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Fund liquidation, self-selection and look-ahead bias in the hedge ...

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funds are more likely to disappear from <strong>the</strong> TASS database at<br />

perform<strong>in</strong>g<br />

own request. Second, we propose a method that will correct for <strong>self</strong>-<br />

<strong>the</strong>ir<br />

<strong>bias</strong> separately from <strong>the</strong> <strong>look</strong>-<strong>ahead</strong> <strong>bias</strong> due to fund <strong>liquidation</strong>.<br />

<strong>selection</strong><br />

while disentangl<strong>in</strong>g <strong>the</strong> effects of <strong>liquidation</strong> <strong>bias</strong> <strong>and</strong> <strong>self</strong>-<strong>selection</strong><br />

F<strong>in</strong>ally,<br />

we analyze <strong>the</strong> persistence <strong>in</strong> <strong>hedge</strong> fund performance over various<br />

<strong>bias</strong>,<br />

us<strong>in</strong>g <strong>the</strong> TASS database of <strong>hedge</strong> funds over <strong>the</strong> period 1994-<br />

horizons,<br />

The results <strong>in</strong>dicate that, <strong>in</strong> addition to <strong>liquidation</strong> <strong>bias</strong>, correct<strong>in</strong>g<br />

2000.<br />

Both<strong>bias</strong>eswork<strong>in</strong><strong>the</strong>samedirection<br />

for<strong>self</strong>-<strong>selection</strong><strong>bias</strong>isimportant.<br />

<strong>the</strong>ir comb<strong>in</strong>ed impact may result <strong>in</strong> overestimat<strong>in</strong>g expected returns<br />

<strong>and</strong><br />

a given decile by as much as 7.7% per year. As a result, <strong>the</strong> f<strong>in</strong>d<strong>in</strong>g<br />

with<strong>in</strong><br />

persistence <strong>in</strong> <strong>hedge</strong> fund performance is streng<strong>the</strong>ned once one corrects<br />

of<br />

both <strong>liquidation</strong> <strong>and</strong> <strong>self</strong>-<strong>selection</strong> <strong>bias</strong>es. At <strong>the</strong> annual horizon, <strong>the</strong><br />

for<br />

excess return on a w<strong>in</strong>ner m<strong>in</strong>us loser portfolio, based upon previousyearreturns,isapproximately10%<br />

expected<br />

when both <strong>bias</strong>es are corrected for,<br />

database, analyze fund attrition <strong>and</strong> relate it to <strong>liquidation</strong> <strong>and</strong> <strong>self</strong><strong>selection</strong>.<br />

TASS<br />

Moreover, we estimate probit specifications for both <strong>the</strong> liquida-<br />

<strong>and</strong> <strong>the</strong> <strong>self</strong>-<strong>selection</strong> decisions. Section 3 expla<strong>in</strong>s how one can correction<br />

for <strong>look</strong>-<strong>ahead</strong> <strong>bias</strong> due to <strong>liquidation</strong> <strong>and</strong> <strong>self</strong>-<strong>selection</strong> when analyz<strong>in</strong>g<br />

<strong>in</strong> <strong>hedge</strong> fund performance <strong>and</strong> how <strong>the</strong>se two <strong>bias</strong>es can be<br />

persistence<br />

Empirical results concern<strong>in</strong>g persistence at different horizons<br />

disentangled.<br />

presented <strong>in</strong> Section 4, while Section 5 conta<strong>in</strong>s some robustness checks.<br />

are<br />

Section 6 concludes.<br />

F<strong>in</strong>ally,<br />

data used <strong>in</strong> this paper are from TASS Management Limited <strong>and</strong> conta<strong>in</strong><br />

The<br />

<strong>in</strong>formation of 1797 <strong>hedge</strong> funds over <strong>the</strong> period 1994-2000, where we<br />

attention to funds report<strong>in</strong>g <strong>in</strong> US$. Although <strong>the</strong> TASS database<br />

restrict<br />

<strong>in</strong>formation of <strong>hedge</strong> funds s<strong>in</strong>ce 1979, we focus on <strong>the</strong> period 1994-<br />

conta<strong>in</strong>s<br />

for several reasons. First, <strong>in</strong>formation on “dead” funds is available only<br />

2000<br />

funds that disappeared s<strong>in</strong>ce 1994, <strong>and</strong> second, <strong>the</strong> number of funds be-<br />

for<br />

1994 is very small. As mentioned above, whe<strong>the</strong>r or not we observe<br />

fore<br />

for a given fund depends upon two ma<strong>in</strong> issues. First, <strong>the</strong> fund may<br />

returns<br />

without corrections.<br />

whileitisonly4.3%<br />

structure of this paper is as follows. In Section 2 we discuss <strong>the</strong><br />

The<br />

2 Liquidation <strong>and</strong> Self-<strong>selection</strong><br />

be liquidated. Second, if <strong>the</strong> fund is not liquidated, its management may<br />

4

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