Founder CEO, CEO Characteristics, and Firm Innovation Efficiency: An Empirical Study of China’s GEM-Listed Companies
Abstract
:1. Introduction
2. Theoretical Background
2.1. Stewardship Theory
2.2. Risk-Taking Theory
2.3. Upper Echelons Theory
3. Literature Review and Hypothesis Development
3.1. Founder CEO and Firm Innovation Performance
3.2. Founder CEO Characteristics and Firm Innovation
3.2.1. CEO Gender
3.2.2. CEO Education
3.2.3. CEO Duality
4. Method
4.1. China’s GEM Market
4.2. Sample and Data
4.3. Measures
4.3.1. Dependent Variables
4.3.2. Independent Variable
4.3.3. Moderating Variables
- (1)
- CEO genderCEO gender was coded as 1 if the CEO was female, otherwise 0. It was a binary variable that indicated whether the CEO of a company is female.
- (2)
- CEO educationCEO education was coded numerically from 1 to 5, representing high school or lower, junior college, bachelor’s degree, master’s degree, and doctor’s degree or above, respectively. This was an ordinal variable, with a larger score representing a higher educational level for the CEO.
- (3)
- CEO dualityCEO duality was coded as 1 if the CEO was also the chairman of the board of directors, otherwise coded as 0. It was a binary variable that identified whether the CEO held dual positions (being both CEO and chairman).
4.3.4. Control Variables
4.4. Empirical Models
5. Analyses and Results
5.1. Descriptive Statistics
5.2. Effects of Founder CEO on Innovation Performance
5.3. Moderation Effects of CEO Characteristics
5.4. Robustness Tests
5.4.1. Replacing Control Variables
5.4.2. Alternative Measures of Dependent Variables
5.4.3. Combining Three Moderations
6. Discussion
6.1. Implications for Research
6.2. Implications for Practice
6.3. Limitations and Future Research
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variables | Measurement |
---|---|
Innovation input (RDt) | The ratio of a firm’s R&D investment over operating revenue |
Innovation output (Applyt+2) | The logarithm of the number of patent applications after adding 1 |
Founder CEO (FCEO) | If the founder is CEO, coded as 1, otherwise coded as 0 |
Female CEO (Gender) | If the CEO is female, coded as 1, otherwise coded as 0 |
CEO education (Education) | The CEO’s education level, where 1 represents high school or lower, 2 represents junior college, 3 represents bachelor’s degree, 4 represents master’s degree, and 5 represents doctoral degree or above |
CEO duality (Duality) | If the CEO is also chairman, coded as 1, otherwise 0 |
Return on assets (ROA) | Net profit/total assets |
Financial leverage (FLev) | Ratio of change in common earnings per share/EBITDA rate of change |
Independent directors ratio (IDR) | Number of independent directors/total number of board members |
The enterprise scale (Size) | Logarithm of total assets |
Degree of ownership concentration (Own) | The total number of shares held by the largest shareholder/the total share capital of the company |
