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Table 8 Empirical estimation based on the Heckman two-stage model without the Choice equation with firm-fixed effects and year-fixed effects and robust standard errors

From: Raising capital amid economic policy uncertainty: an empirical investigation

Variables

Issue

Volume

EPU

0.0007 (0.0034)

0.0029 (0.0018)

EPU × SIZE

− 0.0002* (0.0001)

− 0.0004** (0.0002)

EPU × PU

0.0005 (0.0018)

0.0003*** (0.0001)

Long-term investor

 

0.0009 (0.0074)

Institutional investor

 

− 0.0062* (0.0038)

Individual

 

− 0.0008 (0.0046)

Government

 

− 0.0782 (0.0804)

Concentration

− 0.0010 (0.0015)

0.0027 (0.0054)

Golden parachute

0.0428 (0.0539)

0.1224*** (0.0286)

CEO duality

− 0.0509 (0.0387)

0.0392** (0.0196)

Insider optimism

0.0159 (0.0271)

− 0.0278 (0.0224)

Market optimism

0.0040* (0.0021)

0.0003 (0.0030)

Board size

0.0071 (0.0120)

0.0375*** (0.0069)

Analyst coverage

− 0.0077** (0.0032)

0.0183*** (0.0035)

Analyst variance

− 0.0534 (0.0377)

− 0.1992*** (0.0424)

Firm size

0.3412*** (0.0327)

− 0.6048*** (0.0639)

Leverage

1.1334*** (0.1018)

0.1367 (0.1204)

Cash

0.5953*** (0.1303)

0.6622*** (0.2175)

Free cash flow

− 0.0834** (0.0341)

 

Profitability

− 0.1835* (0.1019)

 

Interest rate

0.0534 (0.0445)

− 0.0037 (0.0042)

GDP Growth rate

0.1178 (0.3211)

− 0.0109* (0.0058)

Constant

− 2.8323*** (0.5228)

5.0286*** (0.6763)

Selectivity bias

 

0.1853*** (0.0467)

Firm—fixed effects

Yes

Yes

Year—fixed effects

Yes

Yes

Wald χ2(21)

 

710***

Observations

18,307

9504

  1. The sample includes data from 6834 publicly listed firms in the US. The sample period is from 2000 until 2018. Firms’ decisions follow the sequence shown in Fig. 1. The first decision on issuance is represented by the binary dependent variable Issue. The selectivity bias variable indicates the presence of sample selection bias. Probability of coefficient estimates from the model greater than standard statistics are provided in parentheses with ***p < 0.01, **p < 0.05, *p < 0.1***. Parentheses contain robust standard error estimates. Asterisks correspond to the outcome of the z-test from the model. Year fixed-effects and firm fixed-effects are included; however, the estimated coefficients are not reported (Long tables are available upon request). Variable definitions are given in “Appendix 1