---
title: Mutual Fund Style-Shifting Skill
url: https://www.ml-quant.com/papers/ssrn/4708402/
site: ML-Quant (https://www.ml-quant.com)
updated: 2026-09-26
license: Summaries CC BY 4.0; links go to the original sources
index: https://www.ml-quant.com/llms.txt
identifier: SSRN 4708402
source_url: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4708402
featured: 2024-01-30
citations: unknown
topic: Portfolio & Allocation
---


# Mutual Fund Style-Shifting Skill

Most mutual funds use multiple investment styles, and those that change styles not only identify superior new styles but also surpass the benchmarks related to these new styles.

- Source: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4708402
- Identifier: SSRN 4708402
- Released: 2023-10-27
- First featured: Quant Letter No. 35 (2024-01-30): https://www.ml-quant.com/issues/2024-01-30/
- Citations (Semantic Scholar): not tracked
- Published in: not yet
- Topic: Portfolio & Allocation

## Related

- [Imputing Mutual Fund Trades](https://www.ml-quant.com/papers/ssrn/4678139/): The paper introduces a new method to estimate daily mutual fund trades in individual stocks using daily stock prices, returns, and quarterly fund holdings, showing high accuracy for larger trades.
- [Active ETFs Cloned from Mutual Funds: Competing for Investor Flows](https://www.ml-quant.com/papers/ssrn/4653702/): The research indicates that less transparent active ETFs do not affect mutual fund investor flows, instead, the reputation of the cloned mutual funds helps the new ETFs attract more flows.
- [Who Clears the Market When Passive Investors Trade?](https://www.ml-quant.com/papers/ssrn/4777585/): The article investigates the role of firms in providing shares to passive investors, particularly in response to index funds' buying.
- [Machine Learning Mutual Fund Flows](https://www.ml-quant.com/papers/ssrn/4812038/): Nonlinear machine learning models are more effective than linear models in predicting future fund flows, with past flows and the Morningstar rating as key predictors.
- [Reaching for Duration and Leverage in the Treasury Market](https://www.ml-quant.com/papers/ssrn/4816018/): The article reveals that the use of Treasury futures by mutual funds varies significantly over time and across funds, influencing the variation in aggregate Treasury futures open interest.
- [Talk vs. Walk: Lessons from Silent Sustainable Investing of Mutual Funds](https://www.ml-quant.com/papers/ssrn/4602285/): Talk vs. Walk: The study finds that investors favor internal ESG labels over external sustainability ratings, significantly influencing fund flows, but high sustainability rating funds don't necessarily rebrand as ESG funds due to regulatory pressure and limited benefits.
