Board Structure and Executive Compensation for R&D Spending in Innovative Companies Amid COVID-19
Abstract
:1. Introduction
2. Literature Review
3. Hypothesis Development
3.1. Board Composition and R&D Spending
3.2. Executive Compensation and R&D Spending
4. Research Methodology
4.1. Data and Sample
4.2. Variable Measurement
4.3. Study Model (Smart-PLS)
5. Results and Discussion
5.1. Reflective Measurement Scale
5.2. Discriminant Validity
5.3. Results of the Structural Model
5.4. Hypotheses Testing and Discussions
5.5. Robustness Check of Results
6. Conclusions and Recommendations
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variables | Items | Measurement | Source |
---|---|---|---|
R&D | R&D Expense | Log of R&D expense | Lu et al. (2020) |
Diversification | Measured as a dummy, 1 for yes and 0 for no | ||
R&D Intensity | R&D/sales | ||
Corporate Board | Board Size | Number of total directors | Liu (2014) |
Board Independence | % of independent directors | ||
Board Meeting | Number of board meetings held in a year | ||
Cash Compensation | Short-Term Incentives | Sum of all one-year bonuses divided by total compensation | Liu (2014) |
Fixed Salary | Ratio of fixed cash amount of compensation to total compensation | ||
Long-Term Compensation | Equity Compensation | Ratio of the dollar value of shares rewarded as part of compensation | Lotfi and Rost (2014) |
Long-Term Incentives (LTIs) | Ratio of long-term incentives and other long-term benefits to total compensation |
Variables | Mean | Minimum | Maximum | Standard Deviation | Skewness | Kurtosis |
---|---|---|---|---|---|---|
Board size | 12.5 | 10 | 15.0 | 3.5355 | 0.110 | 1.200 |
Independent directors | 7.00 | 0 | 14.0 | 9.8995 | 0.192 | 1.211 |
Board meetings | 23.5 | 3 | 44.0 | 28.9914 | 0.175 | 1.207 |
Fixed salary | 1.00 | 0.11 | 1.856 | 1.2346 | 0.244 | 1.109 |
STIs | 0.50 | 0 | 0.916 | 0.6477 | 0.356 | 1.029 |
Equity | 0.50 | 0 | 0.954 | 0.6746 | 0.812 | 0.636 |
Other long-term incentives | 0.50 | 0 | 0.931 | 0.6583 | 0.407 | 1.159 |
R&D | 80.3 | 0 | 160.648 | 113.5953 | 0.295 | 1.143 |
Diversification | 26.0 | 29 | 23 | 4.2426 | 0.494 | 1.308 |
Reflective Constructs | Items | Outer Loadings | Items Weights | t-Statistics | VIF | CR | AVE |
---|---|---|---|---|---|---|---|
Corporate Board | Board Size | 0.932 *** | -- | 29.372 | -- | 0.868 | 0.695 |
Board Independence | 0.925 *** | -- | 32.318 | ||||
Board Meeting | 0.701 *** | -- | 7.130 | ||||
R&D | R&D Expense | 0.894 *** | -- | 3.561 | -- | 0.883 | 0.716 |
Diversification | 0.836 *** | -- | 2.985 | ||||
R&D Intensity | 0.837 *** | -- | 9.389 | ||||
Cash Compensation | Fixed Salary | -- | 0.893 *** | 6.926 | 1.229 | Formative Constructs | |
STIs | -- | 0.729 *** | 3.864 | 1.538 | |||
Long-Term Compensation | Equity | -- | 0.782 *** | 4.230 | 1.034 | ||
Other LTIs | -- | 0.819 ** | 4.650 | 1.020 |
Corporate Board | R&D | |
---|---|---|
Corporate Board | 0.833 | |
R&D | 0.723 | 0.760 |
Hypotheses | Path Coefficients | t-Statistics | Decision | f2 | R2 | Q2 |
---|---|---|---|---|---|---|
Corporate Board → R&D | 0.673 *** | 3.273 | Accepted | 0.757 | 0.707 | 0.234 |
Cash Comp → R&D | −0.149 * | 1.791 | Accepted | 0.081 | ||
LTIs → R&D | 0.169 * | 1.682 | Accepted | 0.162 |
Nonlinear Relationship | Path Coefficients | t-Statistics | RAMSEY’s Test |
---|---|---|---|
(Corporate Board)2 → R&D | 0.140 | 1.049 | F-value = 0.372, p-value = 0.759 |
(Cash Compensation)2 → R&D | 0.031 | 0.864 | |
(LTIs)2 → R&D | 0.201 | 1.280 |
Variables | β | p-Values | |
---|---|---|---|
Gaussian copula of model 1 (endogenous variable; CB) | CB | 0.220 | <0.01 |
CC | 0.203 | 0.619 | |
LTIs | 0.110 | 0.822 | |
c CB | 0.031 | 0.975 | |
Gaussian copula of model 2 (endogenous variable; CC) | CB | 0.140 | <0.01 |
CC | 0.227 | <0.01 | |
LTIs | 0.119 | 0.788 | |
c CC | 0.101 | 0.869 | |
Gaussian copula of model 3 (endogenous variable; LTIs) | CB | 0.151 | <0.01 |
CC | 0.129 | <0.01 | |
LTIs | 0.114 | 0.079 | |
c LTIs | 0.019 | 0.907 | |
Gaussian copula of model 4 (endogenous variable; CB, CC) | CB | 0.145 | <0.01 |
CC | 0.179 | <0.01 | |
LTIs | 0.105 | 0.666 | |
c CB | 0.100 | 0.805 | |
c CC | 0.009 | 0.847 | |
Gaussian copula of model 5 (endogenous variable; CC, LTIs) | CB | 0.205 | <0.01 |
CC | 0.165 | <0.01 | |
LTIs | 0.100 | 0.701 | |
c CC | 0.002 | 0.988 | |
c LTIs | 0.041 | 0.859 | |
Gaussian copula of model 6 (endogenous variable; CB, LTIs) | CB | 0.198 | <0.01 |
CC | 0.158 | <0.01 | |
LTIs | 0.095 | 0.563 | |
c CB | 0.018 | 0.606 | |
c LTIs | 0.042 | 0.809 | |
Gaussian copula of model 7 (endogenous variable; CB, CC, LTIs) | CB | 0.188 | <0.01 |
CC | 0.147 | <0.01 | |
LTIs | 0.109 | 0.833 | |
c CB | 0.009 | 0.709 | |
c CC | 0.049 | 0.407 | |
c LTIs | 0.007 | 0.582 |
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Abrar-ul-haq, M. Board Structure and Executive Compensation for R&D Spending in Innovative Companies Amid COVID-19. J. Risk Financial Manag. 2025, 18, 69. https://doi.org/10.3390/jrfm18020069
Abrar-ul-haq M. Board Structure and Executive Compensation for R&D Spending in Innovative Companies Amid COVID-19. Journal of Risk and Financial Management. 2025; 18(2):69. https://doi.org/10.3390/jrfm18020069
Chicago/Turabian StyleAbrar-ul-haq, Muhammad. 2025. "Board Structure and Executive Compensation for R&D Spending in Innovative Companies Amid COVID-19" Journal of Risk and Financial Management 18, no. 2: 69. https://doi.org/10.3390/jrfm18020069
APA StyleAbrar-ul-haq, M. (2025). Board Structure and Executive Compensation for R&D Spending in Innovative Companies Amid COVID-19. Journal of Risk and Financial Management, 18(2), 69. https://doi.org/10.3390/jrfm18020069