IDEAS home Printed from https://ideas.repec.org/a/eee/riibaf/v29y2013icp35-51.html
   My bibliography  Save this article

Mutual fund performance in Tunisia: A multivariate GARCH approach

Author

Listed:
  • Hammami, Yacine
  • Jilani, Faouzi
  • Oueslati, Abdelmonem

Abstract

This article investigates mutual fund performance in the Tunisian capital market using conditional multifactor models. In the mutual fund literature, the traditional approach to capture conditionality is the use of predetermined instruments. This study proposes a multivariate Generalized Autoregressive Conditional Heteroskedasticity (GARCH) approach to compute conditional measures. Overall, we find evidence of persistence in mutual fund performance only when we implement the multivariate GARCH method. This result is due to the fact that the Jensen alphas are estimated more precisely in the multivariate GARCH model than in the other approaches. These results indicate that the Tunisian capital market presents strong investment opportunities for sophisticated investors such as mutual funds.

Suggested Citation

  • Hammami, Yacine & Jilani, Faouzi & Oueslati, Abdelmonem, 2013. "Mutual fund performance in Tunisia: A multivariate GARCH approach," Research in International Business and Finance, Elsevier, vol. 29(C), pages 35-51.
  • Handle: RePEc:eee:riibaf:v:29:y:2013:i:c:p:35-51
    DOI: 10.1016/j.ribaf.2013.02.001
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S027553191300010X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ribaf.2013.02.001?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Michael C. Jensen, 1968. "The Performance Of Mutual Funds In The Period 1945–1964," Journal of Finance, American Finance Association, vol. 23(2), pages 389-416, May.
    2. Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(1), pages 122-150, February.
    3. Marcin Kacperczyk & Amit Seru, 2007. "Fund Manager Use of Public Information: New Evidence on Managerial Skills," Journal of Finance, American Finance Association, vol. 62(2), pages 485-528, April.
    4. Geert Bekaert & Campbell R. Harvey & Christian Lundblad, 2007. "Liquidity and Expected Returns: Lessons from Emerging Markets," Review of Financial Studies, Society for Financial Studies, vol. 20(6), pages 1783-1831, November.
    5. Brown, Stephen J & Goetzmann, William N, 1995. "Performance Persistence," Journal of Finance, American Finance Association, vol. 50(2), pages 679-698, June.
    6. Randolph B. Cohen & Joshua D. Coval & Ľuboš Pástor, 2005. "Judging Fund Managers by the Company They Keep," Journal of Finance, American Finance Association, vol. 60(3), pages 1057-1096, June.
    7. Bialkowski, Jedrzej & Otten, Roger, 2011. "Emerging market mutual fund performance: Evidence for Poland," The North American Journal of Economics and Finance, Elsevier, vol. 22(2), pages 118-130, August.
    8. Hammami Yacine & Jilani Faouzi, 2011. "Testing Factor Pricing Models in Tunisia: Macroeconomic Factors vs. Fundamental Factors," Review of Middle East Economics and Finance, De Gruyter, vol. 7(2), pages 1-22, September.
    9. Fama, Eugene F, 1991. "Efficient Capital Markets: II," Journal of Finance, American Finance Association, vol. 46(5), pages 1575-1617, December.
    10. Brau, James C. & Rodríguez, Javier, 2009. "An empirical analysis of Mexican and US closed-end mutual fund IPOs," Research in International Business and Finance, Elsevier, vol. 23(1), pages 1-17, January.
    11. Richard A. Ippolito, 1989. "Efficiency with Costly Information: A Study of Mutual Fund Performance, 1965–1984," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 104(1), pages 1-23.
    12. Babalos, Vassilios & Kostakis, Alexandros & Philippas, Nikolaos, 2009. "Managing mutual funds or managing expense ratios? Evidence from the Greek fund industry," Journal of Multinational Financial Management, Elsevier, vol. 19(4), pages 256-272, October.
    13. Wayne Ferson & Tyler R. Henry & Darren J. Kisgen, 2006. "Evaluating Government Bond Fund Performance with Stochastic Discount Factors," Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 423-455.
    14. Romacho, Joao Carlos & Cortez, Maria Ceu, 2006. "Timing and selectivity in Portuguese mutual fund performance," Research in International Business and Finance, Elsevier, vol. 20(3), pages 348-368, September.
    15. John H. Cochrane, 2011. "Presidential Address: Discount Rates," Journal of Finance, American Finance Association, vol. 66(4), pages 1047-1108, August.
