| Literature DB >> 35978777 |
Ximeng Jia1, Tao Wang2, Chen Chen3.
Abstract
This paper analyzes the impact mechanism of executive poverty experience on innovation performance from the two logics of "innate endowment" and "endogenous power." It then explores the moderating role of executive characteristics, firm nature, and market competition from the perspective of heterogeneity, and finally proves the influence mechanism. Using the data of Chinese A-share listed companies from 2012 to 2020, the empirical results show that executives' poverty experience improves corporate innovation performance. Further studies find that female executives with poverty experience have a more significant impact on innovation performance. Additionally, state-owned enterprises (SOEs) weaken the positive effects of executives with poverty experiences on innovation performance. The impact of executive poverty experience on innovation performance is more significant in fierce market competition. The mediating result suggests that executive poverty experience improves innovation performance partly by inhibiting R&D manipulation. The findings remain valid through Propensity Score Matching (PSM) tests, the Heckman two-stage, and alternative indicator measures. Using the early life poverty experience of executives, this study promotes research on the factors influencing corporate innovation. It also provides empirical evidence for improving corporate innovation performance through a study of moderating effects and influencing mechanisms.Entities:
Keywords: R&D manipulation; executive gender; innovation performance; market competition; poverty experience
Year: 2022 PMID: 35978777 PMCID: PMC9376282 DOI: 10.3389/fpsyg.2022.946167
Source DB: PubMed Journal: Front Psychol ISSN: 1664-1078
FIGURE 1Conceptual framework.
Variable definitions.
| Nature of variables | Variable name | Variable symbols | Variable definition |
| Dependent variable | Corporate innovation performance | SLpatent1 | Natural logarithm of the number of invention, utility and design patent applications of the company |
| Lpatent2 | Natural logarithm of the number of invention patent applications of the company | ||
| Lpatent3 | Natural logarithm of the sum of the number of utility and design patent applications for the company | ||
| Independent variable | Executive poverty experience | Famine | The value of this indicator is 1 if the executive has experienced the “3 Years of Difficulty Period” as a child, i.e., was born between 1947 and 1961. Otherwise, it is 0. |
| Adjustment variables | Executive gender | Female | Female is assigned a value of 1, or 0 otherwise. |
| Property rights | Soe | State-owned enterprises take the value of 1 for this indicator, while private enterprises take the value of 0 | |
| Market competition | CompH | The Lerner Index, adjusted for industry | |
| Control variables | Financial leverage | Leve | leverage ratio, i.e., total liabilities divided by total assets |
| Profitability | Roa | Net profit margin on total assets, i.e., the ratio of a company’s net profit to its total assets | |
| Firm | Growth | Current period sales revenue minus prior period sales revenue, divided by current period sales revenue | |
| Firm size | Size | Natural logarithm of total assets at the end of the year | |
| Firm age | Listage | Natural logarithm of the number of years the company has been listed | |
| Size of fixed assets | Ppeta | Ratio of fixed assets to total assets | |
| Shareholding Concentration | Share1 | Percentage of shareholding of the largest shareholder | |
| Free cash flow | Cfo | Ratio of cash flow from operating activities to total assets of the company | |
| Cash holding levels | Cash | Ratio of the company’s cash and cash equivalents to the company’s total assets | |
| Management shareholding | Esh | Total number of shares held by management divided by total number of shares in the company | |
| Industry dummy variables | Indu | Following the guidelines of the Industry Classification of Listed Companies (2012 Edition) of the Securities and Futures Commission, the manufacturing industry is classified according to the secondary industry code, while the remaining sector is classified according to the primary industry code. | |
| Year dummy variables | Year | The study sample covered a period of 19 years, and 18 dummy variables were generated. |
Descriptive statistics.
