From Equality to Excellence: Exploring the Relationship between Gender Equality HR Policies and R&D Intensity
Abstract
:1. Introduction
2. Related Literature and Hypotheses Development
2.1. Determinants of Innovation Focus
2.2. Gender Equality HR Policies and Innovation Focus
2.3. Does Workers’ Gender Composition Matter?
3. Methods
3.1. Data
3.2. Empirical Model
a4 SalesGrowthi,t + a5 Leveragei,t + a6 ROAi,t + a7 CFOi,t−1 + a8 Returni,t−1
+ Industry Fixed Effects + Year Fixed Effects + ei,t
+ a3Pay Gapi,t + a4Pay Gapi,t × R&D Female Ratioi,t + a5 R&D Female Ratioi,t
+ a6 Sizei,t + a7 SalesGrowthi,t + a8 Leveragei,t + a9 ROAi,t + a10 CFOi,t−1
+ a8 Returni,t−1 + Industry Fixed Effects + Year Fixed Effects + ei,t
3.3. Descriptive Characteristics
4. Empirical Results
4.1. Gender Equality Policies and Innovation Focus
4.2. Worker Composition: Proportion of Female R&D Workers
5. Discussion
6. Conclusions
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Variable Definitions
Variables | Definitions |
R&D Intensityi,t | R&D capital (less depreciation) on the firm’s statement of financial position, scaled by its total assets at the beginning of the year. |
Intangible Intensityi,t | Sum value of R&D capital, patents, industrial property rights, intellectual properties, and software assets (excluding their depreciations), scaled by the total assets at the beginning of the year. |
Equal Hiringi,t | Indicator that is equal to 1 if a firm has established specific targets or quotas for the recruitment and employment of women and 0 if it has not. |
Pay Gapi,t | Natural logarithm of the average male compensation minus the natural logarithm of the average female compensation. |
R&D Female Ratioi,t | Proportion of female workers among the total number of R&D workers. |
Sizei,t | Natural logarithm of the total firm assets at the beginning of the year. |
SalesGrowthi,t | Growth rate of sales revenues during the past three years. |
Leveragei,t | Total liabilities divided by total assets. |
ROAi,t | Net income divided by total assets. |
CFOi,t−1 | One-year lagged cash flows from operation divided by the one-year lagged total assets. |
Returni,t−1 | Buy-hold stock returns in the previous year. |
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Panel (A) | |
---|---|
Sample Selection | Observations |
HR managers’ responses to the survey during the 2020–2022 period | 301 |
Less observations without responses to HR policy variables used in the analysis | (167) |
Less observations with missing values of financial variables | (4) |
Final sample | 130 |
Panel (B) | |
Year | Observations |
2020 | 47 |
2021 | 41 |
2022 | 42 |
Total | 130 |
Panel (A) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Variables | N | Mean | Median | p25 | p75 | Min | Max | STD | |||
R&D Intensityi,t | 130 | 0.008 | 0.000 | 0.000 | 0.001 | 0.000 | 0.132 | 0.024 | |||
Intangible Intensityi,t | 130 | 0.012 | 0.002 | 0.000 | 0.007 | 0.000 | 0.136 | 0.025 | |||
Equal Hiringi,t | 130 | 0.085 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.279 | |||
Pay Gapi,t | 130 | 0.114 | 0.091 | 0.052 | 0.180 | −0.178 | 0.347 | 0.091 | |||
R&D Female Ratioi,t | 130 | 0.290 | 0.239 | 0.112 | 0.461 | 0.012 | 0.808 | 0.206 | |||
Sizei,t | 130 | 13.894 | 13.310 | 11.958 | 15.812 | 10.550 | 18.691 | 2.320 | |||
SalesGrowthi,t | 130 | 0.113 | 0.046 | −0.176 | 0.329 | −0.823 | 3.123 | 0.560 | |||
Leveragei,t | 130 | 0.420 | 0.394 | 0.262 | 0.593 | 0.060 | 1.041 | 0.207 | |||
ROAi,t | 130 | 0.007 | 0.018 | −0.038 | 0.061 | −0.250 | 0.175 | 0.092 | |||
CFOi,t−1 | 130 | 0.044 | 0.044 | 0.005 | 0.089 | −0.250 | 0.316 | 0.091 | |||
Returni,t−1 | 130 | 0.056 | −0.029 | −0.193 | 0.156 | −0.810 | 2.423 | 0.433 | |||
Panel (B) | |||||||||||
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | |
(1) R&D Intensityi,t | 1.000 | ||||||||||
(2) Intangible Intensityi,t | 0.968 | 1.000 | |||||||||
<0.0001 | |||||||||||
(3) Equal Hiringi,t | −0.105 | −0.126 | 1.000 | ||||||||
0.236 | 0.153 | ||||||||||
