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

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0.732 0.374 emerg<strong>in</strong>g markets −0.068 0.133<br />

r(−4)<br />

−0.130 0.326 equity market neutral 0.023 0.148<br />

r(−5)<br />

4: Estimation results <strong>self</strong>-<strong>selection</strong> model, <strong>in</strong>clud<strong>in</strong>g net asset value<br />

Table<br />

19721 fund/period observations.<br />

(size);<br />

<strong>the</strong> results <strong>in</strong> Tables 3 <strong>and</strong> 4 <strong>in</strong>dicate that <strong>the</strong> impact of historical<br />

Overall,<br />

is somewhat stronger for <strong>the</strong> <strong>liquidation</strong> decision than for <strong>the</strong> <strong>self</strong>-<br />

returns<br />

decision. The impact of size (ln(NAV)) is significantly positive, i.e.<br />

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

funds have a higher probability to liquidate or <strong>self</strong>-select than larger<br />

smaller<br />

(ceteris paribus).<br />

funds<br />

results for <strong>the</strong> <strong>self</strong>-<strong>selection</strong> model are clearly at odds with <strong>the</strong> idea<br />

The<br />

good perform<strong>in</strong>g funds are more likely to stop report<strong>in</strong>g because <strong>the</strong>y<br />

that<br />

longer wish to attract new <strong>in</strong>vestors. Also, it does not appear to be <strong>the</strong><br />

no<br />

that large funds, which may suffer most from decreas<strong>in</strong>g returns to scale<br />

case<br />

<strong>the</strong>ir <strong>in</strong>vestment strategies, are more likely to voluntary stop report<strong>in</strong>g be-<br />

of<br />

managers are unwill<strong>in</strong>g to attract new money. Total risk, as measured<br />

cause<br />

<strong>the</strong> st<strong>and</strong>ard deviation over <strong>the</strong> past six quarters, significantly affects<br />

by<br />

<strong>liquidation</strong> <strong>and</strong> <strong>self</strong>-<strong>selection</strong> decision positively, imply<strong>in</strong>g that high risk<br />

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

funds have a higher probability to survive. This seems a counter<strong>in</strong>tu-<br />

<strong>hedge</strong><br />

result, <strong>and</strong> apparently contradicts <strong>the</strong> f<strong>in</strong>d<strong>in</strong>gs of Brown, Goetzmann<br />

itive<br />

Park (2001) who f<strong>in</strong>d that high risk funds have a higher probability to<br />

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

However, our results suggest that high risk funds experience a<br />

liquidate.<br />

lower <strong>liquidation</strong> <strong>and</strong> <strong>self</strong>-<strong>selection</strong> probability, given <strong>the</strong> return<br />

somewhat<br />

<strong>and</strong> fund size. Accord<strong>in</strong>gly, <strong>the</strong>y <strong>in</strong>dicate that high risk funds are<br />

history<br />

to have more extreme negative returns than low risk funds before<br />

allowed<br />

Parameters Estimate Std.error Parameters Estimate Std. Error<br />

<strong>in</strong>tercept 2.915 1.163 offshore 0.093 0.076<br />

r(−1) 1.393 0.357 Incentive Fees −0.013 0.005<br />

r(−2) 1.289 0.366 Mng. Fees −0.035 0.036<br />

r(−3) 0.445 0.340 underwater 0.083 0.116<br />

r(−6) 0.657 0.389 event driven 0.118 0.150<br />

ln(NAV) 0.093 0.023 fixed <strong>in</strong>come arbitrage 0.019 0.366<br />

StDev 1.414 0.622 global macro 0.202 0.357<br />

ln(Age) −0.719 0.591 long/short equity −0.148 0.108<br />

ln(Age) 2 0.102 0.078 managed futures 0.058 0.111<br />

Loglikelihood: −658.876 Chi-squared test: 135.78 (DF =42)<br />

pseudoR 2 : 0.093 (p =0.000)<br />

<strong>the</strong>y decide to liquidate or <strong>self</strong>-select (see Baquero, ter Horst <strong>and</strong> Verbeek,<br />

12

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