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The cost of misclassification in mutual funds

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  • Fang, Fei
  • Parida, Sitikantha

Abstract

In March 2020, Morningstar revised its Low Carbon Designation (LCD) methodology. Before this revision, U.S. mutual funds were categorized into two groups: those meeting low-carbon thresholds (labeled as LCD funds) and those that did not (non-LCD funds), which were perceived as high-carbon funds. Crucially, many funds lacking available carbon metrics were not categorized separately from non-LCD funds, resulting in their misclassification and the mistaken perception of being high-carbon funds. The updated methodology introduced a third category—missing rating funds—to represent funds for which the LCD could not be determined. Our analysis reveals that the failure to distinguish missing rating funds from non-LCD funds resulted in approximately $21.3 billion in lost flows to these funds compared to LCD funds over the three months preceding the revision. After the change, these previously misclassified funds experienced a significant recovery, attracting approximately $15.6 billion more than non-LCD funds within three months. Our findings highlight the substantial financial consequences of fund misclassification. They also reveal that investors respond strongly to fund ratings, even when inaccurate, suggesting a preference for ratings over underlying information.

Suggested Citation

  • Fang, Fei & Parida, Sitikantha, 2025. "The cost of misclassification in mutual funds," Finance Research Letters, Elsevier, vol. 78(C).
  • Handle: RePEc:eee:finlet:v:78:y:2025:i:c:s1544612325003381
    DOI: 10.1016/j.frl.2025.107074
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    1. Ghoul, Sadok El & Karoui, Aymen, 2021. "What's in a (Green) Name? The Consequences of Greening Fund Names on Fund Flows, Turnover, and Performance," Finance Research Letters, Elsevier, vol. 39(C).
    2. Ľuboš Pástor & M Blair Vorsatz & Jeffrey Pontiff, 0. "Mutual Fund Performance and Flows during the COVID-19 Crisis," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 791-833.
    3. Fang, Fei & Parida, Sitikantha, 2024. "Climate policy regime change and mutual fund flows: Insights from the 2020 US election," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    4. Chong Huang & Fei Li & Xi Weng, 2020. "Star Ratings and the Incentives of Mutual Funds," Journal of Finance, American Finance Association, vol. 75(3), pages 1715-1765, June.
    5. Samuel M. Hartzmark & Abigail B. Sussman, 2019. "Do Investors Value Sustainability? A Natural Experiment Examining Ranking and Fund Flows," Journal of Finance, American Finance Association, vol. 74(6), pages 2789-2837, December.
    6. Jonathan Reuter & Eric Zitzewitz, 2021. "How Much Does Size Erode Mutual Fund Performance? A Regression Discontinuity Approach [Mutual fund’s R2 as predictor of performance]," Review of Finance, European Finance Association, vol. 25(5), pages 1395-1432.
    7. Marco Ceccarelli & Stefano Ramelli & Alexander F Wagner, 2024. "Low Carbon Mutual Funds," Review of Finance, European Finance Association, vol. 28(1), pages 45-74.
    8. Renneboog, Luc & Ter Horst, Jenke & Zhang, Chendi, 2011. "Is ethical money financially smart? Nonfinancial attributes and money flows of socially responsible investment funds," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 562-588, October.
    9. Itzhak Ben-David & Jiacui Li & Andrea Rossi & Yang Song, 2022. "What Do Mutual Fund Investors Really Care About?," The Review of Financial Studies, Society for Financial Studies, vol. 35(4), pages 1723-1774.
    10. Becker, Martin G. & Martin, Fabio & Walter, Andreas, 2022. "The power of ESG transparency: The effect of the new SFDR sustainability labels on mutual funds and individual investors," Finance Research Letters, Elsevier, vol. 47(PB).
    11. repec:bla:jfinan:v:53:y:1998:i:5:p:1589-1622 is not listed on IDEAS
    12. Jonathan B. Berk & Richard C. Green, 2004. "Mutual Fund Flows and Performance in Rational Markets," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1269-1295, December.
    13. Fang, Fei & Parida, Sitikantha, 2022. "Sustainable mutual fund performance and flow in the recent years through the COVID-19 pandemic," International Review of Financial Analysis, Elsevier, vol. 84(C).
    14. Kaniel, Ron & Parham, Robert, 2017. "WSJ Category Kings – The impact of media attention on consumer and mutual fund investment decisions," Journal of Financial Economics, Elsevier, vol. 123(2), pages 337-356.
    15. Ivkovic, Zoran & Weisbenner, Scott, 2009. "Individual investor mutual fund flows," Journal of Financial Economics, Elsevier, vol. 92(2), pages 223-237, May.
    16. Mugerman, Yevgeny & Steinberg, Nadav & Wiener, Zvi, 2022. "The exclamation mark of Cain: Risk salience and mutual fund flows," Journal of Banking & Finance, Elsevier, vol. 134(C).
    17. Guercio, Diane Del & Tkac, Paula A., 2008. "Star Power: The Effect of Monrningstar Ratings on Mutual Fund Flow," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(4), pages 907-936, December.
    18. Shu, Pei-Gi & Yeh, Yin-Hua & Yamada, Takeshi, 2002. "The behavior of Taiwan mutual fund investors--performance and fund flows," Pacific-Basin Finance Journal, Elsevier, vol. 10(5), pages 583-600, November.
    19. José‐Miguel Gaspar & Massimo Massa & Pedro Matos, 2006. "Favoritism in Mutual Fund Families? Evidence on Strategic Cross‐Fund Subsidization," Journal of Finance, American Finance Association, vol. 61(1), pages 73-104, February.
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    Keywords

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    JEL classification:

    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

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