors. Stud Nonlinear Dyn Econom 19: 397–413. https://doi.org/10.1515/snde-2013-0060 doi: 10.1515/snde-2013-0060
    [24] Lee H, Hur M (2021) Non-normal errors or nonlinearity? Performance of unit root tests. Appl Econ 53: 6094–6103. https://doi.org/10.1080/00036846.2021.1937038 doi: 10.1080/00036846.2021.1937038
    [25] Östermark R (2001) Multivariate cointegration analysis of the Finnish-Japanese stock markets. Eur J Oper Res 134: 498–507. https://doi.org/10.1016/S0377-2217(00)00272-1 doi: 10.1016/S0377-2217(00)00272-1
    [26] Perlin M (2007) M of a Kind: A Multivariate Approach at Pairs Trading. Working paper 952782, SSRN. https://doi.org/10.2139/ssrn.952782
    [27] Rad H, Low RKY, Faff R (2016) The profitability of pairs trading strategies: distance, cointegration and copula methods. Quant Financ 16: 1541–1558. https://doi.org/10.1080/14697688.2016.1164337 doi: 10.1080/14697688.2016.1164337
    [28] Ramos-Requena JP, Trinidad-Segovia JE, Sánchez-Granero MA (2017) Introducing Hurst exponent in pair trading Physica A 488: 39–45. https://doi.org/10.1016/j.physa.2017.06.032
    [29] Ramos Jungblut J (2024) Multivariate Cointegration in Statistical Arbitrage. Working Paper number 4906546, SSRN. https://doi.org/10.2139/ssrn.4906546
    [30] Sheng HC, Tu AH (2000) A study of cointegration and variance decomposition among national equity indices before and during the period of the Asian financial crisis. J Multinatl Financ Manag 10: 345–365. https://doi.org/10.1016/S1042-444X(00)00034-7 doi: 10.1016/S1042-444X(00)00034-7
    [31] Silvapulle PS, Podivinsky JM (2000) The effect of non-normal disturbances and conditional heteroskedasticity on multiple cointegration tests. J Stat Comput Simul 65: 173–189. https://doi.org/10.1080/00949650008811997 doi: 10.1080/00949650008811997
    [32] Stander Y, Marais D, Botha I (2013) Trading strategies with copulas. J Econ Financ Sci 6: 83–108. https://doi.org/10.4102/jef.v6i1.278 doi: 10.4102/jef.v6i1.278
    [33] Stock JH (1987) Asymptotic Properties of Least Squares Estimators of Cointegrating Vectors. Econometrica 55: 1035–1056. https://doi.org/10.2307/1911260 doi: 10.2307/1911260
    [34] Stock JH, Watson MW (1993) Simple estimator of cointegrating vectors in higher order integrated systems. Econometrica 61: 783–820. https://doi.org/10.2307/2951763 doi: 10.2307/2951763
    [35] Tokat E, Hayrullahoğlu AC (2022) Pairs trading: is it applicable to exchange-traded funds? Borsa Istanb Rev 22: 743–751. https://doi.org/10.1016/j.bir.2021.08.001 doi: 10.1016/j.bir.2021.08.001
    [36] Vidyamurthy G (2004) Pairs Trading, Quantitative Methods and Analysis. John Wiley & Sons, Hoboken, NJ.
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