| Variables | Average value | Standard deviation | Minimum value | 25th percentile | Median | 75th percentile | Maximum value |
| SLpatent1 | 0.791 | 1.380 | 0.000 | 0.000 | 0.000 | 1.099 | 9.724 |
| Lpatent2 | 0.613 | 1.165 | 0.000 | 0.000 | 0.000 | 0.693 | 8.996 |
| Lpatent3 | 0.483 | 1.111 | 0.000 | 0.000 | 0.000 | 0.000 | 9.198 |
| Famine | 0.186 | 0.389 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
| Female | 0.068 | 0.251 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
| SOE | 0.314 | 0.464 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 |
| CompH | 0.022 | 0.136 | −0.824 | −0.043 | 0.014 | 0.085 | 0.551 |
| Leve | 0.410 | 0.203 | 0.053 | 0.244 | 0.398 | 0.560 | 0.881 |
| Roa | 0.041 | 0.059 | −0.244 | 0.016 | 0.039 | 0.070 | 0.193 |
| Growth | 0.187 | 0.658 | −0.848 | −0.049 | 0.092 | 0.260 | 4.802 |
| Size | 22.143 | 1.276 | 19.902 | 21.218 | 21.960 | 22.851 | 26.179 |
| Listage | 1.985 | 0.927 | 0.000 | 1.386 | 2.197 | 2.833 | 3.296 |
| Ppeta | 0.209 | 0.158 | 0.002 | 0.087 | 0.177 | 0.296 | 0.695 |
| Share1 | 0.344 | 0.146 | 0.087 | 0.231 | 0.324 | 0.441 | 0.743 |
| Cfo | 0.049 | 0.067 | −0.149 | 0.011 | 0.048 | 0.089 | 0.239 |
| Cash | 0.164 | 0.126 | 0.012 | 0.074 | 0.128 | 0.216 | 0.609 |
| Esh | 0.153 | 0.205 | 0.000 | 0.000 | 0.016 | 0.298 | 0.685 |
Correlation coefficient matrix.
| Variables | SLpatent1 | Lpatent2 | Lpatent3 | Famine | Female | SOE | CompH | Leve |
| Lpatent2 | 0.956 | 1 | ||||||
| Lpatent3 | 0.899 | 0.784 | 1 | |||||
| Famine | 0.019 | 0.013 | 0.032 | 1 | ||||
| Female | −0.030 | −0.031 | −0.025 | 0.006 | 1 | |||
| SOE | 0.129 | 0.128 | 0.125 | 0.035 | −0.065 | 1 | ||
| CompH | 0.021 | 0.024 | 0.000 | −0.019 | 0.020 | −0.146 | 1 | − |
| Leve | 0.138 | 0.129 | 0.149 | 0.023 | −0.020 | 0.308 | −0.285 | 1 |
| Roa | 0.024 | 0.026 | 0.006 | 0.007 | 0.007 | −0.118 | 0.562 | −0.366 |
| Growth | 0.021 | 0.019 | 0.014 | −0.022 | −0.003 | −0.046 | 0.088 | 0.063 |
| Size | 0.387 | 0.379 | 0.362 | 0.025 | −0.039 | 0.373 | 0.009 | 0.539 |
| Listage | 0.137 | 0.136 | 0.113 | 0.001 | −0.021 | 0.448 | −0.252 | 0.402 |
| Ppeta | 0.022 | 0.022 | 0.023 | 0.062 | −0.031 | 0.215 | −0.110 | 0.101 |
| Share1 | 0.048 | 0.044 | 0.068 | 0.038 | 0.008 | 0.232 | 0.052 | 0.050 |
| Cfo | 0.040 | 0.043 | 0.028 | 0.009 | 0.017 | −0.029 | 0.301 | −0.172 |
| Cash | −0.082 | −0.075 | −0.078 | 0.005 | 0.031 | −0.089 | 0.178 | −0.406 |
| Esh | −0.104 | −0.105 | −0.094 | −0.046 | 0.041 | −0.479 | 0.196 | −0.339 |
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| Growth | 0.135 | 1 | ||||||
| Size | −0.045 | 0.079 | 1 | |||||
| Listage | −0.247 | −0.034 | 0.451 | 1 | ||||
| Ppeta | −0.088 | −0.047 | 0.120 | 0.153 | 1 | |||
| Share1 | 0.123 | 0.009 | 0.174 | −0.071 | 0.090 | 1 | ||
| Cfo | 0.390 | 0.022 | 0.061 | −0.028 | 0.214 | 0.094 | 1 | |
| Cash | 0.268 | −0.035 | −0.264 | −0.280 | −0.318 | 0.035 | 0.162 | 1 |
| Esh | 0.186 | 0.009 | −0.381 | −0.561 | −0.179 | −0.090 | 0.021 | 0.185 |
*p < 0.1, **p < 0.05, ***p < 0.01, same later.
