Comparison of Performance Measures of Pakistani Islamic Mutual Funds using Data Analytics
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The current study attempted to measure and evaluate the performance of 13 Pakistani Shariah compliant mutual funds from the time period (September 2009-August 2017) by using 18 performance measures. It followed the principle that mutual funds are used exclusively for diversification portfolio and mean-variance optimization, following the mutual fund theorem as an investing strategy. The results of few performance measures showed that many funds outperformed the benchmark, while others underperformed. The study also analyzed and compared the performance measures to characterize the relationship between them and investigated if they lead to an identical ranking by using three analysis techniques, namely Pearson’s r, Spearman’s rho, and Kendall’s tau coefficient. The study concluded that there is a high level of correlation among performance measures which indicates that the performance measures classify mutual funds in a similar manner in three sub-periods, that is, 6 months, 1 year, and 3 years. Change of frequency doesn’t disturb their classification ability.
K. Simons, “Risk-adjusted performance of mutual funds,” New Engl. Econ. Rev., vol. 9, pp. 33–48, 1998.
I. Ishfaq, Y. Ashraf, K. M. Saqib, and H. F. Ali, “Service quality of electronic banking and its effect on customer satisfaction and loyalty: Mediating role of trust,” J. Res. Soc. Pakistan, vol. 69, no. 1, pp. 57–68, 2022.
S. Elfakhani, M. K. Hassan, and Y. Sidani, “Comparative performance of islamic versus secular mutual funds,” presented at 12th Econ. Res. Forum Conf Cairo, Egypt, 2005.
R. Hayat and R. Kraeussl, “Risk and return characteristics of Islamic equity funds,” Emerg. Mark. Rev., vol. 12, no. 2, pp. 189–203, June 2011, doi: https://doi.org/10.1016/j.ememar.2011.02.002
A. Pfingsten, P. Wagner, and C. Wolferink, “An empirical investigation of the rank correlation between different risk measures,” J. Risk, vol. 6, no. 4, pp. 55–74, 2004.
K. Daniel, M. Grinblatt, S. Titman, and R. Wermers, “Measuring mutual fund performance with characteristic‐based benchmarks.,” J. Finance, vol. 52, no. 3, pp. 1035–1058, July 1997, doi: https://doi.org/10.1111/j.1540-6261.1997.tb02724.x
A. Plantinga and S. de Groot, “Risk-adjusted performance measures and implied risk-attitudes,” J. Perform. Meas., vol. 6, pp. 9–22, 2001.
S. M. Elfakhani, M. K. Hassan, and Y. M. Sidani, “16 Islamic mutual funds,” in Handbook of Islamic Banking, K. Hassan and M. Lewis, Ed., UK: Edward Elgar, 2007, pp. 256–273.
Y. Ashraf, M. S. Nazir, S. U-Din, M. S. Yaqoob, and A. Shahzad, “What determines income diversification of banking firms in Pakistan?” Int. J. Bus. Excell., vol. 30, no. 1, 1–16, MAy 2023, doi: https://doi.org/10.1504/IJBEX.2023.130776
K. Cuthbertson, D. Nitzsche, and N. O’Sullivan, “Mutual fund performance: Measurement and Evidence,” Financ. Mark. Institut. Instruments, vol. 19, no. 2, pp. 95–187, Apr. 2010, doi: https://doi.org/10.1111/j.1468-0416.2010.00156.x
M. N. Siddiqi, “Islamic banking and finance in theory and practice: A survey of state of the art,” Islam. Econ. Stud., vol. 13, no. 2, pp. 1–48, Feb. 2006.
K. Hussein, “Ethical investment: empirical evidence from FTSE Islamic index,” Islam. Econ. Stud., vol. 12, no. 1, pp. 21–40, Aug. 2004.
S. Hakim and M. Rashidian, “Risk & return of islamic stock market indexes,” in 9th Econ. Res. Forum Ann. Meetings Sharjah UAE, 2002, no. 2, pp. 26–28.
W. E. Ferson and R. W. Schadt, “Measuring fund strategy and performance in changing economic conditions,” J. Finance, vol. 51, no. 2, pp. 425–461, June 1996, doi: https://doi.org/10.1111/j.1540-6261.1996.tb02690.x
F. Abdullah, T. Hassan, and S. Mohamad, “Investigation of performance of Malaysian Islamic unit trust funds: Comparison with conventional unit trust funds,” Manag. Financ., vol. 33, no. 2, pp. 142–153, Jan. 2007, doi: https://doi.org/10.1108/03074350710715854/FULL/HTML
Y. Ashraf, “Is REVA a better predictor of shareholders’ value? A study of Pakistani listed cement companies,” Int. J. Econ. Commer. Res., vol. 8, no. 2, pp. 1–22, 2018, doi: https://doi.org/10.24247/ijecrapr20181
T. Afza and A. Rauf, “Performance evaluation of Pakistani mutual funds.,” Pak. Econ. Soc. Rev., vol. 47, no. 2, pp. 199–214, 2009.
