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Table 2 The main regression tests

From: The effect of option trading

Variables

CapEx

R&D

Aqc

Total investment

Panel A: Corporate investment

    

Log (OV)

0.003*** (0.001)

0.001** (0.000)

0.002** (0.001)

0.005*** (0.001)

Size

− 0.010*** (0.001)

− 0.006*** (0.001)

− 0.001 (0.002)

− 0.017*** (0.003)

BM

− 0.027*** (0.002)

− 0.022*** (0.002)

− 0.008** (0.003)

− 0.061*** (0.004)

Mom

− 0.007*** (0.002)

0.002** (0.002)

− 0.007* (0.003)

− 0.025*** (0.004)

Age

− 0.004*** (0.001)

− 0.001*** (0.000)

− 0.002*** (0.000)

− 0.007*** (0.001)

Leverage

− 0.021*** (0.004)

− 0.022*** (0.004)

0.175*** (0.009)

0.129*** (0.012)

ROA

0.093*** (0.005)

0.193*** (0.005)

− 0.050*** (0.011)

0.237*** (0.014)

CashFlow

− 0.030*** (0.003)

− 0.029*** (0.003)

0.114*** (0.006)

− 0.201*** (0.008)

Num

− 0.001*** (0.000)

− 0.001*** (0.000)

− 0.004 (0.000)

− 0.003*** (0.000)

IO

− 0.031*** (0.003)

− 0.026*** (0.003)

− 0.029*** (0.006)

− 0.087*** (0.007)

Firm fixed effect

Yes

Yes

Yes

Yes

Year fixed effect

Yes

Yes

Yes

Yes

Within R2

0.107

0.288

0.035

0.078

N

22,653

22,653

22,653

22,653

Variables

Equity issuance

Debt issuance

Total issuance

Panel B: External financing

   

Log (OV)

0.017*** (0.005)

0.004*** (0.001)

0.020*** (0.003)

Size

− 0.056*** (0.003)

− 0.023*** (0.003)

− 0.079*** (0.006)

BM

− 0.093*** (0.001)

− 0.011** (0.005)

− 0.104*** (0.008)

Mom

0.015* (0.008)

− 0.010** (0.004)

0.005 (0.009)

Age

− 0.006*** (0.001)

− 0.002*** (0.000)

− 0.008*** (0.001)

Leverage

− 0.325*** (0.023)

0.436*** (0.030)

0.111*** (0.024)

ROA

1.042*** (0.029)

0.280*** (0.015)

1.322*** (0.027)

CashFlow

− 1.023*** (0.017)

− 0.212*** (0.009)

− 1.234*** (0.016)

Num

− 0.005*** (0.001)

− 0.001 (0.001)

− 0.006*** (0.001)

IO

− 0.188*** (0.015)

− 0.008 (0.008)

− 0.196*** (0.015)

Firm fixed effect

Yes

Yes

Yes

Year fixed effect

Yes

Yes

Yes

Within R2

0.209

0.095

0.203

N

22,653

22,653

22,653

Variables

Dividend

Repurchase

Total payout

ΔCash

Panel C: Payout and cash holdings

Log(OV)

− 0.005*** (0.000)

− 0.001** (0.000)

− 0.007*** (0.000)

− 0.010*** (0.005)

Size

− 0.001 (0.000)

− 0.001 (0.001)

− 0.001 (0.001)

− 0.008 (0.010)

BM

− 0.003*** (0.000)

− 0.007*** (0.001)

− 0.012*** (0.001)

− 0.004 (0.015)

Mom

− 0.001*** (0.000)

− 0.003*** (0.001)

− 0.011*** (0.001)

− 0.021*** (0.015)

Age

0.002*** (0.000)

0.001*** (0.000)

0.001*** (0.000)

0.003*** (0.002)

Leverage

0.004*** (0.001)

− 0.034*** (0.003)

0.036*** (0.003)

0.036* (0.043)

ROA

0.010*** (0.001)

0.065*** (0.004)

0.076*** (0.004)

− 0.726*** (0.050)

CashFlow

− 0.001 (0.001)

− 0.004* (0.002)

− 0.005* (0.002)

0.376*** (0.031)

Num

0.002*** (0.000)

0.001*** (0.000)

0.002*** (0.000)

0.003*** (0.001)

IO

− 0.004*** (0.001)

0.015*** (0.002)

0.010*** (0.002)

0.081*** (0.026)

Firm fixed effect

Yes

Yes

Yes

Yes

Year fixed effect

Yes

Yes

Yes

Yes

Within R2

0.050

0.074

0.089

0.048

N

22,653

22,653

22,653

20,874

  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