Regression results of executive poverty experience and firm innovation performance.
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
| SLpatent1 | Lpatent2 | Lpatent3 | SLpatent1 | Lpatent2 | Lpatent3 | |
| Famine | 0.068 | 0.040 | 0.092 | 0.056 | 0.036 | 0.068 |
| (2.627) | (1.865) | (4.256) | (2.532) | (1.933) | (3.614) | |
| Leve | −0.382 | −0.344 | −0.211 | |||
| (−6.908) | (−7.281) | (−4.746) | ||||
| Roa | 0.283 | 0.244 | −0.041 | |||
| (1.715) | (1.748) | (−0.306) | ||||
| Growth | −0.030 | −0.025 | −0.033 | |||
| (−2.398) | (−2.305) | (−3.306) | ||||
| Size | 0.525 | 0.438 | 0.381 | |||
| (47.094) | (43.371) | (37.953) | ||||
| Listage | 0.039 | 0.029 | 0.003 | |||
| (3.291) | (2.875) | (0.354) | ||||
| Ppeta | −0.587 | −0.459 | −0.367 | |||
| (−8.655) | (−7.939) | (−6.552) | ||||
| Share1 | 0.028 | 0.019 | 0.105 | |||
| (0.412) | (0.333) | (1.873) | ||||
| Cfo | 0.054 | −0.003 | 0.130 | |||
| (0.402) | (−0.024) | (1.200) | ||||
| Cash | 0.020 | 0.038 | 0.058 | |||
| (0.271) | (0.613) | (0.985) | ||||
| Esh | 0.019 | −0.014 | 0.042 | |||
| (0.387) | (−0.351) | (1.060) | ||||
| Indu | No | No | No | Yes | Yes | Yes |
| Year | No | No | No | Yes | Yes | Yes |
| Constant | 0.779 | 0.606 | 0.466 | −10.705 | −8.910 | −8.008 |
| (74.673) | (68.338) | (56.324) | (−45.452) | (−41.709) | (−38.123) | |
|
| 20834 | 20834 | 20834 | 20834 | 20834 | 20834 |
| Adj- | 0.000 | 0.000 | 0.001 | 0.236 | 0.221 | 0.211 |
T-values in parentheses, *p < 0.1, **p < 0.05, ***p < 0.01, same later.
Regression results of moderating effects under gender heterogeneity.
| Variables | (1) | (2) | (3) |
| SLpatent1 | Lpatent2 | Lpatent3 | |
| Famine | 0.219 | 0.157 | 0.234 |
| (2.420) | (2.041) | (2.941) | |
| Famine | 0.041 | 0.025 | 0.051 |
| (1.787) | (1.309) | (2.665) | |
| Female | −0.049 | −0.044 | −0.042 |
| (−1.349) | (−1.402) | (−1.475) | |
| Leve | −0.383 | −0.344 | −0.211 |
| (−6.912) | (−7.284) | (−4.754) | |
| Roa | 0.278 | 0.240 | −0.046 |
| (1.683) | (1.720) | (−0.347) | |
| Growth | −0.030 | −0.025 | −0.033 |
| (−2.357) | (−2.272) | (−3.250) | |
| Size | 0.524 | 0.438 | 0.381 |
| (47.115) | (43.360) | (37.992) | |
| Listage | 0.038 | 0.029 | 0.002 |
| (3.217) | (2.815) | (0.254) | |
| Ppeta | −0.587 | −0.459 | −0.367 |
| (−8.658) | (−7.939) | (−6.556) | |
| Share1 | 0.032 | 0.023 | 0.110 |
| (0.479) | (0.393) | (1.958) | |
| Cfo | 0.056 | −0.000 | 0.131 |
| (0.418) | (−0.004) | (1.213) | |
| Cash | 0.016 | 0.036 | 0.053 |
| (0.213) | (0.566) | (0.907) | |
| Esh | 0.014 | −0.018 | 0.036 |
| (0.282) | (−0.430) | (0.905) | |
| Indu | Yes | Yes | Yes |
| Year | Yes | Yes | Yes |
| Constant | −10.687 | −8.897 | −7.990 |
| (−45.454) | (−41.685) | (−38.154) | |
|
| 20834 | 20834 | 20834 |
| Adj- | 0.237 | 0.221 | 0.212 |
T-values in parentheses, *p < 0.1, **p < 0.05, ***p < 0.01.
