How Do Proactive Environmental Strategies Affect Green Innovation? The Moderating Role of Environmental Regulations and Firm Performance
Abstract
:1. Introduction
2. Theoretical Framework and Hypothesis Construction
2.1. Proactive Environmental Strategies and Green Innovation
2.2. The Moderating Role of Environmental Regulations
2.3. The Moderating Role of Firm Performance
3. Data and Sample Selection
3.1. Environmental Strategies in Pakistani Context
3.2. Variable Construction
3.2.1. Dependent Variable
3.2.2. Independent Variable
3.2.3. Moderating Variables
3.2.4. Control Variables
4. Methods
4.1. Endogeneity Test
4.2. Fixed Effect and Generalized Method of Moments
4.3. Models
4.4. Results
4.5. Additional Test
4.6. Discussion
5. Conclusions and Managerial Implications
5.1. Managerial Implications
5.2. Limitation and Future Directions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Independent Variables | OLS | ||||
---|---|---|---|---|---|
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | |
RES_PES | 0.051 *** | ||||
RES_ER | 0.251 *** | ||||
RES_SGR | 0.024 *** | ||||
RES_PESER | 3.275 *** | ||||
RES_PESSGR | 2.055 *** | ||||
FS | 0.957 *** | 0.958 *** | 0.957 ** | 0.96 *** | 0.97 *** |
LEV | −0.029 * | −0.030 * | −0.02 * | −0.028 * | −0.03 * |
PPE | 0.589 ** | 0.590 *** | 0.60 *** | 0.59 *** | 0.55 *** |
ATO | 0.006 *** | 0.005 *** | 0.001 *** | 0.005 *** | 0.004 *** |
EA | −0.272 *** | −0.271 *** | −0.28 *** | −0.272 *** | −0.275 *** |
Constant | 0.025 *** | 0.024 *** | 0.031 ** | 0.024 *** | 0.026 *** |
R2 | 0.6795 | 0.6782 | 0.6747 | 0.7532 | 0.7754 |
F-statistics | 57.64 *** | 45.81 *** | 13.99 *** | 955.36 *** | 1342.37 *** |
Wald Test t-stat | 7.60 *** | 6.77 *** | 3.75 *** | 30.91 *** | 36.64 *** |
Variables | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. GI | 0.31 | 0.39 | 1 | ||||||||||
2. PES | 1.29 | 0.79 | 0.21 *** | 1 | |||||||||
3. ER | 1.03 | 0.12 | 0.24 *** | −0.09 *** | 1 | ||||||||
4. SGR | 1.93 | 0.68 | 0.01 | −0.53 *** | −0.04 *** | 1 | |||||||
5. PESER | 1.25 | 0.44 | 0.75 *** | 0.28 *** | 0.32 *** | −0.12 *** | 1 | ||||||
6. PESSGR | 0.04 | 0.08 | 0.78 *** | 0.28 *** | 0.11 *** | 0.10 *** | 0.73 *** | 1 | |||||
7. FS | 0.08 | 0.09 | 0.14 *** | 0.51 *** | −0.07 *** | −0.02 *** | 0.11 *** | 0.22 *** | 1 | ||||
8. LEV | 0.23 | 0.40 | 0.54 *** | 0.18 *** | 0.15 *** | 0.08 *** | 0.45 *** | 0.52 *** | 0.47 *** | 1 | |||
9. PPE | 0.50 | 0.53 | 0.76 *** | 0.20 *** | 0.22 *** | 0.02 *** | 0.64 *** | 0.65 *** | 0.10 *** | 0.68 *** | 1 | ||
10. ATO | 6.35 | 5.14 | 0.22 *** | 0.14 *** | 0.06 *** | −0.25 *** | 0.19 *** | 0.09 *** | −0.05 *** | −0.01 *** | 0.11 *** | 1 | |
11. EA | 0.44 | 0.44 | −0.10 *** | 0.41 *** | −0.04 *** | 0.07 *** | −0.01 *** | 0.04 *** | 0.42 *** | 0.23 *** | 0.18 *** | −0.25 *** | 1 |
Model 1 | Model 2 | Model 3 | ||||
---|---|---|---|---|---|---|
Dependent Variables Independent Variables | GI | GI | GI | |||
FE | GMM | FE | GMM | FE | GMM | |
PES | 0.027 ** | 0.049 ** | ||||
ER | 0.151 *** | 0.099 *** | ||||
SGR | 0.070 *** | 0.086 *** | ||||
FS | 0.092 | 0.351 *** | 0.159 * | 0.469 *** | 0.138 | 0.433 *** |
