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Erschienen in: Financial Markets and Portfolio Management 1/2015

01.02.2015

Fund performance and subsequent risk: a study of mutual fund tournaments using holdings-based measures

verfasst von: Aymen Karoui, Iwan Meier

Erschienen in: Financial Markets and Portfolio Management | Ausgabe 1/2015

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Abstract

The tournament hypothesis of Brown et al. (J Finance 51(1):85–110, 1996) posits that managers of poorly performing funds actively increase portfolio risk in the second half of the year. At the same time, it is a well-established fact that stock returns and the subsequent return standard deviation are negatively related. We propose a decomposition of fund return standard deviation for the second half of the year using holdings-based measures to distinguish between risk changes that result from holding the portfolio and those that are due to managers’ trades. We extend the return gap of Kacperczyk et al. (Rev Financ Stud 21(6):2379–2416, 2008) to the return standard deviation dimension and define the volatility gap as the difference between fund return volatility and buy-and-hold portfolio volatility. Our empirical findings show that changes in the return volatilities of equity mutual funds are largely explained by shifts in buy-and-hold portfolio volatility. Thus, we find only weak evidence of tournament behavior among mutual funds.

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Fußnoten
1
Because the fund holdings are available in the CRSP database only from January 2003 onward, we complement this database with the Morningstar database to cover the earlier period. As Morningstar was the holdings data source for CRSP until 2008, using a combination of the two is unlikely to introduce major inconsistencies in the sample.
 
2
Kempf and Ruenzi (2008) argue that the 1-year horizon is a natural choice as fund managers are usually compensated based on calendar-year performance. Furthermore, Sirri and Tufano (1998) show that fund flows mostly react to prior-year performance.
 
3
The Stata ado-file for two-dimensional clustering is available on Mitchell Petersen’s website at: https://​doi.​org/​www.​kellogg.​northwestern.​edu/​faculty/​petersen/​htm/​papers/​se/​se_​programming.​htm.
 
4
The model in Acker and Duck (2006) predicts that poorly performing funds tend to adopt extreme portfolios. These portfolios will not necessarily exhibit higher volatility. For example, when the market is expected to rise, managers may decide to bet against the market by lowering their betas.
Table 1
The change in return standard deviation and past performance
 
Non-index funds
Index funds
Stocks
 
1991–2010
1991–2000
2001–2010
1991–2010
1991–2000
2001–2010
1991–2010
1991–2000
2001–2010
\(R_{[1,6]} \)
\({-}0.006\)*\((-1.92)\)
\(0.007\)* (1.65)
\({-}0.008\)** \((-2.62)\)
\({-}0.095\)* \((-1.95)\)
\(0.113\)* (1.89)
\({-}0.160\)*** \((-3.96)\)
\({-}0.049\)***\(({-}5.68)\)
\({-}0.050\)*** \((-7.67)\)
\({-}0.050\)*** \(({-}2.75)\)
\(\sigma _{[1,6]} \)
\({-}0.544\)**\((-2.48)\)
\({-}0.392\)*** \((-3.26)\)
\({-}0.551\)** \((-2.32)\)
\({-}0.598\)*** \((-3.64)\)
\({-}0.281 (-1.63)\)
\({-}0.561\)*** \((-4.61)\)
\({-}0.603\)*** \((-16.60)\)
\({-}0.605\)*** \((-15.52)\)
\({-}0.575\)*** \((-8.49)\)
Intercept
\(0.028\)*** (3.13)
\(0.025\)*** (3.02)
\(0.028\)*** (2.80)
\(0.031\)*** (3.85)
\(0.015\)* (1.85)
\(0.026\)*** (4.00)
0.102*** (13.10)
0.106*** (14.26)
0.094*** (7.10)
Adjusted \(R^{2}\) (%)
28.9
11.7
31.9
43.1
27.9
58.0
37.9
36.7
38.6
This table reports the results for the pooled regression (Eq. 1) of the change in return standard deviations, \(\sigma _{[7,12]} -\sigma _{[1,6]} \), on the return rank, \(R_{[1,6]} \), and the first half-year’s standard deviation, \(\sigma _{[1,6]} \), for all funds (stocks) \(i\) and calendar years \(t\): \(\sigma _{[ {7,12} ],i,t} -\sigma _{[ {1,6} ],i,t} =\alpha +\beta _1 R_{[ {1,6} ],i,t} +\beta _2 \sigma _{[ {1,6} ],i,t} +\varepsilon _{i,t} \). Return ranks are normalized and expressed as fractional ranks ranging from 0 to 1, with the best-performing funds (stocks) having rank 1. The regression results are displayed for the non-index funds, index funds, and stocks, respectively. The coefficient estimates are shown on the first line, and the t statistics are in parentheses below. Standard errors are simultaneously clustered by year and fund (stock)
***, **, and * indicate significance at the 1 %, 5 %, and 10 % levels, respectively
 
5
We also run Eqs. (6), (7), and (8) using time fixed effects. The t statistics of the coefficient estimates remain very similar to those shown in Table 3.
 