Regression results of the moderating effects of the nature of property rights and market competition.
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
| SLpatent1 | Lpatent2 | Lpatent3 | SLpatent1 | Lpatent2 | Lpatent3 | |
| Famine | −0.094 | −0.113 | 0.008 | |||
| (−1.939) | (−2.768) | (0.202) | ||||
| Famine | −0.288 | −0.189 | −0.292 | |||
| (−2.278) | (−1.811) | (−2.859) | ||||
| Famine | 0.060 | 0.040 | 0.069 | 0.061 | 0.039 | 0.073 |
| (2.723) | (2.172) | (3.703) | (2.757) | (2.114) | (3.872) | |
| Soe | 0.143 | 0.133 | 0.086 | |||
| (6.052) | (6.516) | (4.405) | ||||
| CompH | −0.054 | −0.035 | −0.055 | |||
| (−2.304) | (−1.827) | (−2.915) | ||||
| Leve | −0.406 | −0.365 | −0.225 | −0.385 | −0.345 | −0.213 |
| (−7.292) | (−7.693) | (−5.024) | (−6.952) | (−7.313) | (−4.808) | |
| Roa | 0.258 | 0.221 | −0.056 | 0.353 | 0.289 | 0.032 |
| (1.558) | (1.578) | (−0.423) | (2.104) | (2.042) | (0.236) | |
| Growth | −0.026 | −0.021 | −0.031 | −0.030 | −0.025 | −0.033 |
| (−2.070) | (−1.953) | (−3.049) | (−2.392) | (−2.301) | (−3.298) | |
| Size | 0.520 | 0.434 | 0.378 | 0.525 | 0.438 | 0.381 |
| (46.703) | (43.052) | (37.679) | (47.126) | (43.388) | (37.986) | |
| Listage | 0.021 | 0.012 | −0.008 | 0.039 | 0.029 | 0.003 |
| (1.680) | (1.149) | (−0.759) | (3.237) | (2.834) | (0.292) | |
| Ppeta | −0.644 | −0.512 | −0.400 | −0.591 | −0.461 | −0.371 |
| (−9.420) | (−8.792) | (−7.093) | (−8.712) | (−7.978) | (−6.621) | |
| Share1 | −0.048 | −0.050 | 0.059 | 0.023 | 0.016 | 0.101 |
| (−0.704) | (−0.856) | (1.042) | (0.348) | (0.286) | (1.794) | |
| Cfo | 0.134 | 0.073 | 0.174 | 0.071 | 0.008 | 0.148 |
| (1.001) | (0.651) | (1.605) | (0.527) | (0.073) | (1.359) | |
| Cash | −0.047 | −0.024 | 0.018 | 0.019 | 0.038 | 0.057 |
| (−0.641) | (−0.383) | (0.312) | (0.260) | (0.605) | (0.960) | |
| Esh | 0.097 | 0.058 | 0.087 | 0.020 | −0.014 | 0.042 |
| (1.921) | (1.401) | (2.155) | (0.395) | (−0.344) | (1.067) | |
| Indu | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | Yes | Yes |
| Constant | −10.534 | −8.761 | −7.885 | −10.705 | −8.910 | −8.006 |
| (−44.511) | (−40.921) | (−37.467) | (−45.476) | (−41.722) | (−38.148) | |
|
| 20834 | 20834 | 20834 | 20834 | 20834 | 20834 |
| Adj- | 0.238 | 0.223 | 0.212 | 0.236 | 0.221 | 0.211 |
T-values in parentheses, *p < 0.1, **p < 0.05, ***p < 0.01.
