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Stock composition of mutual funds and fund style: a time series decomposition approach towards testing for consistency

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  • Jaydip Sen

Abstract

In this paper, we present a generic approach for checking the consistency between the proclaimed style of a mutual fund and the actual fund composition. We use a method of time series decomposition of stock prices to ascertain whether their inclusion in a particular style of fund is justified. It has been our contention that some share prices have a strong trend component in their time series, some show seasonality, while some share prices exhibit strong random component. We have chosen a sample of 11 equity-based mutual funds of varying styles, from Indian financial market and analysed whether the style of the fund matches with the stock composition of the fund. We feel that the retail investors, who buy into certain funds on the basic trust that fund managers have the requisite expertise, should know whether the portfolio matches what they promise. A detailed analysis of the results show that, while in majority of cases the actual allocation of funds is consistent with the corresponding fund style, there have been some notable deviations too.

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  • Jaydip Sen, 2018. "Stock composition of mutual funds and fund style: a time series decomposition approach towards testing for consistency," International Journal of Business Forecasting and Marketing Intelligence, Inderscience Enterprises Ltd, vol. 4(3), pages 235-292.
  • Handle: RePEc:ids:ijbfmi:v:4:y:2018:i:3:p:235-292
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    References listed on IDEAS

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    1. Antonella Basso & Stefania Funari, 2017. "The role of fund size in the performance of mutual funds assessed with DEA models," The European Journal of Finance, Taylor & Francis Journals, vol. 23(6), pages 457-473, May.
    2. Andrew W. Lo, A. Craig MacKinlay, 1988. "Stock Market Prices do not Follow Random Walks: Evidence from a Simple Specification Test," The Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 41-66.
    3. Jaydip SEN & Tamal DATTA CHAUDHURI, 2016. "An Alternative Framework for Time Series Decomposition and Forecastingand its Relevance for Portfolio Choice – A Comparative Study of the Indian Consumer Durable and Small Cap Sectors," Journal of Economics Library, KSP Journals, vol. 3(2), pages 303-326, June.
    4. Russ Wermers, 2000. "Mutual Fund Performance: An Empirical Decomposition into Stock-Picking Talent, Style, Transactions Costs, and Expenses," Journal of Finance, American Finance Association, vol. 55(4), pages 1655-1703, August.
    5. Jaydip Sen & Tamal Datta Chaudhuri, 2016. "Decomposition of Time Series Data of Stock Markets and its Implications for Prediction: An Application for the Indian Auto Sector," Papers 1601.02407, arXiv.org.
    6. Diane Del Guercio & Jonathan Reuter, 2014. "Mutual Fund Performance and the Incentive to Generate Alpha," Journal of Finance, American Finance Association, vol. 69(4), pages 1673-1704, August.
    7. repec:arx:papers:1604.04044 is not listed on IDEAS
    8. Arno Riedl & Paul Smeets, 2017. "Why Do Investors Hold Socially Responsible Mutual Funds?," Journal of Finance, American Finance Association, vol. 72(6), pages 2505-2550, December.
    9. Lu Zheng, 1999. "Is Money Smart? A Study of Mutual Fund Investors' Fund Selection Ability," Journal of Finance, American Finance Association, vol. 54(3), pages 901-933, June.
    10. Russ Wermers, 2000. "Mutual Fund Performance: An Empirical Decomposition into Stock‐Picking Talent, Style, Transactions Costs, and Expenses," Journal of Finance, American Finance Association, vol. 55(4), pages 1655-1695, August.
    11. Breusch, T S, 1978. "Testing for Autocorrelation in Dynamic Linear Models," Australian Economic Papers, Wiley Blackwell, vol. 17(31), pages 334-355, December.
    12. K. J. Martijn Cremers & Antti Petajisto, 2009. "How Active Is Your Fund Manager? A New Measure That Predicts Performance," Review of Financial Studies, Society for Financial Studies, vol. 22(9), pages 3329-3365, September.
    13. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    14. Chevalier, Judith & Ellison, Glenn, 1997. "Risk Taking by Mutual Funds as a Response to Incentives," Journal of Political Economy, University of Chicago Press, vol. 105(6), pages 1167-1200, December.
    15. Daniel, Kent, et al, 1997. "Measuring Mutual Fund Performance with Characteristic-Based Benchmarks," Journal of Finance, American Finance Association, vol. 52(3), pages 1035-1058, July.
    16. Russ Wermers, 1999. "Mutual Fund Herding and the Impact on Stock Prices," Journal of Finance, American Finance Association, vol. 54(2), pages 581-622, April.
    17. Martijn Cremers & Antti Petajisto, 2006. "How Active is Your Fund Manager? A New Measure That Predicts Performance," Yale School of Management Working Papers amz2370, Yale School of Management, revised 01 May 2009.
    18. Marcin Kacperczyk & Clemens Sialm & Lu Zheng, 2005. "On the Industry Concentration of Actively Managed Equity Mutual Funds," Journal of Finance, American Finance Association, vol. 60(4), pages 1983-2011, August.
    19. David P. Brown & Youchang Wu, 2016. "Mutual Fund Flows and Cross-Fund Learning within Families," Journal of Finance, American Finance Association, vol. 71(1), pages 383-424, February.
    20. Godfrey, Leslie G, 1978. "Testing against General Autoregressive and Moving Average Error Models When the Regressors Include Lagged Dependent Variables," Econometrica, Econometric Society, vol. 46(6), pages 1293-1301, November.
    21. Cai, Yu & Lau, Sie Ting, 2015. "Informed trading around earnings and mutual fund alphas," Journal of Banking & Finance, Elsevier, vol. 60(C), pages 168-180.
    22. Ivkovic, Zoran & Weisbenner, Scott, 2009. "Individual investor mutual fund flows," Journal of Financial Economics, Elsevier, vol. 92(2), pages 223-237, May.
    23. Chalmers, John & Kaul, Aditya & Phillips, Blake, 2013. "The wisdom of crowds: Mutual fund investors’ aggregate asset allocation decisions," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3318-3333.
    24. Hitesh Doshi & Redouane Elkamhi & Mikhail Simutin, 2015. "Managerial Activeness and Mutual Fund Performance," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 5(2), pages 156-184.
    25. Jun Huang & Albert Y. Wang, 2015. "The Predictability of Managerial Heterogeneities in Mutual Funds," Financial Management, Financial Management Association International, vol. 44(4), pages 947-979, October.
    26. Mikhail Simutin, 2014. "Cash Holdings and Mutual Fund Performance," Review of Finance, European Finance Association, vol. 18(4), pages 1425-1464.
    27. Cathline Augustiani & Lorenzo Casavecchia & Jack Gray, 2015. "Managerial Sharing, Mutual Fund Connections, and Performance," International Review of Finance, International Review of Finance Ltd., vol. 15(3), pages 427-455, September.
    28. Jaydip Sen & Tamal Datta Chaudhuri, 2017. "A Time Series Analysis-Based Forecasting Framework for the Indian Healthcare Sector," Papers 1705.01144, arXiv.org.
    29. Eugene F. Fama & Kenneth R. French, 2010. "Luck versus Skill in the Cross‐Section of Mutual Fund Returns," Journal of Finance, American Finance Association, vol. 65(5), pages 1915-1947, October.
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    Cited by:

    1. Jaydip Sen & Arpit Awad & Aaditya Raj & Gourav Ray & Pusparna Chakraborty & Sanket Das & Subhasmita Mishra, 2022. "Stock Performance Evaluation for Portfolio Design from Different Sectors of the Indian Stock Market," Papers 2208.07166, arXiv.org.
    2. Jaydip Sen & Aditya Jaiswal & Anshuman Pathak & Atish Kumar Majee & Kushagra Kumar & Manas Kumar Sarkar & Soubhik Maji, 2023. "A Comparative Analysis of Portfolio Optimization Using Mean-Variance, Hierarchical Risk Parity, and Reinforcement Learning Approaches on the Indian Stock Market," Papers 2305.17523, arXiv.org.
    3. Abhiraj Sen & Jaydip Sen, 2023. "Performance Evaluation of Equal-Weight Portfolio and Optimum Risk Portfolio on Indian Stocks," Papers 2309.13696, arXiv.org.
    4. Jaydip Sen & Arup Dasgupta & Subhasis Dasgupta & Sayantani Roychoudhury, 2023. "A Portfolio Rebalancing Approach for the Indian Stock Market," Papers 2310.09770, arXiv.org.
    5. Jaydip Sen & Arup Dasgupta & Partha Pratim Sengupta & Sayantani Roy Choudhury, 2023. "A Comparative Study of Portfolio Optimization Methods for the Indian Stock Market," Papers 2310.14748, arXiv.org.
    6. Jaydip Sen & Saikat Mondal & Sidra Mehtab, 2021. "Analysis of Sectoral Profitability of the Indian Stock Market Using an LSTM Regression Model," Papers 2111.04976, arXiv.org.
    7. Jaydip Sen & Ashwin Kumar R S & Geetha Joseph & Kaushik Muthukrishnan & Koushik Tulasi & Praveen Varukolu, 2022. "Precise Stock Price Prediction for Robust Portfolio Design from Selected Sectors of the Indian Stock Market," Papers 2201.05570, arXiv.org.

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