Table 7.

Private firms’ investment and the informativeness of industry valuation.

Note: This table presents the heterogeneous responses with respect to informativeness of the industry valuation. Measures for informativeness include: (1) H_Nonsynchronisity, a dummy equals 1 (0) if the Non-synchronisity of a three-digit SIC industry is above (below) the 70th (30th) percentile; (2) H_#Public, a dummy equals 1 (0) if the logarithm of 1 plus the number of public firms of the industry is above (below) the 70th (30th) percentile; and (3) %Public, a dummy equals 1 (0) if the fraction of public firms in a three-digit SIC industry is above (below) the 70th (30th) percentile. In Panel A, I estimate equation (1) with informativeness at the beginning-of-period and its interaction with the industry valuation. In Panel B, I estimate equation (3) with informativeness and its interactions with the noise and the fundamental components. I control for the full set of firm and industry controls. In Panel B, I further require the firm not to have an institutional shareholder when the informativeness dummies are set to 1, and I also control for minor-segment industry characteristics. 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.

Panel A: The response of private firms’ investment to the industry valuation
Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Industry q0.0120.0120.005
(0.93)(1.14)(0.48)
… × Informativeness0.033**0.052***0.041**
(2.26)(3.52)(2.25)
Industry Median q0.0080.017**0.007
(0.93)(2.21)(0.65)
… × Informativeness0.038***0.064***0.042**
(3.26)(7.36)(2.26)
Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes

Adj.R20.2590.2590.2650.2650.2800.280
Obs.29,97729,97730,01530,01517,50417,504
Panel A: The response of private firms’ investment to the industry valuation
Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Industry q0.0120.0120.005
(0.93)(1.14)(0.48)
… × Informativeness0.033**0.052***0.041**
(2.26)(3.52)(2.25)
Industry Median q0.0080.017**0.007
(0.93)(2.21)(0.65)
… × Informativeness0.038***0.064***0.042**
(3.26)(7.36)(2.26)
Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes

Adj.R20.2590.2590.2650.2650.2800.280
Obs.29,97729,97730,01530,01517,50417,504
Panel B: The response of private firms’ investment to the noise

Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Minor Industry q–0.0050.0010.009
(–0.46)(0.12)(0.66)
… × Informativeness0.030***0.022***0.055**
(2.75)(2.42)(2.33)
Minor PurePlay q0.0050.0070.012
(0.67)(0.96)(1.50)
… × Informativeness0.013*0.021**0.036**
(1.76)(2.10)(2.11)

Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes
Minor-Industry ControlsYesYesYesYesYesYes

Adj.R20.2340.2340.2310.2310.2310.229
Obs.18,73818,72918,25518,25511,98811,988
Panel B: The response of private firms’ investment to the noise

Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Minor Industry q–0.0050.0010.009
(–0.46)(0.12)(0.66)
… × Informativeness0.030***0.022***0.055**
(2.75)(2.42)(2.33)
Minor PurePlay q0.0050.0070.012
(0.67)(0.96)(1.50)
… × Informativeness0.013*0.021**0.036**
(1.76)(2.10)(2.11)

Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes
Minor-Industry ControlsYesYesYesYesYesYes

Adj.R20.2340.2340.2310.2310.2310.229
Obs.18,73818,72918,25518,25511,98811,988
Table 7.

Private firms’ investment and the informativeness of industry valuation.

Note: This table presents the heterogeneous responses with respect to informativeness of the industry valuation. Measures for informativeness include: (1) H_Nonsynchronisity, a dummy equals 1 (0) if the Non-synchronisity of a three-digit SIC industry is above (below) the 70th (30th) percentile; (2) H_#Public, a dummy equals 1 (0) if the logarithm of 1 plus the number of public firms of the industry is above (below) the 70th (30th) percentile; and (3) %Public, a dummy equals 1 (0) if the fraction of public firms in a three-digit SIC industry is above (below) the 70th (30th) percentile. In Panel A, I estimate equation (1) with informativeness at the beginning-of-period and its interaction with the industry valuation. In Panel B, I estimate equation (3) with informativeness and its interactions with the noise and the fundamental components. I control for the full set of firm and industry controls. In Panel B, I further require the firm not to have an institutional shareholder when the informativeness dummies are set to 1, and I also control for minor-segment industry characteristics. 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.

Panel A: The response of private firms’ investment to the industry valuation
Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Industry q0.0120.0120.005
(0.93)(1.14)(0.48)
… × Informativeness0.033**0.052***0.041**
(2.26)(3.52)(2.25)
Industry Median q0.0080.017**0.007
(0.93)(2.21)(0.65)
… × Informativeness0.038***0.064***0.042**
(3.26)(7.36)(2.26)
Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes

Adj.R20.2590.2590.2650.2650.2800.280
Obs.29,97729,97730,01530,01517,50417,504
Panel A: The response of private firms’ investment to the industry valuation
Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Industry q0.0120.0120.005
(0.93)(1.14)(0.48)
… × Informativeness0.033**0.052***0.041**
(2.26)(3.52)(2.25)
Industry Median q0.0080.017**0.007
(0.93)(2.21)(0.65)
… × Informativeness0.038***0.064***0.042**
(3.26)(7.36)(2.26)
Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes

Adj.R20.2590.2590.2650.2650.2800.280
Obs.29,97729,97730,01530,01517,50417,504
Panel B: The response of private firms’ investment to the noise

Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Minor Industry q–0.0050.0010.009
(–0.46)(0.12)(0.66)
… × Informativeness0.030***0.022***0.055**
(2.75)(2.42)(2.33)
Minor PurePlay q0.0050.0070.012
(0.67)(0.96)(1.50)
… × Informativeness0.013*0.021**0.036**
(1.76)(2.10)(2.11)

Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes
Minor-Industry ControlsYesYesYesYesYesYes

Adj.R20.2340.2340.2310.2310.2310.229
Obs.18,73818,72918,25518,25511,98811,988
Panel B: The response of private firms’ investment to the noise

Informativeness measure:H_Nonsynchronisity
H_# Public
% Public
Dependent variable:Capx/KCapx/KCapx/KCapx/KCapx/KCapx/K



(1)(2)(3)(4)(5)(6)
Minor Industry q–0.0050.0010.009
(–0.46)(0.12)(0.66)
… × Informativeness0.030***0.022***0.055**
(2.75)(2.42)(2.33)
Minor PurePlay q0.0050.0070.012
(0.67)(0.96)(1.50)
… × Informativeness0.013*0.021**0.036**
(1.76)(2.10)(2.11)

Year FE and Firm FEYesYesYesYesYesYes
Firm and Industry CharacteristicsYesYesYesYesYesYes
Extended CharacteristicsYesYesYesYesYesYes
Minor-Industry ControlsYesYesYesYesYesYes

Adj.R20.2340.2340.2310.2310.2310.229
Obs.18,73818,72918,25518,25511,98811,988
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