Test for mediating effects of R&D manipulation.
| Variables | (1) | (2) | (3) | (4) |
| Abn | SLpatent1 | Lpatent2 | Lpatent3 | |
| Famine | −0.001 | 0.054 | 0.035 | 0.066 |
| (−5.352) | (2.455) | (1.876) | (3.495) | |
| Abn | −3.210 | −2.015 | −4.247 | |
| (−2.329) | (−1.660) | (−3.937) | ||
| Leve | 0.001 | −0.378 | −0.341 | −0.204 |
| (4.475) | (−6.825) | (−7.219) | (−4.614) | |
| Roa | 0.010 | 0.316 | 0.265 | 0.003 |
| (9.538) | (1.910) | (1.893) | (0.021) | |
| Growth | 0.001 | −0.027 | −0.023 | −0.029 |
| (9.061) | (−2.138) | (−2.115) | (−2.880) | |
| Size | 0.000 | 0.525 | 0.438 | 0.381 |
| (0.510) | (47.135) | (43.397) | (38.005) | |
| Listage | 0.000 | 0.040 | 0.030 | 0.004 |
| (3.782) | (3.353) | (2.922) | (0.455) | |
| Ppeta | −0.003 | −0.596 | −0.464 | −0.379 |
| (−7.767) | (−8.774) | (−8.020) | (−6.753) | |
| Share1 | −0.000 | 0.027 | 0.019 | 0.105 |
| (−0.068) | (0.411) | (0.332) | (1.873) | |
| Cfo | 0.004 | 0.066 | 0.005 | 0.147 |
| (4.647) | (0.496) | (0.046) | (1.354) | |
| Cash | 0.002 | 0.026 | 0.042 | 0.066 |
| (4.051) | (0.353) | (0.673) | (1.119) | |
| Esh | −0.000 | 0.019 | −0.015 | 0.041 |
| (−0.610) | (0.375) | (−0.360) | (1.039) | |
| Indu | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes |
| Constant | 0.008 | −10.680 | −8.894 | −7.976 |
| (7.237) | (−45.396) | (−41.676) | (−38.077) | |
| N | 20834 | 20834 | 20834 | 20834 |
| Adj- | 0.132 | 0.237 | 0.221 | 0.212 |
T-values in parentheses, *p < 0.1, **p < 0.05, ***p < 0.01.
PSM test and Heckman two-stage test regression results.
| Variables | (1) | (2) | (3) | (4) | (5) | (6) |
| SLpatent1 | Lpatent2 | Lpatent3 | SLpatent1 | Lpatent2 | Lpatent3 | |
| Famine | 0.074 | 0.057 | 0.078 | 0.061 | 0.041 | 0.071 |
| (2.556) | (2.349) | (3.211) | (2.738) | (2.185) | (3.748) | |
| Leve | −0.632 | −0.546 | −0.431 | −0.397 | −0.356 | −0.214 |
| (−6.274) | (−6.466) | (−5.106) | (−7.170) | (−7.547) | (−4.816) | |
| Roa | 0.218 | 0.055 | 0.074 | 0.360 | 0.308 | 0.001 |
| (0.700) | (0.206) | (0.289) | (2.178) | (2.205) | (0.010) | |
| Growth | 0.023 | 0.014 | 0.003 | −0.032 | −0.027 | −0.035 |
| (0.865) | (0.611) | (0.112) | (−2.529) | (−2.487) | (−3.464) | |
| Size | 0.576 | 0.477 | 0.444 | 0.542 | 0.453 | 0.389 |
| (29.634) | (27.214) | (24.541) | (47.388) | (43.854) | (38.220) | |
| Listage | 0.016 | 0.006 | −0.027 | 0.008 | 0.002 | −0.009 |
| (0.735) | (0.342) | (−1.502) | (0.589) | (0.217) | (−0.809) | |
| Ppeta | −0.730 | −0.574 | −0.491 | −0.539 | −0.415 | −0.342 |