(4) R&D Female Ratioi,t | −0.062 | −0.030 | 0.206 | 1.000 | |||||||
0.485 | 0.735 | 0.019 | |||||||||
(5) Pay Gapi,t | −0.103 | −0.038 | −0.092 | −0.135 | 1.000 | ||||||
0.244 | 0.669 | 0.299 | 0.126 | ||||||||
(6) Sizei,t | 0.016 | −0.030 | 0.080 | 0.126 | 0.134 | 1.000 | |||||
0.858 | 0.737 | 0.365 | 0.154 | 0.130 | |||||||
(7) SalesGrowthi,t | 0.013 | 0.014 | −0.264 | −0.033 | 0.088 | −0.132 | 1.000 | ||||
0.884 | 0.874 | 0.002 | 0.713 | 0.319 | 0.136 | ||||||
(8) Leveragei,t | 0.345 | 0.365 | −0.027 | 0.050 | 0.101 | 0.611 | −0.136 | 1.000 | |||
<0.0001 | <0.0001 | 0.760 | 0.570 | 0.254 | <0.0001 | 0.123 | |||||
(9) ROAi,t | −0.164 | −0.188 | −0.221 | −0.017 | 0.078 | −0.156 | 0.374 | −0.435 | 1.000 | ||
0.062 | 0.032 | 0.012 | 0.852 | 0.381 | 0.075 | <0.0001 | <0.0001 | ||||
(10) CFOi,t−1 | −0.113 | −0.094 | −0.300 | −0.183 | 0.127 | 0.094 | 0.075 | −0.066 | 0.288 | 1.000 | |
0.202 | 0.287 | 0.001 | 0.037 | 0.150 | 0.286 | 0.399 | 0.455 | 0.001 | |||
(11) Returni,t−1 | 0.038 | 0.061 | −0.137 | −0.161 | 0.281 | −0.122 | 0.204 | −0.114 | 0.190 | 0.105 | 1.000 |
0.667 | 0.491 | 0.120 | 0.067 | 0.001 | 0.166 | 0.020 | 0.195 | 0.030 | 0.235 |
Dep var: | |||
---|---|---|---|
(1) | (2) | ||
VARIABLES | Coef. | R&D Intensityi,t | Intangible Intensityi,t |
Equal Hiringi,t | a1 | 0.0068 | 0.0051 |
(1.517) | (0.958) | ||
Pay Gapi,t | a2 | −0.0398 * | −0.0283 |
(−1.925) | (−1.448) | ||
Sizei,t | a3 | 0.0025 | 0.0015 |
(1.022) | (0.631) | ||
SalesGrowthi,t | a4 | −0.0023 | −0.0027 |
(−0.756) | (−0.935) | ||
Leveragei,t | a5 | 0.0895 *** | 0.0957 *** |
(2.676) | (2.900) | ||
ROAi,t | a6 | 0.0527 | 0.0424 |
(1.182) | (0.962) | ||
CFOi,t−1 | a7 | −0.0001 | −0.0002 |
(−0.003) | (−0.014) | ||
Returnsi,t−1 | a8 | −0.0015 | −0.0000 |
(−0.253) | (−0.008) | ||
Constant | a0 | −0.0702 *** | −0.0587 ** |
(−2.715) | (−2.282) | ||
Industry FE | Yes | Yes | |
Year FE | Yes | Yes | |
Observations | 130 | 130 | |
R-squared | 0.688 | 0.709 | |
Adjusted R-squared | 0.581 | 0.608 |
Dep var: | |||
---|---|---|---|
(1) | (2) | ||
VARIABLES | Coef. | R&D Intensityi,t | Intangible Intensityi,t |
Equal Hiringi,t | a1 | −0.0105 | −0.0181 * |
(−1.215) | (−1.850) | ||
Equal Hiringi,t × R&D Female Ratioi,t | a2 | 0.0455 ** | 0.0615 *** |
(2.286) | (2.904) | ||
Pay Gapi,t | a3 | 0.0268 | 0.0363 |
(0.656) | (0.953) | ||
Pay Gapi,t × R&D Female Ratioi,t | a4 | −0.1944 * | −0.1913 * |
(−1.726) | (−1.845) | ||
R&D Female Ratioi,t | a5 | 0.0367 ** | 0.0420 ** |
(2.086) | (2.422) | ||
Sizei,t | a6 | 0.0024 | 0.0015 |
(0.985) | (0.651) | ||
SalesGrowthi,t | a7 | −0.0034 | −0.0044 |
(−1.079) | (−1.556) | ||
Leveragei,t | a8 | 0.0950 *** | 0.1011 *** |
(2.803) | (3.031) | ||
ROAi,t | a9 | 0.0521 | 0.0427 |
(1.209) | (1.012) | ||
CFOi,t−1 | a10 | 0.0092 | 0.0099 |
(0.592) | (0.663) | ||
Returnsi,t−1 | a11 | −0.0025 | −0.0007 |
(−0.406) | (−0.119) | ||
Constant | a0 | −0.0811 *** | −0.0730 *** |
(−3.040) | (−2.758) | ||
Industry FE | Yes | Yes | |
Year FE | Yes | Yes | |
Observations | 130 | 130 | |
R-squared | 0.705 | 0.730 | |
Adjusted R-squared | 0.591 | 0.626 |
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Lee, S.-T.; Jung, S.-M. From Equality to Excellence: Exploring the Relationship between Gender Equality HR Policies and R&D Intensity. Sustainability 2024, 16, 6394. https://doi.org/10.3390/su16156394
Lee S-T, Jung S-M. From Equality to Excellence: Exploring the Relationship between Gender Equality HR Policies and R&D Intensity. Sustainability. 2024; 16(15):6394. https://doi.org/10.3390/su16156394
Chicago/Turabian StyleLee, Sung-Tae, and Sun-Moon Jung. 2024. "From Equality to Excellence: Exploring the Relationship between Gender Equality HR Policies and R&D Intensity" Sustainability 16, no. 15: 6394. https://doi.org/10.3390/su16156394
APA StyleLee, S.-T., & Jung, S.-M. (2024). From Equality to Excellence: Exploring the Relationship between Gender Equality HR Policies and R&D Intensity. Sustainability, 16(15), 6394. https://doi.org/10.3390/su16156394