Enterprise growth (Growth) | The growth rate of operating revenue |
Enterprise age (Age) | The number of years since the firm first went public |
Fixed assets ratio (FAR) | Fixed assets/total assets |
Operating cash ratio (Cashflow) | Cash flow from operating activities/total assets at the end of the period |
DJG | Number of board of directors, board of supervisors and senior officers |
Executives gender disparity (Ratio) | Male/female ratio executives in a company |
Year | Dummy variables for year |
Industry | Dummy variables for industry |
Variables | N | Mean | sd | Min | Max |
---|---|---|---|---|---|
RDt | 3500 | 0.071 | 0.066 | 0 | 0.984 |
Applyt+2 | 3500 | 0.649 | 1.388 | 0 | 7.691 |
FCEO | 3500 | 0.541 | 0.498 | 0 | 1 |
Gender | 3500 | 0.062 | 0.242 | 0 | 1 |
Education | 3350 | 3.427 | 0.921 | 1 | 5 |
Duality | 3490 | 0.548 | 0.498 | 0 | 1 |
ROA | 3500 | 0.057 | 0.059 | −1.016 | 0.469 |
FLev | 3500 | 0.237 | 0.155 | 0.004 | 0.852 |
IDR | 3500 | 0.380 | 0.055 | 0.250 | 0.600 |
Size | 3500 | 20.96 | 0.745 | 18.68 | 24.30 |
Own | 3500 | 0.318 | 0.126 | 0.042 | 0.812 |
Growth | 3500 | 0.843 | 21.90 | −2.780 | 1294 |
Age | 3500 | 12.13 | 4.938 | 1 | 32 |
FAR | 3500 | 0.247 | 0.317 | −3.567 | 7.949 |
Cashflow | 3500 | 1.020 | 0.918 | 0 | 12.45 |
DJG | 3500 | 17.23 | 2.810 | 3 | 33 |
RD | Apply | FCEO | Gender | Education | Duality | ROA | FLev | IDR | Size | Own | Growth | Age | FAR | Cashflow | DJG | Ratio | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
RD | 1 | ||||||||||||||||
Apply | −0.024 | 1 | |||||||||||||||
FCEO | 0.041 ** | −0.008 | 1 | ||||||||||||||
Gender | −0.004 | 0.010 | 0.019 | 1 | |||||||||||||
Education | −0.013 | −0.024 | −0.027 | −0.036 ** | 1 | ||||||||||||
Duality | −0.033 ** | 0.037 ** | −0.585 *** | −0.006 | 0.026 | 1 | |||||||||||
ROA | −0.062 *** | 0.012 | 0.103 *** | 0.017 | −0.017 | −0.047 *** | 1 | ||||||||||
FLev | −0.204 *** | 0.015 | −0.035 ** | −0.009 | −0.014 | 0.004 | −0.192 *** | 1 | |||||||||
IDR | 0.044 *** | −0.014 | 0.050 *** | 0.008 | −0.021 | −0.083 *** | −0.029 * | −0.020 | 1 | ||||||||
Size | −0.065 *** | 0.077 *** | −0.092 *** | −0.007 | −0.009 | 0.105 *** | −0.168 *** | 0.271 *** | −0.052 *** | 1 | |||||||
Own | −0.120 *** | 0.043 ** | 0.012 | 0.027 | −0.025 | −0.130 *** | 0.073 *** | −0.002 | 0.082 *** | −0.130 *** | 1 | ||||||
Growth | 0.002 | −0.008 | −0.019 | −0.004 | −0.009 | 0.017 | −0.001 | −0.012 | −0.015 | −0.013 | 0.033 * | 1 | |||||
Age | −0.045 *** | −0.041 ** | −0.058 *** | 0.008 | −0.007 | 0.047 *** | −0.033 * | 0.109 *** | −0.007 | 0.132 *** | −0.052 *** | 0.026 | 1 | ||||
FAR | −0.034 ** | 0.029 * | 0.079 *** | 0.022 | 0.006 | 0.015 | 0.724 *** | −0.147 *** | −0.057 *** | −0.040 ** | −0.283 *** | −0.006 | −0.053 *** | 1 | |||
Cashflow | 0.099 *** | −0.054 *** | 0.019 | −0.002 | 0.024 | 0.011 | −0.028 * | −0.002 | 0.034 ** | 0.066 *** | −0.425 *** | −0.004 | 0.057 *** | 0.161 *** | 1 | ||
