Enhancing Sustainability: The Impact of Research and Development Expenditure on Future Environmental Innovation in European Firms
Abstract
:1. Introduction
2. Literature Review and Hypotheses
2.1. The Prior Literature
2.2. Hypothesis One (H1): R&D Expenditure and Environmental Innovation
2.3. Hypothesis Two (H2): The Moderating Role of Firm Age
2.4. Hypothesis Three (H3): The Moderating Influence of Relative R&D Investment
3. Materials and Methods
3.1. Estimation Models
3.2. Variable Measurement
3.3. Estimation Equations
3.4. Sample and Data
4. Results
4.1. Summary Statistics
4.2. Estimation Methods
4.3. Results of Hypotheses Tests
4.4. Extensions and Sensitivity Analyses
5. Discussion
5.1. Key Contributions
5.2. Policy Implications
5.3. Limitations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable | N | Mean | Std. dev. | Q1 | Q3 | |
---|---|---|---|---|---|---|
1 | FIRM_EIS (t + 1) | 419 | 60.81 | 26.67 | 36.86 | 86.53 |
2 | FIRM_R&D | 419 | 12.24 | 1.93 | 11.21 | 13.66 |
3 | FIRM_REL_INV | 419 | 1.09 | 2.03 | 0.61 | 1.24 |
4 | FIRM_AGE | 419 | 30.78 | 11.33 | 24.00 | 35.00 |
5 | FIRM_SIZE | 419 | 16.36 | 1.48 | 12.12 | 18.66 |
6 | FIRM_PERFORMANCE | 419 | 0.07 | 0.06 | 0.04 | 0.11 |
7 | FIRM_LEVERAGE | 419 | 0.60 | 0.18 | 0.53 | 0.71 |
8 | FIRM_LIQUIDITY | 419 | 0.52 | 0.67 | 0.19 | 0.48 |
9 | FIRM_MKT_BOOK | 419 | 2.97 | 2.88 | 1.38 | 3.27 |
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | ||
---|---|---|---|---|---|---|---|---|---|
1 | FIRM_EIS (t + 1) | 1 | |||||||
2 | FIRM_R&D | 0.38 | 1.00 | ||||||
3 | FIRM_REL_INV | −0.04 | 0.19 | 1.00 | |||||
4 | FIRM_AGE | −0.28 | −0.04 | −0.21 | 1.00 | ||||
5 | FIRM_SIZE | 0.34 | 0.53 | −0.40 | 0.15 | 1.00 | |||
6 | FIRM_PERFORMANCE | −0.12 | −0.07 | −0.04 | −0.13 | −0.15 | 1.00 | ||
7 | FIRM_LEVERAGE | 0.22 | 0.26 | −0.24 | −0.04 | 0.57 | −0.24 | 1.00 | |
8 | FIRM_LIQUIDITY | −0.04 | −0.15 | 0.32 | −0.08 | −0.55 | −0.04 | −0.63 | 1.00 |
9 | FIRM_MKT_BOOK | −0.07 | 0.10 | 0.33 | −0.31 | −0.23 | 0.34 | 0.10 | −0.01 |
Dependent Variable: Environmental Innovation Score (EIS) in Period t + 1 | |||
---|---|---|---|
(1) | (2) | (3) | |
FIRM_R&D | 5.579 | −4.435 | 6.244 |
2.758 *** | −1.022 | 3.643 *** | |
FIRM R&D × FIRM AGE | 0.304 | ||
2.364 *** | |||
FIRM_R&D × FIRM_REL_INV | −2.592 | ||
−5.234 *** | |||
FIRM_AGE | −0.513 | −4.177 | −0.612 |
−2.003 ** | −2.749 *** | −2.556 ** | |
FIRM_REL_INV | 0.41 | 0.719 | 33.355 |
0.313 | 0.556 | 5.290 *** | |
FIRM_SIZE | 3.151 | 4.64 | 5.187 |
1.188 | 1.816 * | 2.077 ** | |
FIRM_PERFORMANCE | 28.935 | 26.618 | 15.54 |
0.941 | 0.858 | 0.479 | |
FIRM_LEVERAGE | 28.284 | 24.145 | 30.049 |
1.557 | 1.413 | 1.659 * | |
FIRM_LIQUIDITY | 4.454 | 4.784 | 3.206 |
1.698 * | 1.812 * | 1.291 | |
FIRM_MKT_BOOK | −1.075 | −0.744 | −0.892 |
−1.341 | −0.944 | −1.227 | |
N | 419 | 419 | 419 |
Year-dummies | Yes | Yes | Yes |
Country-dummies | Yes | Yes | Yes |
Regression intercept | Yes | Yes | Yes |
R-squared | 0.431 | 0.441 | 0.483 |
Random Effects Panel Estimation | Yes | Yes | Yes |
Dependent Variable: Environmental Innovation Score (EIS) in Period t + 2 | |||
---|---|---|---|
