An application of sensitivity analysis to hedge funds

被引:0
|
作者
Gregoriou, Greg N. [1 ]
Pascalau, Razvan [1 ]
机构
[1] SUNY Coll Plattsburgh, Dept Econ & Finance, Ausable Hall 231,101 Broad St, Plattsburgh, NY 12901 USA
来源
JOURNAL OF RISK MODEL VALIDATION | 2016年 / 10卷 / 01期
关键词
sensitivity analysis; hedge funds; DEA; risk management; efficiency; DATA ENVELOPMENT ANALYSIS; EFFICIENCY CLASSIFICATIONS; STABILITY ANALYSIS; PERFORMANCE; MODELS; DEA; STRATEGIES;
D O I
暂无
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
The present study investigates a sample of 142 live hedge funds via a data envelopment analysis (DEA) sensitivity analysis using a super-efficiency model. We use data from Barclay Hedge to examine the sensitivity of six inputs (ie, the standard deviation of monthly returns, management and performance fees, leverage, number of employees and portfolio net exposure). We emphasize in particular the impact of the net portfolio exposure and the number of employees, which have not been considered before. The sensitivity analysis model analyzes the stability of hedge funds as a result of changes in inputs. DEA will identify which hedge funds have more efficient operations, and the sensitivity analysis will show which inputs are sensitive to the results of a fund's operations. The evidence in the paper shows that, with the exception of the sensitivity to leverage, only 42% of all funds achieve efficiency status. The rest appear inefficient. When leverage is considered, approximately 75% of all funds are efficient or super-efficient. Using regression analysis, the study provides a further in-depth analysis of the factors that affect the efficiency status with respect to each input. The results in this paper have implications for financial risk management and risk model validation.
引用
收藏
页码:21 / 45
页数:25
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