EMA Implementation and Corporate Environmental Firm Performance: A Comparison of Institutional Pressures and Environmental Uncertainty
Abstract
:1. Introduction
2. Theoretical Framework and Hypothesis Development
2.1. Institutional Theory
2.2. Institutional Pressures and Environmental Strategy
2.3. Institutional Pressures and EMA Practices
2.4. Environmental Uncertainty, Environmental Strategy and EMA Practices
2.5. Environmental Strategies, Environmental Accounting and Corporate Environmental Performance
2.6. Mediating Relationships
2.7. Moderating Relationships
2.7.1. Top-Management Support
2.7.2. Perceived Benefits
3. Methodology
3.1. Sample and Data Collection
3.2. Measurement of Various Constructs
3.3. Coercive Pressure, Normative and Mimetic Pressure
3.4. Perceived Environmental Uncertainty
3.5. Environmental Strategy
3.6. Environmental Management Accounting
3.7. Top-Management Support
3.8. Perceived Benefits
3.9. Corporate Environmental Performance
4. Data Analysis and Results
4.1. Measurement Model
4.2. Structural Model
4.3. Assessment of Direct Effects
4.4. Assessment of Mediation Effects
4.5. Assessment of Moderation Effects
5. Discussion
6. Conclusions
6.1. Research Implications
6.2. Further Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Important Variables and Conceptualizations
Sr | Variables | Definition |
1 | Environmental management accounting (EMA) | “Management of environment and economic performance through the development and implementation of appropriate environmental-related accounting systems and practices” [6]. |
2 | Environmental uncertainty (EU) | “Environmental uncertainty refers to unpredictable circumstances or changes in prevailing market conditions causing the firm to actively respond the present or future challenges” [55]. |
3 | Environmental strategy (ES) | “Corporate EMS represents a set of initiatives implemented in an organization to reduce the environmental impact through products, processes, and corporate policies” [10]. |
4 | Environmental performance (EP) | “Environmental performance pertains to measures that aim at production of environment-friendly products, reduction of pollution and waste at source, managing the reduction of environmentally harmful materials, enhancements in energy efficiency” [63]. |
5 | Institutional pressures (IP) | “Institutional pressures are the pressures exerted by governments, professions, or society on organizations to adopt environmental management practices, beyond the technical efficiencies”. |
Appendix B. Measurement of Constructs
- Institutional Pressures
- Perceived environmental uncertainty [55]
- Environmental strategy [25]
- Environmental management accounting [3]
- Top management support [3]
- Perceived benefits [3]
- Corporate environmental performance [25]
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Firm-Related Characteristics (N = 243) | |||
