Research Article

Fund Network Centrality, Hard-to-Value Portfolio, and Investment Performance

Table 4

The effect of fund network centrality on the performance of hard-to-value portfolio.

Performance
(3-1)(3-2)(3-3)(3-4)(3-5)(3-6)(3-7)(3-8)(3-9)

Closeness × HTV_mrkt0.352
(2.304)
Closeness × HTV_fdmt0.462
(1.160)
Closeness × HTV_info9.318
(5.841)
Betweenness × HTV_mrkt7.049
(9.064)
Betweenness × HTV_fdmt0.215
(4.102)
Betweenness × HTV_info0.916
(23.508)
Eigenvector × HTV_mrkt1.931
(1.701)
Eigenvector × HTV_fdmt1.541
(0.709)
Eigenvector × HTV_info15.611
(4.342)
Closeness15.600
(6.536)
12.562
(6.770)
10.108
(6.212)
Betweenness0.824
(11.304)
6.933
(12.461)
4.319
(10.427)
Eigenvector0.428
(2.327)
−2.284
(2.425)
−4.203
(2.042)
HTV_mrkt0.239
(0.061)
0.229
(0.050)
0.217
(0.055)
HTV_fdmt0.041
(0.028)
0.049
(0.022)
0.022
(0.025)
HTV_info−0.292
(0.145)
−0.171
(0.120)
−0.354
(0.128)
Netasset−0.137
(0.029)
−0.139
(0.029)
−0.139
(0.029)
−0.132
(0.029)
−0.135
(0.029)
−0.137
(0.030)
−0.135
(0.029)
−0.137
(0.029)
−0.137
(0.029)
Familysize−0.146
(0.063)
−0.147
(0.063)
−0.145
(0.063)
0.145
(0.063)
−0.146
(0.063)
−0.146
(0.063)
−0.146
(0.063)
0.148
(0.063)
−0.145
(0.063)
Fundage0.354
(0.067)
0.353
(0.067)
0.351
(0.067)
0.358
(0.067)
0.357
(0.067)
0.354
(0.067)
0.354
(0.067)
0.355
(0.067)
0.353
(0.067)
Expense1.937
(1.223)
1.908
(1.223)
1.875
(1.223)
2.002
(1.226)
1.952
(1.224)
1.910
(1.224)
1.914
(1.222)
1.901
(1.222)
1.842
(1.223)
Turnover−0.106
(0.015)
−0.106
(0.015)
−0.105
(0.015)
−0.107
(0.015)
−0.106
(0.015)
−0.106
(0.015)
−0.106
(0.015)
−0.106
(0.015)
−0.105
(0.015)
Return−0.006
(0.006)
−0.006
(0.006)
−0.007
(0.006)
−0.005
(0.006)
−0.006
(0.006)
−0.007
(0.006)
−0.006
(0.006)
−0.007
(0.006)
−0.008
(0.006)
Fundflow0.071
(0.042)
0.070
(0.042)
0.069
(0.042)
0.070
(0.042)
0.069
(0.042)
0.067
(0.042)
0.071
(0.042)
0.070
(0.042)
0.066
(0.042)
PhD0.061
(0.065)
0.060
(0.065)
0.058
(0.065)
0.058
(0.065)
0.058
(0.065)
0.057
(0.065)
0.059
(0.065)
0.058
(0.065)
0.058
(0.065)
Gender0.009
(0.066)
0.005
(0.066)
<0.001
(0.066)
0.010
(0.066)
0.005
(0.066)
0.001
(0.066)
0.008
(0.066)
0.004
(0.066)
<−0.001
(0.066)
Teamsize−0.054
(0.038)
−0.054
(0.038)
−0.053
(0.038)
−0.051
(0.038)
−0.052
(0.038)
−0.052
(0.038)
−0.053
(0.038)
−0.052
(0.038)
−0.052
(0.038)
Tenure−0.085
(0.027)
−0.084
(0.027)
−0.082
(0.027)
−0.085
(0.027)
−0.084
(0.027)
−0.081
(0.027)
−0.085
(0.027)
−0.084
(0.027)
−0.081
(0.027)
Time fixed effectIncludedIncludedIncludedIncludedIncludedIncludedIncludedIncludedIncluded
Style fixed effectIncludedIncludedIncludedIncludedIncludedIncludedIncludedIncludedIncluded
Constant3.899
(1.516)
4.479
(1.533)
4.739
(1.518)
5.786
(1.371)
5.972
(1.375)
6.134
(1.375)
5.893
(1.361)
6.248
(1.364)
6.400
(1.361)
ClusterFundFundFundFundFundFundFundFundFund
Observation376073760737607376073760737607376073760737607
R2(within)0.2120.2110.2110.2110.2110.2110.2120.2110.211

Notes: standard errors in parentheses; , , and .