M. Farooq and S. Zaheer, “Are Islamic banks more resilient during financial panics?,” Pacific Econ. Rev., vol. 20, no. 1, pp. 101–124, Feb. 2015, doi: https://doi.org/10.1111/1468-0106.12096
S. A. Shah, S. T. Hijazi, and N. H. Hamdani, “Performance evaluation of mutual funds in Pakistan,” Pak. Dev. Rev., vol. 44, no. 4, pp. 863–876, Dec. 2005.
H. Wagan and H. Jabeen, “Performance assessment of Pakistani Islamic mutual funds,” Sci. Int., vol. 28, no. 3, 2016.
W. F. Sharpe, “Mutual fund performance,” J. Bus., vol. 39, no. 1, pp. 119–138, Jan. 1966.
V. Le Sourd, “Performance measurement for traditional investment,” Financ. Anal. J., vol. 58, no. 4, pp. 36–52, 2007.
R. A. Ippolito, “On studies of mutual fund performance, 1962–1991,” Financ. Anal. J., vol. 49, no. 1, pp. 42–50, 1993, doi: https://doi.org/10.2469/faj.v49.n1.42
S. Hwang and M. Salmon, “An analysis of performance measures using copulae,” in Performance Measurement in Finance, J. Knight and S. Satchell, Eds., Elsevier, 2002, pp. 160–197, doi: https://doi.org/10.1016/B978-075065026-7.50008-0
M. Grinblatt and S. Titman, “Mutual fund performance: An analysis of quarterly portfolio holdings,” J. Bus., vol. 62, no. 3, pp. 393–416, July 1989.
C. S. Pedersen and T. Rudholm-Alfvin, “Selecting a risk-adjusted shareholder performance measure,” J. Asset Manag., vol. 4, no. 3, pp. 152–172, Sep. 2003, doi: https://doi.org/10.1057/palgrave.jam.2240101
M. Eling and F. Schuhmacher, “Does the choice of performance measure influence the evaluation of hedge funds?,” J. Bank. Financ., vol. 31, no. 9, pp. 2632–2647, Sep. 2007, doi: https://doi.org/10.1016/j.jbankfin.2006.09.015
Y. Ashraf and M. S. Nazir, “Corporate sustainability and environmental reporting: triggers and consequences,” Environ. Sci. Pollut. Res., vol. 30, no. 26, pp. 68743–68769, May 2023, doi: https://doi.org/10.1007/s11356-023-27160-5
M. Eling, “Does the measure matter in the mutual fund industry?,” Financ. Anal. J., vol. 64, no. 3, pp. 54–66, Dec. 2008, doi: https://doi.org/10.2469/faj.v64.n3.6
H. Razafitombo, “A statistical analysis of mutual fund performance measures: the relevance of IRs, Betas, and Sharpe Ratios,” J. Beta Invest. Strateg., vol. 1, no. 2, pp. 89–106, 2010, doi: https://doi.org/10.3905/jii.2010.1.2.089
E. F. Fama, “Risk, return and equilibrium: Some clarifying comments,” J. Finance, vol. 23, no. 1, pp. 29–40, Mar. 1968, doi: https://doi.org/10.1111/j.1540-6261.1968.tb02996.x
S. Farinelli, M. Ferreira, D. Rossello, M. Thoeny, and L. Tibiletti, “Beyond sharpe ratio: optimal asset allocation using different performance ratios,” J. Bank. Financ., vol. 32, no. 10, pp. 2057–2063, Oct. 2008, doi: https://doi.org/10.1016/j.jbankfin.2007.12.026
C. Keating and W. F. Shadwick, “A universal performance measure,” J. Perform. Meas., vol. 6, no. 3, pp. 59–84, May 2002.
W. F. Sharpe, “Asset allocation: Management style and performance measurement,” J. Portf. Manag., vol. 18, no. 2, pp. 7–19, 1992.
M. Eling, S. Farinelli, D. Rossello, and L. Tibiletti, “One-size or tailor-made performance ratios for ranking hedge funds?” J. Deriv. Hedge Funds, vol. 16, pp. 267–277, Jan. 2011, https://doi.org/10.1057/jdhf.2010.20
Y. Ashraf, M. S. Nazir, and M. A. Rashid, “Triggers of sustainability reporting in the banking industry of Pakistan,” Paradigms, vol. 14, no. 2, pp. 1–7, 2020, doi: https://doi.org/10.24312/2020140201
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