Resampling DEA estimates of investment fund performance

Resampling DEA estimates of investment fund performance

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Article ID: iaor20125954
Volume: 223
Issue: 3
Start Page Number: 834
End Page Number: 841
Publication Date: Dec 2012
Journal: European Journal of Operational Research
Authors: ,
Keywords: statistics: data envelopment analysis, decision, stochastic processes, statistics: sampling
Abstract:

Data envelopment analysis (DEA) is attractive for comparing investment funds because it handles different characteristics of fund distribution and gives a way to rank funds. There is substantial literature applying DEA to funds, based on the time series of funds’ returns. This article looks at the issue of uncertainty in the resulting DEA efficiency estimates, investigating consistency and bias. It uses the bootstrap to develop stochastic DEA models for funds, derive confidence intervals and develop techniques to compare and rank funds and represent the ranking. It investigates how to deal with autocorrelation in the time series and considers models that deal with correlation in the funds’ returns.

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