---|---|---|---|
Firm Characteristic | Category | Frequency | % Age |
Firm age | <10 years | 50 | 20.58 |
10 to 15 years | 74 | 30.45 | |
15 to 20 years | 80 | 32.92 | |
>20 years | 39 | 16.05 | |
Industry/sector | Agriculture and food | 26 | 10.70 |
Appliances and equipment manufacturing | 41 | 16.87 | |
Mechanical and metallurgical engg. | 61 | 25.10 | |
Chemical and energy | 33 | 13.58 | |
Electronics and telecom | 42 | 17.28 | |
Textile | 25 | 10.29 | |
Pharmaceutical | 15 | 6.17 | |
Ownership structure | State owned | 25 | 10.29 |
Private | 45 | 18.52 | |
Foreign controlled | 80 | 32.92 | |
Joint venture | 93 | 38.27 | |
Firm size (total employees) | <500 | 42 | 17.28 |
500 to 1000 | 46 | 18.93 | |
1001 to 2000 | 79 | 32.51 | |
>2000 | 76 | 31.28 |
Construct | CP | NP | MP | PEU | ES | EMA | TMS | PB | CEP |
---|---|---|---|---|---|---|---|---|---|
CP | 0.831 | 0.237 | 0.224 | 0.433 | 0.466 | 0.284 | 0.375 | 0.272 | 0.435 |
NP | 0.237 | 0.844 | 0.208 | 0.47 | 0.407 | 0.272 | 0.369 | 0.233 | 0.483 |
MP | 0.224 | 0.208 | 0.821 | 0.448 | 0.362 | 0.262 | 0.353 | 0.247 | 0.475 |
PEU | 0.433 | 0.47 | 0.448 | 0.799 | 0.18 | 0.495 | 0.38 | 0.234 | 0.618 |
ES | 0.466 | 0.407 | 0.362 | 0.18 | 0.801 | 0.474 | 0.357 | 0.228 | 0.328 |
EMA | 0.284 | 0.272 | 0.262 | 0.495 | 0.474 | 0.807 | 0.65 | 0.175 | 0.508 |
TMS | 0.375 | 0.369 | 0.353 | 0.38 | 0.357 | 0.65 | 0.814 | 0.338 | 0.53 |
PB | 0.272 | 0.233 | 0.247 | 0.234 | 0.228 | 0.175 | 0.338 | 0.871 | 0.445 |
CEP | 0.435 | 0.483 | 0.475 | 0.618 | 0.328 | 0.508 | 0.53 | 0.445 | 0.783 |
S No | Construct | Item | Factor Loading | Cronbach’s Alpha Value | Composite Reliability | Average Variance Extracted |
---|---|---|---|---|---|---|
1 | Coercive pressure | CP1 | 0.821 | 0.851 | 0.899 | 0.691 |
CP2 | 0.847 | |||||
CP3 | 0.832 | |||||
CP4 | 0.825 | |||||
2 | Normative pressure | NP1 | 0.829 | 0.866 | 0.908 | 0.713 |
NP2 | 0.826 | |||||
NP3 | 0.864 | |||||
NP4 | 0.858 | |||||
3 | Mimetic pressure | MP1 | 0.782 | 0.839 | 0.892 | 0.674 |
MP2 | 0.819 | |||||
MP3 | 0.843 | |||||
MP4 | 0.838 | |||||
4 | Perceived environmental uncertainty | PEU1 | 0.78 | 0.905 | 0.925 | 0.639 |
PEU2 | 0.803 | |||||
PEU3 | 0.844 | |||||
PEU4 | 0.74 | |||||
PEU5 | 0.794 | |||||
PEU6 | 0.836 | |||||
PEU7 | 0.795 | |||||
5 | Environmental strategy | ES1 | 0.819 | 0.906 | 0.926 | 0.641 |
ES2 | 0.782 | |||||
ES3 | 0.87 | |||||
ES4 | 0.804 | |||||
ES5 | 0.773 | |||||
ES6 | 0.804 | |||||
ES7 | 0.746 | |||||
6 | Environmental management accounting | EMA1 | 0.773 | 0.892 | 0.918 | 0.651 |
EMA2 | 0.842 | |||||
EMA3 | 0.799 | |||||
EMA4 | 0.841 | |||||
EMA5 | 0.834 | |||||
EMA6 | 0.748 | |||||
7 | Top-management support | TMS1 | 0.86 | 0.83 | 0.887 | 0.663 |
TMS2 | 0.8 | |||||
TMS3 | 0.772 | |||||
TMS4 | 0.823 | |||||
8 | Perceived benefits | PB1 | 0.898 | 0.894 | 0.926 | 0.759 |
PB2 | 0.839 | |||||
PB3 | 0.863 | |||||
