From: Stock liquidity, financial constraints, and innovation in Chinese SMEs
 | INNOV_EXP | |||||
---|---|---|---|---|---|---|
 | Fama–Macbeth | Quantile Regression | ||||
10th | 25th | 50th | 75th | 90th | ||
CPQS | − 6.972*** | − 3.1166*** | − 3.3109*** | − 3.991*** | − 4.571*** | − 4.551*** |
 | (2.086) | (0.4446) | (0.3906) | (0.411) | (0.328) | (0.316) |
TSHARE | − 0.002 | 0.0023** | 0.0042*** | 0.004*** | 0.004*** | 0.004*** |
 | (0.003) | (0.001) | (0.001) | (0.001) | (0.001) | (0.002) |
SHRHFD5 | − 1.218* | − 0.829*** | − 0.334 | − 0.411 | − 0.600*** | − 0.600* |
 | (0.655) | (0.256) | (0.251) | (0.250) | (0.206) | (0.350) |
TO | − 8.254*** | − 5.769*** | − 6.120*** | − 5.752*** | − 6.811*** | − 6.328*** |
 | (2.091) | (0.979) | (0.713) | (0.564) | (0.688) | (0.701) |
RET | 0.191 | 0.928*** | 0.910*** | 0.797*** | 0.768*** | 0.683*** |
 | (0.452) | (0.177) | (0.112) | (0.097) | (0.117) | (0.113) |
FREE | 0.004 | 0.002 | 0.004** | 0.008*** | 0.011*** | 0.008*** |
 | (0.003) | (0.002) | (0.002) | (0.002) | (0.002) | (0.003) |
VOL | − 0.042 | 0.004 | 0.017 | − 0.048 | − 0.062 | − 0.109** |
 | (0.072) | (0.026) | (0.029) | (0.033) | (0.039) | (0.047) |
EARN | 0.413 | 0.546 | 0.196 | − 0.542 | − 0.312 | 0.360 |
 | (2.688) | (0.356) | (0.286) | (0.368) | (0.272) | (0.321) |
INTAN | 1.029** | 0.472*** | 0.987*** | 0.902*** | 1.135*** | 0.682*** |
 | (0.355) | (0.151) | (0.145) | (0.134) | (0.176) | (0.197) |
LEV | 1.172*** | 0.846*** | 1.266*** | 1.275*** | 1.155*** | 1.524*** |
 | (0.272) | (0.229) | (0.163) | (0.111) | (0.170) | (0.152) |
ROE | − 0.135 | 1.148*** | 0.953*** | 1.008*** | 0.506*** | 0.078 |
 | (0.609) | (0.369) | (0.294) | (0.246) | (0.167) | (0.280) |
Q | 0.060 | − 0.045** | − 0.025 | − 0.003 | 0.008 | 0.008 |
 | (0.036) | (0.018) | (0.018) | (0.012) | (0.016) | (0.014) |
BTM | 0.281 | 0.944*** | 0.945*** | 0.869*** | 0.546** | 0.672*** |
 | (0.948) | (0.155) | (0.157) | (0.133) | (0.215) | (0.160) |
CAPITAL | 0.640 | 0.825** | 1.129*** | 1.053*** | 1.741*** | 1.666*** |
 | (0.627) | (0.321) | (0.260) | (0.328) | (0.312) | (0.464) |
SALES | 0.003** | 0.002*** | 0.001*** | 0.001** | 0.002** | 0.002** |
 | (0.001) | (0.000) | (0.001) | (0.001) | (0.001) | (0.001) |
lnAGE | − 0.032 | − 0.033 | − 0.112* | − 0.128** | − 0.046 | − 0.063 |
 | (0.032) | (0.074) | (0.066) | (0.060) | (0.069) | (0.068) |
CONSTANT | 17.409*** | 15.588*** | 16.235*** | 17.360*** | 17.950*** | 18.910*** |
 | (0.812) | (0.309) | (0.361) | (0.200) | (0.427) | (0.383) |
Year dummies | No | Yes | Yes | Yes | Yes | Yes |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes |
N | 4664 | 4664 | 4664 | 4664 | 4664 | 4664 |
\({R}^{2}\)/Pseudo \({R}^{2}\) | 0.371 | 0.203 | 0.202 | 0.211 | 0.222 | 0.244 |