LEV | 0.024 | −0.008 | 0.022 | −0.011 | 0.021 | −0.011 |
PPE | 0.543 *** | 0.574 *** | 0.539 *** | 0.572 *** | 0.542 *** | 0.573 *** |
ATO | 0.007 *** | 0.004 ** | 0.006 *** | 0.004 ** | 0.007 *** | 0.003 *** |
EA | −0.463 *** | −0.605 *** | −0.457 *** | −0.602 *** | −0.460 *** | −0.603 *** |
Constant | 0.133 *** | 0.126 *** | 0.173 *** | 0.177 *** | 0.160 *** | 0.159 *** |
R2 | 0.6631 | 0.6651 | 0.6739 | |||
F | 12.11 *** | 12.31 *** | 13.47 *** | |||
N | 2956 | 2363 | 2956 | 2363 | 2956 | 2363 |
Hausman Test | 58.91 *** | 104.53 *** | 100.55 *** | |||
Wald Chi2 | 4072.78 *** | 4074.30 *** | 4071.58 *** |
Model 4 | Model 5 | |||
---|---|---|---|---|
Dependent Variables Independent Variables | GI | GI | ||
FE | GMM | FE | GMM | |
PES | 0.018 | 0.029 | −0.033 ** | −0.051 *** |
ER | −0.019 | −0.027 | ||
PESER | 2.192 *** | 0.657 *** | ||
SGR | 0.011 | −0.034 | ||
PESSGR | 1.953 *** | 1.996 *** | ||
FS | 0.121 | 0.369 *** | 0.019 | 0.222 ** |
LEV | 0.018 | −0.009 | 0.004 | −0.024 * |
PPE | 0.454 *** | 0.502 *** | 0.399 *** | 0.416 *** |
ATO | 0.004 *** | 0.002 | 0.003 *** | 0.001 |
EA | −0.385 *** | −0.531 *** | −0.341 *** | −0.455 *** |
Constant | 0.129 *** | 0.128 *** | 0.171 *** | 0.223 *** |
R2 | 0.7126 | 0.7501 | ||
F | 10.04 *** | 10.87 *** | ||
N | 2956 | 2363 | 2956 | 2369 |
Hausman Test | 430.99 *** | 69.19 *** | ||
Wald Chi2 | 4739.91 *** | 6418.99 *** |
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | |
---|---|---|---|---|---|
Dependent Variables Independent Variables | GI | GI | GI | GI | GI |
FGLS | FGLS | FGLS | FGLS | FGLS | |
PES | 0.021 *** | −0.013 *** | 0.018 *** | ||
ER | 0.148 *** | 0.002 | |||
SGR | 0.019 *** | 0.007 * | |||
PESER | 4.074 *** | ||||
PESSGR | 1.863 *** | ||||
FS | 0.630 *** | 0.747 *** | 0.699 *** | 0.655 *** | 0.319 *** |
LEV | 0.022 | 0.007 | 0.021 | −0.033 *** | −0.001 |
PPE | 0.579 *** | 0.577 *** | 0.578 *** | 0.367 *** | 0.388 *** |
ATO | 0.001 *** | 0.003 ** | 0.004 *** | 0.001 *** | 0.004 *** |
EA | −0.245 *** | −0.229 *** | −0.234 *** | −0.169 *** | −0.184 *** |
Constant | 0.013 *** | 0.017 *** | 0.013 *** | 0.044 *** | 0.016 *** |
N | 2956 | 2956 | 2956 | 2956 | 2956 |
Wald Chi2 | 20,731.67 *** | 26,206.40 *** | 28,329.37 *** | 44,708.37 *** | 38,461.68 *** |
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Mulaessa, N.; Lin, L. How Do Proactive Environmental Strategies Affect Green Innovation? The Moderating Role of Environmental Regulations and Firm Performance. Int. J. Environ. Res. Public Health 2021, 18, 9083. https://doi.org/10.3390/ijerph18179083
Mulaessa N, Lin L. How Do Proactive Environmental Strategies Affect Green Innovation? The Moderating Role of Environmental Regulations and Firm Performance. International Journal of Environmental Research and Public Health. 2021; 18(17):9083. https://doi.org/10.3390/ijerph18179083
Chicago/Turabian StyleMulaessa, Naveedullah, and Lefen Lin. 2021. "How Do Proactive Environmental Strategies Affect Green Innovation? The Moderating Role of Environmental Regulations and Firm Performance" International Journal of Environmental Research and Public Health 18, no. 17: 9083. https://doi.org/10.3390/ijerph18179083