DJG | 0.022 | 0.092 *** | 0.035 ** | −0.007 | −0.003 | −0.006 | 0.035 ** | 0.105 *** | −0.420 *** | 0.220 *** | −0.099 *** | 0.000 | 0.055 *** | 0.099 *** | −0.061 *** | 1 | |
Ratio | 0.034 ** | −0.062 *** | 0.060 *** | 0.014 | 0.015 | −0.089 *** | 0.027 | −0.007 | 0.072 *** | −0.031 * | 0.071 *** | 0.005 | 0.027 | −0.019 | 0.705 *** | −0.163 *** | 1 |
Variables | Model 1 | Model 2 |
---|---|---|
RDt | Applyt+2 | |
FCEO | −0.00351 * | 0.123 * |
(0.00211) | (0.0673) | |
RDt | 0.251 | |
(0.610) | ||
ROA | −0.159 *** | −1.296 |
(0.0261) | (0.837) | |
FLev | −0.0283 *** | −0.241 |
(0.00746) | (0.240) | |
IDR | 0.0233 | 1.077 |
(0.0224) | (0.714) | |
Size | −0.0109 *** | −0.0459 |
(0.00208) | (0.0680) | |
Own | −0.0219 | 1.034 * |
(0.0194) | (0.622) | |
Growth | 5.30 × 10−6 | −1.90 × 10−5 |
(2.99 × 10−5) | (0.000951) | |
Age | 0.00118 ** | 0.224 |
(0.000549) | (0.153) | |
FAR | −0.00718 | 0.552 *** |
(0.00572) | (0.184) | |
Cashflow | −0.00399 * | −0.128 * |
(0.00226) | (0.0721) | |
DJG | 0.00201 *** | −0.00308 |
(0.000445) | (0.0143) | |
Ratio | 0.0403 *** | 0.476 |
(0.0111) | (0.355) | |
Firm FE | Yes | Yes |
Year FE | Yes | Yes |
Industry FE | Yes | Yes |
Constant | 0.251 *** | 0.507 |
(0.0527) | (2.022) | |
Observations | 3500 | 3500 |
R-squared | 0.089 | 0.046 |
Variables | Model 3 | Model 3 | Model 3 | Model 4 | Model 4 | Model 4 |
---|---|---|---|---|---|---|
RDt | RDt | RDt | Applyt+2 | Applyt+2 | Applyt+2 | |
FCEO | −0.00292 (0.00214) | 0.00536 (0.00574) | −0.0263 *** (0.00772) | 0.121 * (0.0681) | 0.154 (0.180) | −0.177 (0.252) |
Gender | 0.00803 * (0.00422) | −0.0477 (0.134) | ||||
FCEO × Gender | −0.0106 * (0.00563) | 0.0408 (0.180) | ||||
Education | 0.000909 (0.00111) | −0.0102 (0.0349) | ||||
FCEO × Education | −0.00254 * (0.00153) | −0.00511 (0.040) | ||||
Duality | −0.00435 (0.00368) | −0.0619 (0.118) | ||||
FCEO × Duality | 0.0155 *** (0.00464) | 0.194 (0.152) | ||||
RDt | 0.258 (0.611) | 0.236 (0.618) | 0.161 (0.612) | |||
ROA | −0.157 *** (0.0261) | −0.148 *** (0.0284) | −0.156 *** (0.0261) | −1.303 (0.838) | −0.986 (0.896) | −1.240 (0.838) |
FLev | −0.0281 *** (0.00746) | −0.0298 *** (0.00773) | −0.0275 *** (0.00748) | −0.242 (0.240) | −0.155 (0.245) | −0.201 (0.240) |
IDR | 0.0225 (0.0224) | 0.0256 (0.0232) | 0.0234 (0.0226) | 1.079 (0.715) | 0.892 (0.728) | 1.106 (0.721) |
Size | −0.0108 *** (0.00208) | −0.0108 *** (0.00217) | −0.0108 *** (0.00209) | −0.0462 (0.0680) | −0.0412 (0.0699) | −0.0376 (0.0682) |
Own | −0.0222 (0.0194) | −0.0262 (0.0201) | −0.0205 (0.0194) | 1.034 * (0.623) | 1.332 ** (0.634) | 1.129 * (0.624) |
Growth | 5.31 × 10−6 (2.99 × 10−5) | 5.84 × 10−6 (3.01 × 10−5) | 5.23 × 10−6 (2.99 × 10−5) | −1.88 × 10−5 (0.000951) | 4.93 × 10−6 (0.000945) | −2.52 × 10−5 (0.000950) |
Age | 0.00116 ** (0.000549) | 0.00118 ** (0.000573) | 0.00113 ** (0.000550) | 0.224 (0.153) | 0.219 (0.152) | 0.206 (0.155) |
FAR | −0.00778 (0.00573) | −0.00957 (0.00645) | −0.00746 (0.00574) | 0.555 *** (0.184) | 0.494 ** (0.204) | 0.526 *** (0.184) |
