Risk-aversion versus risk-loving preferences in nonparametric frontier-based fund ratings: A buy-and-hold backtesting strategy
Tiantian Ren,
Kristiaan Kerstens and
Saurav Kumar
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Tiantian Ren: Xiangtan University
Saurav Kumar: ICIDR - Indira Gandhi institute of Development and Research
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Abstract:
The eventual risk-loving nature of preferences of investors has largely been ignored in the existing frontier-based fund rating literature. This contribution develops a series of nonparametric frontier-based methods to rate mutual funds accounting for both mixed risk-loving and mixed risk-aversion preferences. These new methods are proposed by defining the corresponding shortage functions that can allow for increases in all moments, or increases in odd moments and reductions in even moments. The empirical part designs a buy-and-hold backtesting to test the out-of-sample performance of the proposed rating methods corresponding to different risk preferences on the actual MF selection. The evidence indicates that the backtesting strategies based on the output frontier-based rating models with risk-loving preferences exhibit an overwhelming dominance compared to most existing frontier-based and traditional financial ratings.
Keywords: Shortage function; Frontier; Fund rating; Risk-loving preferences (search for similar items in EconPapers)
Date: 2024
Note: View the original document on HAL open archive server: https://hal.science/hal-04750680v1
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Published in European Journal of Operational Research, 2024, 319 (1), pp.332-344. ⟨10.1016/j.ejor.2024.06.013⟩
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Journal Article: Risk-aversion versus risk-loving preferences in nonparametric frontier-based fund ratings: A buy-and-hold backtesting strategy (2024) 
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Persistent link: https://EconPapers.repec.org/RePEc:hal:journl:hal-04750680
DOI: 10.1016/j.ejor.2024.06.013
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