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Table 6 Instrumental variable tests

From: The effect of option trading

Variables

CapEx

R&D

Aqc

Total investment

Panel A: Corporate investment

\(\overline{{{\text{LOG }}\left( {{\text{OV}}} \right)}}\)

0.023*** (0.007)

0.063*** (0.026)

0.014* (0.007)

0.083*** (0.026)

Size

− 0.071 (0.116)

− 0.152 (0.292)

− 0.328 (0.607)

− 0.551 (1.002)

BM

0.056 (0.165)

0.187 (0.390)

0.463 (0.874)

0.706 (1.441)

Mom

0.003 (0.043)

0.051 (0.019)

0.108 (0.216)

0.163 (0.354)

Age

− 0.001 (0.004)

− 0.005 (0.013)

0.011 (0.024)

0.015 (0.042)

Leverage

0.036 (0.116)

0.122 (0.271)

0.497 (0.606)

0.655 (0.992)

ROA

0.042 (0.102)

0.069 (0.238)

− 0.332 (0.535)

− 0.222 (0.888)

CashFlow

− 0.019 (0.025)

− 0.258*** (0.057)

0.173 (0.129)

− 0.104 (0.208)

Num

− 0.012 (0.021)

− 0.028 (0.050)

− 0.061 (0.113)

− 0.101 (0184)

IO

− 0.044* (0.025)

− 0.054 (0.059)

− 0.091 (0.132)

− 0.189 (0.215)

Firm fixed effect

Yes

Yes

Yes

Yes

Year fixed effect

Yes

Yes

Yes

Yes

Within R2

0.019

0.102

0.007

0.043

N

22,619

22,619

22,619

22,619

Variables

Equity issuance

Debt issuance

Total issuance

Panel B: External financing

\(\overline{{{\text{LOG }}\left( {{\text{OV}}} \right)}}\)

0.029*** (0.005)

0.012*** (0.005)

0.051*** (0.008)

Size

− 0.717 (1.236)

− 0.546 (0.975)

− 1.263 (2.216)

BM

0.857 (1.785)

0.741 (1.398)

1.598 (3.196)

Mom

0.015* (0.008)

0.174 (0.348)

0.421 (0.780)

Age

− 0.006 (0.014)

0.019 (0.040)

0.040 (0.089)

Leverage

− 0.325 (1.250)

0.952 (0.971)

1.278*** (0.320)

ROA

0.475 (1.080)

− 0.174 (0.348)

1.322*** (0.034)

CashFlow

− 0.904*** (0.260)

− 0.116 (0.204)

− 1.234** (0.561)

Num

− 0.127 (0.227)

− 0.097 (0.180)

− 0.224 (0.407)

IO

− 0.314 (0.266)

− 0.109 (0.210)

− 0.424 (0.476)

Firm fixed effect

Yes

Yes

Yes

Year fixed effect

Yes

Yes

Yes

Within R2

0.035

0.008

0.036

N

22,619

22,619

22,619

Variables

Dividend

Repurchase

Total payout

ΔCash

Panel C: Payout and cash holdings

\(\overline{{{\text{LOG }}\left( {{\text{OV}}} \right)}}\)

− 0.018*** (0.007)

− 0.012** (0.006)

− 0.090*** (0.037)

− 0.048*** (0.011)

Size

− 0.018 (0.034)

− 0.004 (0.025)

− 0.022 (0.046)

0.012 (0.024)

BM

0.023 (0.050)

− 0.004 (0.033)

0.018 (0.067)

− 0.015 (0.033)

Mom

0.005 (0.014)

− 0.008 (0.008)

− 0.004 (0.017)

− 0.031 (0.097)

Age

0.001 (0.001)

0.001 (0.000)

0.002 (0.002)

− 0.048 (0.107)

Leverage

0.021 (0.034)

0.036 (0.024)

0.057 (0.047)

− 0.879 (2.511)

ROA

− 0.006 (0.032)

0.063*** (0.021)

0.058 (0.041)

0.018 (0.024)

CashFlow

0.003 (0.007)

− 0.004 (0.005)

− 0.001 (0.011)

− 0.008 (0.023)

Num

− 0.008 (0.008)

0.001 (0.005)

− 0.002 (0.004)

0.021 (0.043)

IO

− 0.008 (0.008)

0.013*** (0.005)

0.006 (0.011)

0.018 (0.035)

Firm fixed effect

Yes

Yes

Yes

Yes

Year fixed effect

Yes

Yes

Yes

Ye

Within R2

0.007

0.023

0.022

0.006

N

22,619

22,619

22,619

22,234

  1. The values of the standard error are in parentheses
  2. * denotes significance at the 10% level
  3. ** denotes significance at the 5% level
  4. *** denotes significance at the 1% level