Cashflow | −0.00393 * (0.00226) | −0.00401 * (0.00230) | −0.00381 * (0.00227) | −0.128 * (0.0721) | −0.126 * (0.0722) | −0.133 * (0.0722) |
DJG | 0.00200 *** (0.000445) | 0.00208 *** (0.000460) | 0.00212 *** (0.000447) | −0.00304 (0.0143) | −0.00248 (0.0145) | −0.00245 (0.0144) |
Ratio | 0.0400 *** (0.0111) | 0.0406 *** (0.0114) | 0.0392 *** (0.0111) | 0.476 (0.355) | 0.540 (0.358) | 0.496 (0.355) |
Firm FE | Yes | Yes | Yes | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
Industry FE | Yes | Yes | Yes | Yes | Yes | Yes |
Constant | 0.250 *** (0.0527) | 0.228 *** (0.0569) | 0.259 *** (0.0529) | 0.504 (2.023) | 0.709 (2.106) | 0.592 (2.037) |
Observations | 3500 | 3350 | 3490 | 3500 | 3350 | 3490 |
R-squared | 0.090 | 0.090 | 0.093 | 0.046 | 0.049 | 0.047 |
Variables | Model 1 | Model 2 | Model 3 | Model 3 | Model 3 | Model 4 | Model 4 | Model 4 |
---|---|---|---|---|---|---|---|---|
RDt | Applyt+2 | RDt | RDt | RDt | Applyt+2 | Applyt+2 | Applyt+2 | |
FCEO | −0.00351 * (0.00213) | 0.122 * (0.0673) | −0.00285 (0.00215) | 0.00598 (0.00578) | −0.0285 *** (0.00777) | 0.121 * (0.0682) | 0.152 (0.180) | −0.182 (0.247) |
Gender | 0.00832 * (0.00424) | −0.0430 (0.134) | ||||||
FCEO × Gender | −0.0117 ** (0.00567) | 0.0323 (0.180) | ||||||
Education | 0.00107 (0.00112) | −0.00981 (0.0349) | ||||||
FCEO × Education | −0.00272 * (0.00154) | −0.00479 (0.0480) | ||||||
Duality | −0.00533 (0.00362) | −0.0740 (0.115) | ||||||
FCEO × Duality | 0.0169 *** (0.00471) | 0.202 (0.150) | ||||||
RDt | 0.361 (0.606) | 0.368 (0.607) | 0.308 (0.614) | 0.299 (0.608) | ||||
ROE | −0.00594 (0.00888) | −0.0724 (0.281) | −0.00532 (0.00888) | 0.00126 (0.00933) | −0.00462 (0.00887) | −0.0734 (0.281) | 0.00963 (0.291) | −0.0585 (0.281) |
FLev | −0.0290 *** (0.00756) | −0.250 (0.240) | −0.0289 *** (0.00756) | −0.0304 *** (0.00783) | −0.0283 ***(0.00755) | −0.252 (0.240) | −0.162 (0.245) | −0.243 (0.240) |
IDR | 0.0162 (0.0226) | 1.059 (0.715) | 0.0153 (0.0226) | 0.0175 (0.0234) | 0.0172 (0.0226) | 1.061 (0.716) | 0.870 (0.729) | 1.065 (0.718) |
Size | −0.00846 *** (0.00213) | −0.0328 (0.0675) | −0.00838 *** (0.00213) | −0.00853 *** (0.00222) | −0.00849 *** (0.00213) | −0.0329 (0.0675) | −0.0313 (0.0694) | −0.0331 (0.0676) |
Own | −0.0493 ** (0.0197) | 0.907 (0.623) | −0.0495 ** (0.0197) | −0.0556 *** (0.0203) | −0.0484 ** (0.0196) | 0.907 (0.624) | 1.204 * (0.635) | 0.914 (0.623) |
Growth | 5.01 × 10−6 (3.01 × 10−5) | −1.65 × 10−5 (0.000951) | 5.07 × 10−6 (3.01 × 10−5) | 5.47 × 10−6 (3.03 × 10−5) | 4.82 × 10−6 (3.00 × 10−5) | −1.63 × 10−5 (0.000952) | 6.97 × 10−6 (0.000945) | −1.86 × 10−5 (0.000951) |
Age | 0.00513 (0.00484) | 0.218 (0.153) | 0.00495 (0.00484) | 0.00514 (0.00488) | 0.00458 (0.00483) | 0.218 (0.153) | 0.214 (0.152) | 0.212 (0.153) |
FAR | −0.0324 *** (0.00467) | 0.348 ** (0.149) | −0.0328 *** (0.00467) | −0.0371 *** (0.00514) | −0.0326 *** (0.00466) | 0.350 ** (0.149) | 0.304 * (0.162) | 0.344 ** (0.149) |
