Window . | All firms . | Superior firms . | |||
---|---|---|---|---|---|
Submodal firms . | Modal firms . | Superior firms . | Persistently superior firms . | Transitory superior firms . | |
1954–1958 | 0.04 | 0.68 | 0.28 | 0.12 | 0.16 |
(4.36) | (7.05) | (11.67) | (11.28) | (11.96) | |
1957–1961 | 0.17 | 0.59 | 0.24 | 0.10 | 0.14 |
(3.06) | (6.06) | (10.15) | (10.15) | (10.15) | |
1960–1964 | 0.21 | 0.57 | 0.21 | 0.11 | 0.11 |
(3.00) | (6.01) | (8.72) | (9.66) | (7.77) | |
1963–1967 | 0.29 | 0.50 | 0.21 | 0.11 | 0.11 |
(2.13) | (6.61) | (8.94) | (9.66) | (8.22) | |
1966–1970 | 0.34 | 0.56 | 0.09 | 0.09 | 0.00 |
(2.00) | (6.49) | (9.84) | (9.84) | (n.a.) | |
1969–1973 | 0.22 | 0.59 | 0.19 | 0.05 | 0.14 |
(0.69) | (4.69) | (7.97) | (9.67) | (7.30) | |
1972–1976 | 0.35 | 0.62 | 0.03 | 0.03 | 0.00 |
(0.86) | (6.49) | (12.90) | (12.90) | (n.a.) | |
1975–1979 | 0.26 | 0.63 | 0.11 | 0.02 | 0.09 |
(0.55) | (5.77) | (9.28) | (11.95) | (8.62) | |
1978–1982 | 0.28 | 0.68 | 0.04 | 0.02 | 0.02 |
(0.56) | (6.21) | (14.19) | (16.90) | (11.47) | |
1981–1985 | 0.10 | 0.76 | 0.14 | 0.06 | 0.08 |
(−9.41) | (2.77) | (9.21) | (8.33) | (9.87) | |
1984–1988 | 0.14 | 0.69 | 0.17 | 0.10 | 0.07 |
(0.25) | (2.68) | (9.83) | (11.60) | (7.47) | |
1987–1991 | 0.08 | 0.74 | 0.18 | 0.08 | 0.10 |
(0.87) | (2.87) | (8.46) | (8.95) | (8.09) | |
1990–1994 | 0.21 | 0.68 | 0.11 | 0.04 | 0.07 |
(0.84) | (3.10) | (5.73) | (5.79) | (5.70) | |
1993–1997 | 0.24 | 0.72 | 0.03 | 0.00 | 0.04 |
(0.63) | (4.58) | (7.19) | (n.a.) | (7.19) | |
1996–2000 | 0.19 | 0.76 | 0.05 | 0.00 | 0.05 |
(0.43) | (5.49) | (10.64) | (n.a.) | (10.64) | |
1999–2003 | 0.32 | 0.59 | 0.09 | 0.00 | 0.09 |
(−0.38) | (6.47) | (12.87) | (n.a.) | (12.87) | |
2002–2006 | 0.28 | 0.68 | 0.04 | 0.00 | 0.04 |
(1.02) | (8.67) | (13.61) | (n.a.) | (13.61) |
Window . | All firms . | Superior firms . | |||
---|---|---|---|---|---|
Submodal firms . | Modal firms . | Superior firms . | Persistently superior firms . | Transitory superior firms . | |
1954–1958 | 0.04 | 0.68 | 0.28 | 0.12 | 0.16 |
(4.36) | (7.05) | (11.67) | (11.28) | (11.96) | |
1957–1961 | 0.17 | 0.59 | 0.24 | 0.10 | 0.14 |
(3.06) | (6.06) | (10.15) | (10.15) | (10.15) | |
1960–1964 | 0.21 | 0.57 | 0.21 | 0.11 | 0.11 |
(3.00) | (6.01) | (8.72) | (9.66) | (7.77) | |
1963–1967 | 0.29 | 0.50 | 0.21 | 0.11 | 0.11 |
(2.13) | (6.61) | (8.94) | (9.66) | (8.22) | |
1966–1970 | 0.34 | 0.56 | 0.09 | 0.09 | 0.00 |
(2.00) | (6.49) | (9.84) | (9.84) | (n.a.) | |
1969–1973 | 0.22 | 0.59 | 0.19 | 0.05 | 0.14 |
(0.69) | (4.69) | (7.97) | (9.67) | (7.30) | |
1972–1976 | 0.35 | 0.62 | 0.03 | 0.03 | 0.00 |
(0.86) | (6.49) | (12.90) | (12.90) | (n.a.) | |
1975–1979 | 0.26 | 0.63 | 0.11 | 0.02 | 0.09 |
