Table 6.

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, Major_q¯, 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/KCapx/KCapx/KCapx/K

(1)(2)(3)(4)
Minor Industry q0.030***0.031***
(3.76)(3.62)
… × Inst. Shareholder–0.022***–0.021**
(–2.64)(–2.50)
Minor PurePlay q0.024***0.026***
(3.84)(4.22)
… × Inst. Shareholder–0.013*–0.014**
(–1.86)(–1.99)
Major Industry q¯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 Flow0.515***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 FEYesYesYesYes
Industry CharacteristicsYesYesNoYes
Extended CharacteristicsYesYesYesYes
Minor-Industry ControlsNoYesNoYes

Adj.R20.2160.2130.2160.213
Obs.37,01236,62836,91536,531
Dependent variable:Capx/KCapx/KCapx/KCapx/K

(1)(2)(3)(4)
Minor Industry q0.030***0.031***
(3.76)(3.62)
… × Inst. Shareholder–0.022***–0.021**
(–2.64)(–2.50)
Minor PurePlay q0.024***0.026***
(3.84)(4.22)
… × Inst. Shareholder–0.013*–0.014**
(–1.86)(–1.99)
Major Industry q¯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 Flow0.515***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 FEYesYesYesYes
Industry CharacteristicsYesYesNoYes
Extended CharacteristicsYesYesYesYes
Minor-Industry ControlsNoYesNoYes

Adj.R20.2160.2130.2160.213
Obs.37,01236,62836,91536,531
Table 6.

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, Major_q¯, 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/KCapx/KCapx/KCapx/K

(1)(2)(3)(4)
Minor Industry q0.030***0.031***
(3.76)(3.62)
… × Inst. Shareholder–0.022***–0.021**
(–2.64)(–2.50)
Minor PurePlay q0.024***0.026***
(3.84)(4.22)
… × Inst. Shareholder–0.013*–0.014**
(–1.86)(–1.99)
Major Industry q¯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 Flow0.515***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 FEYesYesYesYes
Industry CharacteristicsYesYesNoYes
Extended CharacteristicsYesYesYesYes
Minor-Industry ControlsNoYesNoYes

Adj.R20.2160.2130.2160.213
Obs.37,01236,62836,91536,531
Dependent variable:Capx/KCapx/KCapx/KCapx/K

(1)(2)(3)(4)
Minor Industry q0.030***0.031***
(3.76)(3.62)
… × Inst. Shareholder–0.022***–0.021**
(–2.64)(–2.50)
Minor PurePlay q0.024***0.026***
(3.84)(4.22)
… × Inst. Shareholder–0.013*–0.014**
(–1.86)(–1.99)
Major Industry q¯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 Flow0.515***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 FEYesYesYesYes
Industry CharacteristicsYesYesNoYes
Extended CharacteristicsYesYesYesYes
Minor-Industry ControlsNoYesNoYes

Adj.R20.2160.2130.2160.213
Obs.37,01236,62836,91536,531
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