    16. Ralitsa Petkova, 2006. "Do the Fama–French Factors Proxy for Innovations in Predictive Variables?," Journal of Finance, American Finance Association, vol. 61(2), pages 581-612, April.
    17. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    18. Gebhardt, William R. & Hvidkjaer, Soeren & Swaminathan, Bhaskaran, 2005. "The cross-section of expected corporate bond returns: Betas or characteristics?," Journal of Financial Economics, Elsevier, vol. 75(1), pages 85-114, January.
    19. Ajay Khorana & Henri Servaes & Peter Tufano, 2009. "Mutual Fund Fees Around the World," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1279-1310.
    20. Chen, Nai-Fu & Roll, Richard & Ross, Stephen A, 1986. "Economic Forces and the Stock Market," The Journal of Business, University of Chicago Press, vol. 59(3), pages 383-403, July.
    21. Ferson, Wayne E & Schadt, Rudi W, 1996. "Measuring Fund Strategy and Performance in Changing Economic Conditions," Journal of Finance, American Finance Association, vol. 51(2), pages 425-461, June.
    22. Shanken, Jay, 1990. "Intertemporal asset pricing : An Empirical Investigation," Journal of Econometrics, Elsevier, vol. 45(1-2), pages 99-120.
    23. Chen, Yong & Ferson, Wayne & Peters, Helen, 2010. "Measuring the timing ability and performance of bond mutual funds," Journal of Financial Economics, Elsevier, vol. 98(1), pages 72-89, October.
    24. 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.
    25. Frank Coggins & Marie‐Claude Beaulieu & Michel Gendron, 2009. "Mutual Fund Daily Conditional Performance," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 32(2), pages 95-122, June.
    26. Hendricks, Darryll & Patel, Jayendu & Zeckhauser, Richard, 1993. "Hot Hands in Mutual Funds: Short-Run Persistence of Relative Performance, 1974-1988," Journal of Finance, American Finance Association, vol. 48(1), pages 93-130, March.
    27. Elton, Edwin J & Gruber, Martin J & Blake, Christopher R, 1996. "The Persistence of Risk-Adjusted Mutual Fund Performance," The Journal of Business, University of Chicago Press, vol. 69(2), pages 133-157, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hammami, Yacine & Bahri, Maha, 2016. "On the determinants of expected corporate bond returns in Tunisia," Research in International Business and Finance, Elsevier, vol. 38(C), pages 224-235.
    2. Kalima, Bwalya & Gopane, Thabo, 2022. "Portfolio performance under dynamic systematic risk and conditional betas: The South African unit trust market," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 66, pages 85-98.
    3. Oueslati, Abdelmonem & Hammami, Yacine & Jilani, Faouzi, 2014. "The timing ability and global performance of Tunisian mutual fund managers: A multivariate GARCH approach," Research in International Business and Finance, Elsevier, vol. 31(C), pages 57-73.
    4. Rahat, Birjees & Nguyen, Pascal, 2022. "Risk-adjusted investment performance of green and black portfolios and impact of toxic divestments in emerging markets," Energy Economics, Elsevier, vol. 116(C).
    5. Ying-Sing LIU & Liza LEE, 2022. "Are Modifications in the ETF's Investment Performance and Risks during the COVID-19 Pandemic Event?," Review of Applied Socio-Economic Research, Pro Global Science Association, vol. 23(1), pages 05-17, June.
    6. Leonardo Badea & Daniel Ştefan Armeanu & Iulian Panait & Ştefan Cristian Gherghina, 2019. "A Markov Regime Switching Approach towards Assessing Resilience of Romanian Collective Investment Undertakings," Sustainability, MDPI, vol. 11(5), pages 1-24, March.
    7. Mamatzakis, Emmanuel & Xu, Bingrun, 2016. "Managerial attributes and equity mutual fund performance: evidence from china," MPRA Paper 76139, University Library of Munich, Germany.
    8. Kamaruzdin, Thaqif & Masih, Mansur, 2014. "An inquiry into the stability of Islamic Financial Services Institutions in terms of volatility, risk and correlations: A case study of Malaysia employing M-GARCH t-DCC and MODWT Wavelet approaches," MPRA Paper 60248, University Library of Munich, Germany.
    9. Venanzi, Daniela, 2016. "The performance of the Italian mutual funds: Does the metric matter?," Research in International Business and Finance, Elsevier, vol. 37(C), pages 406-421.
    10. Auer, Benjamin R., 2014. "Should hedge funds be cautious reporting high returns?," Research in International Business and Finance, Elsevier, vol. 30(C), pages 195-201.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Oueslati, Abdelmonem & Hammami, Yacine & Jilani, Faouzi, 2014. "The timing ability and global performance of Tunisian mutual fund managers: A multivariate GARCH approach," Research in International Business and Finance, Elsevier, vol. 31(C), pages 57-73.