(0.55) | (5.77) | (9.28) | (11.95) | (8.62) | |
1978–1982 | 0.28 | 0.68 | 0.04 | 0.02 | 0.02 |
(0.56) | (6.21) | (14.19) | (16.90) | (11.47) | |
1981–1985 | 0.10 | 0.76 | 0.14 | 0.06 | 0.08 |
(−9.41) | (2.77) | (9.21) | (8.33) | (9.87) | |
1984–1988 | 0.14 | 0.69 | 0.17 | 0.10 | 0.07 |
(0.25) | (2.68) | (9.83) | (11.60) | (7.47) | |
1987–1991 | 0.08 | 0.74 | 0.18 | 0.08 | 0.10 |
(0.87) | (2.87) | (8.46) | (8.95) | (8.09) | |
1990–1994 | 0.21 | 0.68 | 0.11 | 0.04 | 0.07 |
(0.84) | (3.10) | (5.73) | (5.79) | (5.70) | |
1993–1997 | 0.24 | 0.72 | 0.03 | 0.00 | 0.04 |
(0.63) | (4.58) | (7.19) | (n.a.) | (7.19) | |
1996–2000 | 0.19 | 0.76 | 0.05 | 0.00 | 0.05 |
(0.43) | (5.49) | (10.64) | (n.a.) | (10.64) | |
1999–2003 | 0.32 | 0.59 | 0.09 | 0.00 | 0.09 |
(−0.38) | (6.47) | (12.87) | (n.a.) | (12.87) | |
2002–2006 | 0.28 | 0.68 | 0.04 | 0.00 | 0.04 |
(1.02) | (8.67) | (13.61) | (n.a.) | (13.61) |
Notes: Results of estimations of the non-parametric strata model per 5-year rolling window as discussed in Section 3.2. We document the estimations for every third window. The numbers refer to the fraction of firms in a particular stratum. In parentheses, we provide the average ROA in the samples. “n.a.” means that the average cannot be calculated.
Sources: Fortune Global 500 and authors’ analysis.
Window . | All firms . | Superior firms . | |||
---|---|---|---|---|---|
Submodal firms . | Modal firms . | Superior firms . | Persistently superior firms . | Transitory superior firms . | |
1954–1958 | 0.04 | 0.68 | 0.28 | 0.12 | 0.16 |
(4.36) | (7.05) | (11.67) | (11.28) | (11.96) | |
1957–1961 | 0.17 | 0.59 | 0.24 | 0.10 | 0.14 |
(3.06) | (6.06) | (10.15) | (10.15) | (10.15) | |
1960–1964 | 0.21 | 0.57 | 0.21 | 0.11 | 0.11 |
(3.00) | (6.01) | (8.72) | (9.66) | (7.77) | |
1963–1967 | 0.29 | 0.50 | 0.21 | 0.11 | 0.11 |
(2.13) | (6.61) | (8.94) | (9.66) | (8.22) | |
1966–1970 | 0.34 | 0.56 | 0.09 | 0.09 | 0.00 |
(2.00) | (6.49) | (9.84) | (9.84) | (n.a.) | |
1969–1973 | 0.22 | 0.59 | 0.19 | 0.05 | 0.14 |
(0.69) | (4.69) | (7.97) | (9.67) | (7.30) | |
1972–1976 | 0.35 | 0.62 | 0.03 | 0.03 | 0.00 |
(0.86) | (6.49) | (12.90) | (12.90) | (n.a.) | |
1975–1979 | 0.26 | 0.63 | 0.11 | 0.02 | 0.09 |
(0.55) | (5.77) | (9.28) | (11.95) | (8.62) | |
1978–1982 | 0.28 | 0.68 | 0.04 | 0.02 | 0.02 |
(0.56) | (6.21) | (14.19) | (16.90) | (11.47) | |
1981–1985 | 0.10 | 0.76 | 0.14 | 0.06 | 0.08 |
(−9.41) | (2.77) | (9.21) | (8.33) | (9.87) | |
1984–1988 | 0.14 | 0.69 | 0.17 | 0.10 | 0.07 |
(0.25) | (2.68) | (9.83) | (11.60) | (7.47) | |
1987–1991 | 0.08 | 0.74 | 0.18 | 0.08 | 0.10 |
(0.87) | (2.87) | (8.46) | (8.95) | (8.09) | |
1990–1994 | 0.21 | 0.68 | 0.11 | 0.04 | 0.07 |