(1) | (2) | (3) | |
FIRM_R&D | 6.011 | −4.224 | 6.685 |
2.830 *** | −0.955 | 3.603 *** | |
FIRM R&D × FIRM AGE | 0.318 | ||
2.781 *** | |||
FIRM_R&D × FIRM_REL_INV | −2.514 | ||
−4.103 *** | |||
FIRM_AGE | −0.524 | −4.33 | −0.63 |
−1.994 ** | −3.253 *** | −2.556 ** | |
FIRM_REL_INV | 0.081 | 0.431 | 31.875 |
0.051 | 0.275 | 4.143 *** | |
FIRM_SIZE | 2.032 | 3.385 | 4.135 |
0.75 | 1.28 | 1.604 | |
FIRM_PERFORMANCE | 22.25 | 20.18 | 8.306 |
0.808 | 0.719 | 0.291 | |
FIRM_LEVERAGE | 33.803 | 29.14 | 32.88 |
1.628 | 1.493 | 1.62 | |
FIRM_LIQUIDITY | 3.013 | 3.074 | 1.658 |
1.028 | 1.056 | 0.59 | |
FIRM_MKT_BOOK | −1.378 | −1.053 | −1.183 |
−1.792 * | −1.411 | −1.615 | |
N | 385 | 385 | 385 |
Year-dummies | Yes | Yes | Yes |
Country-dummies | Yes | Yes | Yes |
Regression intercept | Yes | Yes | Yes |
R-squared | 0.435 | 0.446 | 0.487 |
Random Effects Panel Estimation | Yes | Yes | Yes |
Dependent Variable: Environmental Innovation Score (EIS) in Period t + 1 | |||
---|---|---|---|
(1) | (2) | (3) | |
FIRM_R&D | 6.021 | −1.329 | 6.312 |
2.982 *** | −0.497 | 3.284 *** | |
FIRM R&D × FIRM AGE | 0.274 | ||
2.426 *** | |||
FIRM_R&D × FIRM_REL_INV | −1.307 | ||
−2.274 ** | |||
FIRM_AGE | 0.169 | −2.992 | 0.114 |
0.494 | −2.188 ** | 0.36 | |
FIRM_REL_INV | 0.129 | 0.28 | 16.703 |
0.107 | 0.232 | 2.116 ** | |
FIRM_SIZE | 2.09 | 1.69 | 3.954 |
0.768 | 0.635 | 1.438 | |
FIRM_PERFORMANCE | 10.004 | 12.696 | 4.829 |
0.339 | 0.429 | 0.165 | |
FIRM_LEVERAGE | 35.995 | 39.439 | 34.701 |
2.095 ** | 2.410 ** | 2.038 ** | |
FIRM_LIQUIDITY | 2.239 | 1.998 | 1.578 |
0.937 | 0.852 | 0.68 | |
FIRM_MKT_BOOK | 0.492 | 0.519 | 0.579 |
0.82 | 0.886 | 1.053 | |
N | 573 | 573 | 573 |
Year-dummies | Yes | Yes | Yes |
Country-dummies | Yes | Yes | Yes |
Regression intercept | Yes | Yes | Yes |
R-squared | 0.505 | 0.484 | 0.528 |
Random Effects Panel Estimation | Yes | Yes | Yes |
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O’Connell, V.; AbuGhazaleh, N.M.; Browne, O.; Farrell, M.; Gleeson, M.; McGeown, E. Enhancing Sustainability: The Impact of Research and Development Expenditure on Future Environmental Innovation in European Firms. Sustainability 2025, 17, 5412. https://doi.org/10.3390/su17125412
O’Connell V, AbuGhazaleh NM, Browne O, Farrell M, Gleeson M, McGeown E. Enhancing Sustainability: The Impact of Research and Development Expenditure on Future Environmental Innovation in European Firms. Sustainability. 2025; 17(12):5412. https://doi.org/10.3390/su17125412
Chicago/Turabian StyleO’Connell, Vincent, Naser M. AbuGhazaleh, Oliver Browne, Mike Farrell, Michelle Gleeson, and Eimear McGeown. 2025. "Enhancing Sustainability: The Impact of Research and Development Expenditure on Future Environmental Innovation in European Firms" Sustainability 17, no. 12: 5412. https://doi.org/10.3390/su17125412
APA StyleO’Connell, V., AbuGhazaleh, N. M., Browne, O., Farrell, M., Gleeson, M., & McGeown, E. (2025). Enhancing Sustainability: The Impact of Research and Development Expenditure on Future Environmental Innovation in European Firms. Sustainability, 17(12), 5412. https://doi.org/10.3390/su17125412