No Place Like Home: Familiarity in Mutual Fund Manager Portfolio Choice
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1 Web Appendix to No Place Like Home: Familiarity in Mutual Fund Manager Portfolio Choice Veronika K. Pool, Noah Stoffman, and Scott E. Yonker April 22, 2012 Kelley School of Business, Indiana University. Pool: Stoffman: Yonker:
2 Table W1: Sample representativeness The table reports summary statistics for fund characteristics for the sample of funds that are included in the analysis and those that are excluded. The exclusions occur primarily when we are unable to identify any of the funds managers home states. For fund-specific variables the unit of observation is fund-quarter, for manager-specific variables the unit of observation is fund-manager-quarter. There are 27,430 quarterly fund observations for the sample used in the the paper and 12,267 for those that are excluded. Mean Variable Included Excluded Fund total net assets ($ s millions) 1, Fund age (F undage) Growth fund dummy (Growth) Value fund dummy (V alue) Small-cap fund dummy (SmallCap) Large-cap fund dummy (LargeCap) Subadvised dummy (Subadvised) Manager tenure (years)
3 Table W2: Robustness tests The table reports the coefficient estimates and standard errors from the OLS estimation of the regression equation estimated in column 3 of Table 2 of the paper for various subsamples. Observations are quarterly fund-state observations. MF AdvState i,s,t is a dummy variable that takes a value of one if the adviser of fund i is headquartered in state s during quarter t and is zero otherwise. The estimation in column 2 includes only observations where fund i during quarter t does not employ a subadviser. The estimation in column 3 uses only observations where the mutual fund is headquartered outside of the state of New York. The estimation in column 4 uses only observations where the mutual fund is headquartered outside of the states of California, Illinois, New York, Massachusetts, and Pennsylvania. In columns 5 and 6 only observations where the state is at least 500 and 1000 miles from the mutual fund s headquarters are used in the estimations, respectively. In column 7 the coefficient on MorningstarBMW t is constrained to be equal to one. Standard errors, clustered at the fund-level, are in parentheses. Significance levels are denoted by *, **, ***, which correspond to 10%, 5%, and 1% levels, respectively. No CA, IL, No sub No NY, MA, or MF HQ MF HQ Sample: full adviser NY Funds PA Funds 500 mi mi. Full (1) (2) (3) (4) (5) (6) (7) P ctmgrhmstate 0.65*** 0.73*** 0.95*** 1.25*** 0.89*** 1.28*** 0.81*** (0.18) (0.22) (0.20) (0.29) (0.23) (0.35) (0.17) MF AdvState 0.62*** (0.15) MF HQState 0.85*** 1.70*** 1.24*** 1.25*** 1.18*** (0.17) (0.23) (0.18) (0.23) (0.16) MorningstarBMW t 0.98*** 0.97*** 0.98*** 0.97*** 0.97*** 0.97*** 1.00 (0.01) (0.01) (0.01) (0.01) (0.01) (0.01) Intercept *** (0.02) (0.02) (0.01) (0.02) (0.01) (0.01) (0.00) AdjR N 940, ,795 1,153, ,561 1,047, ,641 1,392,606 2
4 Table W3: Home-state overweighting and manager selection The table reports the coefficient estimates and standard errors from the OLS estimation of the regression equation estimated in column 1 of Table 5 in the paper using the subsample of observations where the fund manager s tenure is four years or less. Observations are quarterly fund-manager-state observations. HmStateExRet1yr is the average monthly value-weighted portfolio return in excess of the risk-free rate of companies in the manager s home state over the 1 year prior to the manager s hire date. HmStateExRet3yr is the average monthly value-weighted portfolio return in excess of the risk-free rate of companies in the manager s home state over the 3 years prior to the manager s hire date. HmStateAlpha1yr is the CAPM alpha of the value-weighted portfolio return of companies in the manager s home state estimated over the 1 year prior to the manager s hire date. HmStateAlpha3yr is the CAPM alpha of the value-weighted portfolio return of companies in the manager s home state estimated over the 3 year prior to the manager s hire date. All specifications include fund-state-level fixed effects, a constant, and the levels for the interaction variable being tested (unreported). Standard errors, clustered at the manager-fund-level, are in parentheses. Significance levels are denoted by *, **, ***, which correspond to 10%, 5%, and 1% levels, respectively. (1) (2) (3) (4) M grhmstatedum 0.16*** 0.17** 0.15** 0.15** (0.06) (0.07) (0.06) (0.06) M grhmstatedum HmStateExRet1yr (3.43) M grhmstatedum HmStateExRet3yr (5.79) M grhmstatedum HmStateAlpha1yr (5.52) M grhmstatedum HmStateAlpha3yr (8.38) MorningstarBMW t 0.96*** 0.96*** 0.96*** 0.96*** (0.03) (0.03) (0.03) (0.03) AdjR N 1,235,577 1,235,577 1,235,577 1,235,577 Fixed effects fund-state fund-state fund-state fund-state 3
5 Figure W1: Population-weighted state centers and census divisions Stars denote the population-weighted center of each state, as calculated by the U.S. Census Bureau using data from the 2000 census. Circles denote cities with a population of 50,000 or more. The four census regions (Northeast, Midwest, South, and West) are shown as separate blocks, while the nine census divisions (New England, Middle Atlantic, East North Central, West North Central, South Atlantic, East South Central, West South Central, Mountain, and Pacific) are identified by different colors. Alaska and Hawaii, which are both in the Pacific division, are shown below the lower 48 states. 4
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