Cashflow | −0.00411 * (0.00228) | −0.130 * (0.0721) | −0.00404 * (0.00228) | −0.00416 * (0.00231) | −0.00394 * (0.00227) | −0.130 * (0.0722) | −0.128 * (0.0722) | −0.128 * (0.0721) |
DJG | 0.00180 *** (0.000451) | −0.00385 (0.0143) | 0.00178 *** (0.000451) | 0.00186 *** (0.000465) | 0.00192 *** (0.000451) | −0.00382 (0.0143) | −0.00317 (0.0145) | −0.00235 (0.0144) |
Ratio | 0.0422 *** (0.0112) | 0.486 (0.355) | 0.0419 *** (0.0112) | 0.0426 *** (0.0115) | 0.0413 *** (0.0112) | 0.486 (0.355) | 0.551 (0.358) | 0.478 (0.355) |
Firm FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Industry FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 3500 | 3500 | 3500 | 3350 | 3500 | 3500 | 3350 | 3500 |
R-squared | 0.082 | 0.045 | 0.083 | 0.085 | 0.086 | 0.045 | 0.049 | 0.046 |
Variables | Model 1 | Model 2 | Model 3 | Model 3 | Model 3 | Model 4 | Model 4 | Model 4 |
---|---|---|---|---|---|---|---|---|
Inputt | Applyt+1 | Inputt | Inputt | Inputt | Applyt+1 | Applyt+1 | Applyt+1 | |
FCEO | −0.000609 (0.000969) | 0.0870 * (0.0674) | −0.00271 (0.00214) | 0.00595 ** (0.00263) | −0.0115 *** (0.00367) | 0.106 (0.0688) | 0.243 (0.182) | −0.0336 (0.118) |
Gender | 0.00757 * (0.00421) | 0.0522 (0.136) | ||||||
FCEO × Gender | −0.0104 * (0.00563) | −0.185 (0.181) | ||||||
Education | 0.000692 (0.000511) | 0.0710 ** (0.0353) | ||||||
FCEO × Education | −0.00187 *** (0.000702) | −0.0519 (0.0486) | ||||||
Duality | −0.00550 (0.00371) | −0.122 (0.120) | ||||||
FCEO × Duality | 0.0165 *** (0.00475) | 0.207 (0.153) | ||||||
Inputt | 0.425 (0.614) | 3.062 ** (1.344) | 3.194 ** (1.361) | 3.023 ** (1.346) | ||||
ROA | 0.0465 *** (0.0120) | −0.167 (0.842) | −0.162 *** (0.0261) | 0.0506 *** (0.0130) | −0.161 *** (0.0261) | −0.128 (0.843) | −0.216 (0.904) | −0.0838 (0.844) |
FLev | 0.00982 *** (0.00345) | −0.15 1(0.240) | −0.0272 *** (0.00751) | 0.00860 ** (0.00357) | −0.0265 *** (0.00752) | −0.191 (0.242) | −0.139 (0.247) | −0.164 (0.243) |
IDR | −0.00187 (0.0103) | −0.497 (0.718) | 0.0179 (0.0224) | −0.00295 (0.0107) | 0.0191 (0.0226) | −0.595 (0.722) | −0.565 (0.737) | −0.651 (0.730) |
Size | −0.0140 *** (0.000976) | 0.0806 (0.0677) | −0.00992 *** (0.00213) | −0.0138 *** (0.00102) | −0.00998 *** (0.00213) | 0.140 ** (0.0710) | 0.132 * (0.0729) | 0.145 ** (0.0713) |
Own | −0.0207 ** (0.00896) | 2.436 *** (0.625) | −0.0316 (0.0195) | −0.0233 ** (0.00928) | −0.0300 (0.0196) | 2.477 *** (0.629) | 2.511 *** (0.642) | 2.554 *** (0.632) |
Growth | 1.12 × 10−6 (1.37 × 10−5) | 0.000782 (0.00096) | 4.67 × 10−6 (2.98 × 10−5) | 1.29 × 10−6 (1.38 × 10−5) | 4.41 × 10−6 (2.98 × 10−5) | 0.000780 (0.00096) | 0.000815 (0.00096) | 0.000774 (0.000962) |
Age | 0.00380 * (0.00221) | −0.108 (0.153) | 0.00570 (0.00481) | 0.00382 * (0.00223) | 0.00466 (0.00487) | −0.139 (0.155) | −0.132 (0.154) | −0.141 (0.157) |