| (−6.399) | (−5.955) | (−5.101) | (−7.737) | (−6.971) | (−5.911) | |
| Share1 | 0.021 | −0.014 | 0.105 | −0.003 | −−0.003 | −0.001 |
| (0.182) | (−0.140) | (1.041) | (−4.446) | (−4.354) | (−1.353) | |
| Cfo | 0.180 | 0.152 | 0.185 | 0.093 | 0.033 | 0.150 |
| (0.747) | (0.754) | (0.902) | (0.700) | (0.292) | (1.390) | |
| Cash | −0.227 | −0.182 | −0.136 | 0.062 | 0.075 | 0.079 |
| (−1.793) | (−1.704) | (−1.279) | (0.837) | (1.191) | (1.331) | |
| Esh | 0.056 | 0.023 | 0.049 | 0.033 | −0.002 | 0.038 |
| (0.636) | (0.321) | (0.701) | (0.667) | (−0.053) | (0.977) | |
| imr2 | 0.109 | 0.105 | 0.055 | |||
| (2.162) | (2.458) | (1.303) | ||||
| Indu | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | Yes | Yes |
| Constant | −11.533 | −9.483 | −9.179 | −10.993 | −9.183 | −8.150 |
| (−28.053) | (−25.603) | (−24.269) | (−42.720) | (−39.916) | (−36.508) | |
| N | 7081 | 7081 | 7081 | 20834 | 20834 | 20834 |
| Adj- | 0.276 | 0.262 | 0.250 | 0.237 | 0.222 | 0.211 |
T-values in parentheses, *p < 0.1, **p < 0.05, ***p < 0.01.
Alternative measures of variables.
| (1) | (2) | (3) | (4) | |
| Gpatenth1 | Gpatenth2 | R&D1 | R&D2 | |
| Famine | 0.058 | 0.064 | 0.175 | 0.001 |
| (3.112) | (3.015) | (3.870) | (4.849) | |
| Leve | −0.260 | −0.220 | −0.207 | 0.002 |
| (−6.090) | (−4.231) | (−1.253) | (2.962) | |
| Roa | 0.042 | 0.012 | −0.287 | 0.006 |
| (0.353) | (0.078) | (−0.585) | (2.862) | |
| Growth | −0.014 | −0.039 | 0.095 | 0.000 |
| (−1.412) | (−3.134) | (2.682) | (3.818) | |
| Size | 0.315 | 0.449 | 0.533 | −0.001 |
| (32.054) | (39.951) | (18.723) | (−7.014) | |
| Listage | 0.028 | 0.012 | −0.327 | −0.001 |
| (3.036) | (1.105) | (−10.357) | (−9.497) | |
| Ppeta | −0.427 | −0.404 | −1.467 | −0.006 |
| (−7.886) | (−6.239) | (−6.880) | (−9.631) | |
| Share1 | 0.077 | 0.084 | −0.486 | −0.002 |
| (1.417) | (1.313) | (−2.961) | (−3.577) | |
| Cfo | 0.170 | 0.042 | 2.030 | 0.015 |
| (1.666) | (0.331) | (4.669) | (10.126) | |
| Cash | −0.096 | 0.025 | −1.100 | 0.001 |
| (−1.663) | (0.380) | (−5.460) | (1.042) | |
| Esh | 0.016 | 0.016 | 0.235 | 0.000 |
| (0.432) | (0.368) | (2.619) | (0.528) | |
| Indu | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes |
| Constant | −6.233 | −9.486 | −10.319 | 0.010 |
| (−29.977) | (−40.278) | (−17.813) | (5.522) | |
| N | 20834 | 20834 | 20834 | 20834 |
| Adj- | 0.233 | 0.222 | 0.879 | 0.519 |
T-values in parentheses, *p < 0.1, **p < 0.05, ***p < 0.01.