Firm heterogeneity in the ability to filter out the noise.
Note: This table presents the results from estimating equation (3) for private firms, adding an interaction term of the noise with a dummy variable that indicates whether the private firm has one or more institutional shareholders at any point in time. Minor-segment screenings follow that in Table 4. All regressions control for the component of the industry valuation that relates to the major-segment industry, , its interaction with the institutional shareholder dummy, as well as the full set of firm and industry controls. In columns 2 and 4, I control for minor-segment industry characteristics by operating a similar decomposition for the industry characteristics. All variable constructions are described in Appendix A. All regression models are estimated with firm-fixed effects and year-fixed effects. t-statistics in parentheses are adjusted allowing within industry clusters. Coefficients significant at the 10 percent, 5 percent, and 1 percent levels are marked with *, **, and ***, respectively.
Dependent variable: . | Capx/K . | Capx/K . | Capx/K . | Capx/K . |
---|---|---|---|---|
. | . | |||
. | (1) . | (2) . | (3) . | (4) . |
Minor Industry q | 0.030*** | 0.031*** | ||
(3.76) | (3.62) | |||
… × Inst. Shareholder | –0.022*** | –0.021** | ||
(–2.64) | (–2.50) | |||
Minor PurePlay q | 0.024*** | 0.026*** | ||
(3.84) | (4.22) | |||
… × Inst. Shareholder | –0.013* | –0.014** | ||
(–1.86) | (–1.99) | |||
Major Industry | 0.029*** | 0.029*** | 0.027*** | 0.027*** |
(3.11) | (3.09) | (2.70) | (2.75) | |
… × Inst. Shareholder | –0.015 | –0.016 | –0.011 | –0.011 |
(–1.38) | (–1.49) | (–1.02) | (–1.06) | |
Cash Flow | 0.515*** | 0.513*** | 0.517*** | 0.515*** |
(11.99) | (11.84) | (11.99) | (11.84) | |
Ln(Asset) | –0.152*** | –0.154*** | –0.153*** | –0.155*** |
(–9.79) | (–9.65) | (–9.67) | (–9.52) | |
Year FE and Firm FE | Yes | Yes | Yes | Yes |
Industry Characteristics | Yes | Yes | No | Yes |
Extended Characteristics | Yes | Yes | Yes | Yes |
Minor-Industry Controls | No | Yes | No | Yes |
0.216 | 0.213 | 0.216 | 0.213 | |
Obs. | 37,012 | 36,628 | 36,915 | 36,531 |
Dependent variable: . | Capx/K . | Capx/K . | Capx/K . | Capx/K . |
---|---|---|---|---|
. | . | |||
. | (1) . | (2) . | (3) . | (4) . |
Minor Industry q | 0.030*** | 0.031*** | ||
(3.76) | (3.62) | |||
… × Inst. Shareholder | –0.022*** | –0.021** | ||
(–2.64) | (–2.50) | |||
Minor PurePlay q | 0.024*** | 0.026*** | ||
(3.84) | (4.22) | |||
… × Inst. Shareholder | –0.013* | –0.014** | ||
(–1.86) | (–1.99) | |||
Major Industry | 0.029*** | 0.029*** | 0.027*** | 0.027*** |
(3.11) | (3.09) | (2.70) | (2.75) | |
… × Inst. Shareholder | –0.015 | –0.016 | –0.011 | –0.011 |
(–1.38) | (–1.49) | (–1.02) | (–1.06) | |
Cash Flow | 0.515*** | 0.513*** | 0.517*** | 0.515*** |
(11.99) | (11.84) | (11.99) | (11.84) | |
Ln(Asset) | –0.152*** | –0.154*** | –0.153*** | –0.155*** |
(–9.79) | (–9.65) | (–9.67) | (–9.52) | |
Year FE and Firm FE | Yes | Yes | Yes | Yes |
Industry Characteristics | Yes | Yes | No | Yes |
Extended Characteristics | Yes | Yes | Yes | Yes |
Minor-Industry Controls | No | Yes | No | Yes |
0.216 | 0.213 | 0.216 | 0.213 | |
Obs. | 37,012 | 36,628 | 36,915 | 36,531 |
Firm heterogeneity in the ability to filter out the noise.