    2. Elton, Edwin J. & Gruber, Martin J., 2013. "Mutual Funds," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1011-1061, Elsevier.
    3. Roberto Casarin & Andrea Piva & Loriana Pelizzon, 2008. "Italian Equity Funds: Efficiency and Performance Persistence," The IUP Journal of Financial Economics, IUP Publications, vol. 0(1), pages 7-28, March.
    4. Grose, Chris & Dasilas, Apostolos & Alexakis, Christos, 2014. "Performance persistence in fixed interest funds: With an eye on the post-debt crisis period," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 33(C), pages 155-182.
    5. Rob Bauer & Rogér Otten & Alireza Tourani Rad, 2006. "New Zealand mutual funds: measuring performance and persistence in performance," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 46(3), pages 347-363, September.
    6. Ferson, Wayne E., 2013. "Investment Performance: A Review and Synthesis," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 969-1010, Elsevier.
    7. Matallín-Sáez, Juan Carlos & Soler-Domínguez, Amparo & Tortosa-Ausina, Emili, 2016. "On the robustness of persistence in mutual fund performance," The North American Journal of Economics and Finance, Elsevier, vol. 36(C), pages 192-231.
    8. Stefano Gubellini, 2014. "Conditioning information and cross-sectional anomalies," Review of Quantitative Finance and Accounting, Springer, vol. 43(3), pages 529-569, October.
    9. Basu, Anup K. & Huang-Jones, Jason, 2015. "The performance of diversified emerging market equity funds," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 35(C), pages 116-131.
    10. Andrew Clare & Mariana Clare, 2019. "An examination of ex ante fund performance: identifying indicators of future performance," Journal of Asset Management, Palgrave Macmillan, vol. 20(3), pages 175-195, May.
    11. Fletcher, Jonathan & Forbes, David, 2002. "An exploration of the persistence of UK unit trust performance," Journal of Empirical Finance, Elsevier, vol. 9(5), pages 475-493, December.
    12. Omneya Abdelsalam & Meryem Duygun & Juan Carlos Matallín-Sáez & Emili Tortosa-Ausina, 2014. "Is Ethical Money Sensitive to Past Returns? The Case of Portfolio Constraints and Persistence of Islamic and Socially Responsible Funds," Working Papers 2014/19, Economics Department, Universitat Jaume I, Castellón (Spain).
    13. Dong‐Hyun Ahn & H. Henry Cao & Stéphane Chrétien, 2009. "Portfolio Performance Measurement: a No Arbitrage Bounds Approach," European Financial Management, European Financial Management Association, vol. 15(2), pages 298-339, March.
    14. Omneya Abdelsalam & Meryem Duygun & Juan Carlos Matallín-Sáez & Emili Tortosa-Ausina, 2017. "Is Ethical Money Sensitive to Past Returns? The Case of Portfolio Constraints and Persistence in Islamic Funds," Journal of Financial Services Research, Springer;Western Finance Association, vol. 51(3), pages 363-384, June.
    15. Capocci, Daniel & Hubner, Georges, 2004. "Analysis of hedge fund performance," Journal of Empirical Finance, Elsevier, vol. 11(1), pages 55-89, January.
    16. Amporn SOONGSWANG & Yosawee SANOHDONTREE, 2011. "Equity Mutual Fund: Performances, Persistence and Fund Rankings," Journal of Knowledge Management, Economics and Information Technology, ScientificPapers.org, vol. 1(6), pages 1-27, October.
    17. Vidal-García, Javier & Vidal, Marta & Boubaker, Sabri & Uddin, Gazi Salah, 2016. "The short-term persistence of international mutual fund performance," Economic Modelling, Elsevier, vol. 52(PB), pages 926-938.
    18. Annaert, Jan & van den Broeck, Julien & Vander Vennet, Rudi, 2003. "Determinants of mutual fund underperformance: A Bayesian stochastic frontier approach," European Journal of Operational Research, Elsevier, vol. 151(3), pages 617-632, December.
    19. Bialkowski, Jedrzej & Otten, Roger, 2011. "Emerging market mutual fund performance: Evidence for Poland," The North American Journal of Economics and Finance, Elsevier, vol. 22(2), pages 118-130, August.
    20. Gupta-Mukherjee, Swasti, 2013. "When active fund managers deviate from their peers: Implications for fund performance," Journal of Banking & Finance, Elsevier, vol. 37(4), pages 1286-1305.

    More about this item

    Keywords

    Mutual fund performance; Multivariate GARCH; Market efficiency; Conditional multifactor models; Emerging markets;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:riibaf:v:29:y:2013:i:c:p:35-51. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ribaf .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.