FAR | −0.00416 (0.00264) | 0.250 (0.184) | −0.00555 (0.00577) | −0.00549 * (0.00298) | −0.00520 (0.00577) | 0.201 (0.186) | 0.227 (0.206) | 0.186 (0.186) |
Cashflow | −0.00120 (0.00104) | −0.0254 (0.0721) | −0.00378 * (0.00226) | −0.000934 (0.00106) | −0.00370 (0.00226) | −0.0209 (0.0729) | −0.0205 (0.0730) | −0.0183 (0.0730) |
DJG | 0.00088 *** (0.000205) | −0.00119 (0.0143) | 0.00187 *** (0.000447) | 0.00082 *** (0.000212) | 0.00198 *** (0.000449) | −0.00659 (0.0144) | −0.00305 (0.0147) | −0.00632 (0.0145) |
Ratio | 0.00349 (0.00510) | 0.118 (0.353) | 0.0402 *** (0.0111) | 0.00270 (0.00523) | 0.0394 *** (0.0111) | 0.115 (0.358) | 0.0991 (0.362) | 0.102 (0.359) |
Firm FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Industry FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Constant | 0.283 *** (0.0320) | −1.032 (1.969) | 0.208 *** (0.0697) | 0.278 *** (0.0328) | 0.223 *** (0.0701) | −2.755 (2.277) | −3.024 (2.300) | −2.672 (2.293) |
Observations | 3500 | 3500 | 3500 | 3350 | 3490 | 3500 | 3350 | 3490 |
R-squared | 0.119 | 0.039 | 0.096 | 0.117 | 0.099 | 0.047 | 0.048 | 0.048 |
Variables | Column 1 | Column 2 |
---|---|---|
RDt | Applyt+2 | |
FCEO | −0.0195 ** (0.00968) | −0.0771 (0.304) |
Gender | 0.00769 * (0.00433) | −0.0727 (0.136) |
FCEO × Gender | −0.0116 ** (0.00583) | 0.0112 (0.183) |
Education | 0.00120 (0.00112) | −0.00793 (0.0350) |
FCEO × Education | −0.00291 * (0.00153) | −0.0083 (0.0481) |
Duality | −0.00685 * (0.00382) | −0.0246 (0.120) |
FCEO × Duality | 0.0178 *** (0.00490) | 0.163 (0.154) |
RDt | 0.153 (0.620) | |
ROA | −0.150 *** (0.0285) | −0.888 (0.898) |
FLev | −0.0279 *** (0.00779) | −0.121 (0.245) |
IDR | 0.0201 (0.0234) | 0.942 (0.736) |
Size | −0.00983 *** (0.00223) | −0.0325 (0.0702) |
Own | −0.0345 * (0.0203) | 1.422 ** (0.636) |
Growth | 5.02 × 10−6 (3.01 × 10−5) | 1.48 × 10−6 (0.000944) |
Age | 0.00439 (0.00492) | 0.197 (0.154) |
FAR | −0.00765 (0.00652) | 0.459 ** (0.205) |
Cashflow | −0.00360 (0.00230) | −0.130 * (0.0723) |
DJG | 0.00204 *** (0.000464) | −0.00193 (0.0146) |
Ratio | 0.0392 *** (0.0114) | 0.557 (0.359) |
Firm FE | Yes | Yes |
Year FE | Yes | Yes |
Industry FE | Yes | Yes |
Constant | 0.193 *** (0.0675) | 0.716 (2.120) |
Observations | 3340 | 3340 |
R-squared | 0.102 | 0.050 |
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Wang, Q.; Pei, X.; Liang, H. Founder CEO, CEO Characteristics, and Firm Innovation Efficiency: An Empirical Study of China’s GEM-Listed Companies. Sustainability 2022, 14, 8250. https://doi.org/10.3390/su14148250
Wang Q, Pei X, Liang H. Founder CEO, CEO Characteristics, and Firm Innovation Efficiency: An Empirical Study of China’s GEM-Listed Companies. Sustainability. 2022; 14(14):8250. https://doi.org/10.3390/su14148250
Chicago/Turabian StyleWang, Qian, Xiaojie Pei, and Huigang Liang. 2022. "Founder CEO, CEO Characteristics, and Firm Innovation Efficiency: An Empirical Study of China’s GEM-Listed Companies" Sustainability 14, no. 14: 8250. https://doi.org/10.3390/su14148250