Note: This table presents the results from estimating equation (3) for private firms, adding an interaction term of the noise with a dummy variable that indicates whether the private firm has one or more institutional shareholders at any point in time. Minor-segment screenings follow that in Table 4. All regressions control for the component of the industry valuation that relates to the major-segment industry, , its interaction with the institutional shareholder dummy, as well as the full set of firm and industry controls. In columns 2 and 4, I control for minor-segment industry characteristics by operating a similar decomposition for the industry characteristics. All variable constructions are described in Appendix A. All regression models are estimated with firm-fixed effects and year-fixed effects. t-statistics in parentheses are adjusted allowing within industry clusters. Coefficients significant at the 10 percent, 5 percent, and 1 percent levels are marked with *, **, and ***, respectively.
Dependent variable: . | Capx/K . | Capx/K . | Capx/K . | Capx/K . |
---|---|---|---|---|
. | . | |||
. | (1) . | (2) . | (3) . | (4) . |
Minor Industry q | 0.030*** | 0.031*** | ||
(3.76) | (3.62) | |||
… × Inst. Shareholder | –0.022*** | –0.021** | ||
(–2.64) | (–2.50) | |||
Minor PurePlay q | 0.024*** | 0.026*** | ||
(3.84) | (4.22) | |||
… × Inst. Shareholder | –0.013* | –0.014** | ||
(–1.86) | (–1.99) | |||
Major Industry | 0.029*** | 0.029*** | 0.027*** | 0.027*** |
(3.11) | (3.09) | (2.70) | (2.75) | |
… × Inst. Shareholder | –0.015 | –0.016 | –0.011 | –0.011 |
(–1.38) | (–1.49) | (–1.02) | (–1.06) | |
Cash Flow | 0.515*** | 0.513*** | 0.517*** | 0.515*** |
(11.99) | (11.84) | (11.99) | (11.84) | |
Ln(Asset) | –0.152*** | –0.154*** | –0.153*** | –0.155*** |
(–9.79) | (–9.65) | (–9.67) | (–9.52) | |
Year FE and Firm FE | Yes | Yes | Yes | Yes |
Industry Characteristics | Yes | Yes | No | Yes |
Extended Characteristics | Yes | Yes | Yes | Yes |
Minor-Industry Controls | No | Yes | No | Yes |
0.216 | 0.213 | 0.216 | 0.213 | |
Obs. | 37,012 | 36,628 | 36,915 | 36,531 |
Dependent variable: . | Capx/K . | Capx/K . | Capx/K . | Capx/K . |
---|---|---|---|---|
. | . | |||
. | (1) . | (2) . | (3) . | (4) . |
Minor Industry q | 0.030*** | 0.031*** | ||
(3.76) | (3.62) | |||
… × Inst. Shareholder | –0.022*** | –0.021** | ||
(–2.64) | (–2.50) | |||
Minor PurePlay q | 0.024*** | 0.026*** | ||
(3.84) | (4.22) | |||
… × Inst. Shareholder | –0.013* | –0.014** | ||
(–1.86) | (–1.99) | |||
Major Industry | 0.029*** | 0.029*** | 0.027*** | 0.027*** |
(3.11) | (3.09) | (2.70) | (2.75) | |
… × Inst. Shareholder | –0.015 | –0.016 | –0.011 | –0.011 |
(–1.38) | (–1.49) | (–1.02) | (–1.06) | |
Cash Flow | 0.515*** | 0.513*** | 0.517*** | 0.515*** |
(11.99) | (11.84) | (11.99) | (11.84) | |
Ln(Asset) | –0.152*** | –0.154*** | –0.153*** | –0.155*** |
(–9.79) | (–9.65) | (–9.67) | (–9.52) | |
Year FE and Firm FE | Yes | Yes | Yes | Yes |
Industry Characteristics | Yes | Yes | No | Yes |
Extended Characteristics | Yes | Yes | Yes | Yes |
Minor-Industry Controls | No | Yes | No | Yes |
0.216 | 0.213 | 0.216 | 0.213 | |
Obs. | 37,012 | 36,628 | 36,915 | 36,531 |
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