(0.84) | (3.10) | (5.73) | (5.79) | (5.70) | |
1993–1997 | 0.24 | 0.72 | 0.03 | 0.00 | 0.04 |
(0.63) | (4.58) | (7.19) | (n.a.) | (7.19) | |
1996–2000 | 0.19 | 0.76 | 0.05 | 0.00 | 0.05 |
(0.43) | (5.49) | (10.64) | (n.a.) | (10.64) | |
1999–2003 | 0.32 | 0.59 | 0.09 | 0.00 | 0.09 |
(−0.38) | (6.47) | (12.87) | (n.a.) | (12.87) | |
2002–2006 | 0.28 | 0.68 | 0.04 | 0.00 | 0.04 |
(1.02) | (8.67) | (13.61) | (n.a.) | (13.61) |
Window . | All firms . | Superior firms . | |||
---|---|---|---|---|---|
Submodal firms . | Modal firms . | Superior firms . | Persistently superior firms . | Transitory superior firms . | |
1954–1958 | 0.04 | 0.68 | 0.28 | 0.12 | 0.16 |
(4.36) | (7.05) | (11.67) | (11.28) | (11.96) | |
1957–1961 | 0.17 | 0.59 | 0.24 | 0.10 | 0.14 |
(3.06) | (6.06) | (10.15) | (10.15) | (10.15) | |
1960–1964 | 0.21 | 0.57 | 0.21 | 0.11 | 0.11 |
(3.00) | (6.01) | (8.72) | (9.66) | (7.77) | |
1963–1967 | 0.29 | 0.50 | 0.21 | 0.11 | 0.11 |
(2.13) | (6.61) | (8.94) | (9.66) | (8.22) | |
1966–1970 | 0.34 | 0.56 | 0.09 | 0.09 | 0.00 |
(2.00) | (6.49) | (9.84) | (9.84) | (n.a.) | |
1969–1973 | 0.22 | 0.59 | 0.19 | 0.05 | 0.14 |
(0.69) | (4.69) | (7.97) | (9.67) | (7.30) | |
1972–1976 | 0.35 | 0.62 | 0.03 | 0.03 | 0.00 |
(0.86) | (6.49) | (12.90) | (12.90) | (n.a.) | |
1975–1979 | 0.26 | 0.63 | 0.11 | 0.02 | 0.09 |
(0.55) | (5.77) | (9.28) | (11.95) | (8.62) | |
1978–1982 | 0.28 | 0.68 | 0.04 | 0.02 | 0.02 |
(0.56) | (6.21) | (14.19) | (16.90) | (11.47) | |
1981–1985 | 0.10 | 0.76 | 0.14 | 0.06 | 0.08 |
(−9.41) | (2.77) | (9.21) | (8.33) | (9.87) | |
1984–1988 | 0.14 | 0.69 | 0.17 | 0.10 | 0.07 |
(0.25) | (2.68) | (9.83) | (11.60) | (7.47) | |
1987–1991 | 0.08 | 0.74 | 0.18 | 0.08 | 0.10 |
(0.87) | (2.87) | (8.46) | (8.95) | (8.09) | |
1990–1994 | 0.21 | 0.68 | 0.11 | 0.04 | 0.07 |
(0.84) | (3.10) | (5.73) | (5.79) | (5.70) | |
1993–1997 | 0.24 | 0.72 | 0.03 | 0.00 | 0.04 |
(0.63) | (4.58) | (7.19) | (n.a.) | (7.19) | |
1996–2000 | 0.19 | 0.76 | 0.05 | 0.00 | 0.05 |
(0.43) | (5.49) | (10.64) | (n.a.) | (10.64) | |
1999–2003 | 0.32 | 0.59 | 0.09 | 0.00 | 0.09 |
(−0.38) | (6.47) | (12.87) | (n.a.) | (12.87) | |
2002–2006 | 0.28 | 0.68 | 0.04 | 0.00 | 0.04 |
(1.02) | (8.67) | (13.61) | (n.a.) | (13.61) |
Notes: Results of estimations of the non-parametric strata model per 5-year rolling window as discussed in Section 3.2. We document the estimations for every third window. The numbers refer to the fraction of firms in a particular stratum. In parentheses, we provide the average ROA in the samples. “n.a.” means that the average cannot be calculated.
Sources: Fortune Global 500 and authors’ analysis.
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