6
In unreported results, we extend the analysis of Table 1 and assume that the fund manager pursues an equally weighted strategy and rebalances his portfolio every 6 months. We then compute the monthly returns for such a strategy and use these hypothetical returns, together with Eq. (1), to test for tournament behavior. Even when we use such a placebo strategy, the results remain qualitatively unchanged compared to those obtained with the original sample of mutual funds.
Table 4
The tournament test regression with buy-and-hold volatility, volatility gap, and cross-period term
 
1991–2010
1991–2000
2001–2010
Panel A: Tournament test regression using buy-and-hold volatilities
   \(R_{[ {1,6}]} \)
\(-0.001 (-0.60)\)
0.011\(^{***}\) (3.44)
\(-0.002^* (-1.68)\)
   \(\sigma _{0,[1,6]}^{\mathrm{BH}} \)
\(-0.531^{***} (-3.02)\)
\(-0.361^{***} (-3.12)\)
\(-0.552^{***} (-2.81)\)
   Intercept
0.022\(^{***}\) (3.38)
0.017\(^{***}\) (2.82)
0.022\(^{***}\) (2.92)
   Adjusted \(R^{2}\) (%)
28.8
12.9
32.4
Panel B: Tournament test regression using the volatility gap
   \(R_{[ {1,6}]} \)
\(-0.000 (-0.32)\)
\(-0.000 (-0.25)\)
\(-0.001 (-0.33)\)
   \(\mathrm{VG}_{[1,6]} \)
\(-0.553^{***} (-4.68)\)
\(-0.727^{***} (-8.70)\)
\(-0.529^{***} (-3.78)\)
   Intercept
0.005\(^{***}\) (3.70)
0.006\(^{***}\) (3.57)
0.005\(^{***}\) (2.92)
   Adjusted \(R^{2}\) (%)
33.1
34.2
33.1
Panel C: Tournament test regression using the cross-period term
   \(R_{[ {1,6} ]} \)
\(-0.005^{***} (-3.01)\)
\(-0.006^{***} (-3.44)\)
\(-0.004^{**} (-2.33)\)
   Intercept
0.001 (0.94)
0.003 (1.66)
0.001 (0.51)
   Adjusted \(R^{2}\) (%)
0.5
0.7
0.5
This table reports the tournament regression for equity non-index funds using three different risk measures: the buy-and-hold portfolio volatility, the volatility gap, and the cross-period term. In Panel A, changes in the buy-and-hold volatility (using the prior year’s December weights), \(\sigma _{0,[ {7,12} ]}^{\mathrm{BH}} -\sigma _{0,[ {1,6} ]}^{\mathrm{BH}} \), are regressed on the fund return rank, \(R_{[ {1,6}]} \) (normalized to range between 0 and 1), and the first half-year’s buy-and-hold volatility, \(\sigma _{0[ {1,6}]}^{\mathrm{BH}} \), for all funds \(i\) and calendar years \(t\) as specified in Eq. (9): \(\sigma _{0,[ {7,12} ],i,t}^{\mathrm{BH}} -\sigma _{0,[ {1,6} ],i,t}^{\mathrm{BH}} =\alpha +\beta _1 R_{[ {1,6} ],i,t} +\beta _2 \sigma _{0[ {1,6} ],i,t}^{\mathrm{BH}} +\varepsilon _{i,t} \). Panel B shows the coefficient estimates for Eq. (10) in which the changes in the volatility gap, \(\mathrm{VG}_{[7,12]} -\mathrm{VG}_{[ {1,6} ]} \), are regressed on the normalized fund return rank \(R_{[ {1,6} ]} \), and the first half-year’s volatility gap, \(\mathrm{VG}_{[ {1,6} ]} \): \(\mathrm{VG}_{[ {7,12,} ]i,t} -\mathrm{VG}_{[ {1,6} ],i,t} =\alpha +\beta _1 R_{[ {1,6} ],i} + \beta _2 \mathrm{VG}_{[ {1,6}],i,t} +\varepsilon _{i,t} \). In Panel C, the differences between the buy-and-hold volatilities using the weights from June and the weights from December of the prior year as initial weights, i.e., the cross-period terms, \(\sigma _{6,[ {7,12} ],i,t}^{\mathrm{BH}} -\sigma _{0,[ {7,12} ],i,t}^{\mathrm{BH}} \) are regressed on the normalized fund rank, \(R_{[ {1,6} ]} \), using Eq. (11): \(\sigma _{6,[ {7,12} ],i,t}^{\mathrm{BH}} -\sigma _{0,[ {7,12} ],i,t}^{\mathrm{BH}} =\alpha +\beta _1 R_{[1,6],i,t} +\varepsilon _{i,t} \). Standard errors are simultaneously clustered by year and fund. The coefficient estimates are in the first line, and the t statistics are in parentheses below
***, **, and * indicate significance at the 1 %, 5 %, and 10 % levels, respectively
 
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Metadaten
Titel
Fund performance and subsequent risk: a study of mutual fund tournaments using holdings-based measures
verfasst von
Aymen Karoui
Iwan Meier
Publikationsdatum
01.02.2015
Verlag
Springer US
Erschienen in
Financial Markets and Portfolio Management / Ausgabe 1/2015
Print ISSN: 1934-4554
Elektronische ISSN: 2373-8529
DOI
https://doi.org/10.1007/s11408-014-0241-1

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