PB4 | 0.883 | |||||
9 | Corporate environmental performance | CEP1 | 0.758 | 0.894 | 0.917 | 0.612 |
CEP2 | 0.813 | |||||
CEP3 | 0.8 | |||||
CEP4 | 0.797 | |||||
CEP5 | 0.765 | |||||
CEP6 | 0.809 | |||||
CEP7 | 0.732 |
Model-Fit Indices | ||
---|---|---|
Indices | Value | Comments |
Average path coefficient (APC) | 0.158 | p < 0.001 |
Average R-squared (ARS) | 0.484 | p < 0.001 |
Average adjusted R-squared (AARS) | 0.468 | p < 0.001 |
Average block VIF (AVIF) | 1.376 | Acceptable if <= 5, ideally <= 3.3 |
Average full collinearity VIF (AFVIF) | 2.004 | Acceptable if <= 5, ideally <= 3.3 |
Tenenhaus GoF (GoF) | 0.632 | Small >= 0.1, medium >= 0.25, large >= 0.36 |
Sympson’s paradox ratio (SPR) | 0.769 | Acceptable if >= 0.7, ideally = 1 |
R-squared contribution ratio (RSCR) | 0.981 | Acceptable if >= 0.9, ideally = 1 |
Statistical suppression ratio (SSR) | 0.923 | Acceptable if >= 0.7 |
Nonlinear bivariate causality direction ratio (NLBCDR) | 0.712 | Acceptable if >= 0.7 |
Hypothesis | Path | Path Coefficient | Standard Error | Effect Size | Status of Hypothesis |
---|---|---|---|---|---|
H1 | CP → ES | 0.413 *** | 0.060 | 0.191 | Supported |
NP → ES | 0.320 *** | 0.061 | 0.131 | Supported | |
MP → ES | 0.307 *** | 0.061 | 0.114 | Supported | |
H2 | CP → EMA | 0.171 ** | 0.062 | 0.050 | Supported |
NP → EMA | 0.168 ** | 0.061 | 0.046 | Supported | |
MP → EMA | 0.142 * | 0.062 | 0.039 | Supported | |
H3 | PEU → ES | 0.184 ** | 0.062 | 0.038 | Supported |
H4 | PEU → EMA | 0.587 *** | 0.058 | 0.294 | Supported |
H5 | ES → EMA | 0.576 *** | 0.058 | 0.274 | Supported |
EMA → CEP | 0.509 *** | 0.059 | 0.259 |
Hypothesis | Path | Direct Effect | Effect Size | Indirect Effect | Effect Size | Total Effect | Status of Hypothesis |
---|---|---|---|---|---|---|---|
CP → EMA | 0.171** | 0.050 | |||||
CP→ES→EMA | 0.237 *** | 0.069 | 0.408 *** | ||||
H6 | CP→EMA→CEP | 0.087 * | 0.038 | Supported | |||
H7 | CP→ES→EMA→CEP | 0.12 *** | 0.052 | 0.207 *** | Supported | ||
NP → EMA | 0.168 ** | 0.046 | |||||
NP→ES→EMA | 0.184 *** | 0.051 | 0.352 *** | ||||
H6 | NP→EMA→CEP | 0.085 * | 0.041 | Supported | |||
H7 | NP→ES→EMA→CEP | 0.094 ** | 0.045 | 0.179 *** | Supported | ||
MP → EMA | 0.142* | 0.039 | |||||
MP→ES→EMA | 0.177 *** | 0.048 | 0.319 *** | ||||
H6 | MP→EMA→CEP | 0.072 n.s. | 0.034 | Not supported | |||
H7 | MP→ES→EMA→CEP | 0.09 ** | 0.043 | 0.162 *** | Supported | ||
PEU → EMA | 0.587 *** | 0.294 | |||||
PEU→ES→EMA | 0.106 ** | 0.053 | 0.693 *** | ||||
H8 | PEU→EMA→CEP | 0.299 *** | 0.185 | Supported | |||
H9 | PEU→ES→EMA→CEP | 0.054 n.s. | 0.033 | 0.353 *** | Not supported |
Hypothesis | Path | Path Coefficient | p-Value | Status of Hypothesis |
---|---|---|---|---|
H10 | TMS on [CP → ES] | −0.029 | n.s. | Not supported |
TMS on [NP → ES] | 0.003 | n.s. | Not supported | |
TMS on [MP → ES] | −0.007 | n.s. | Not supported | |
H11 | TMS on [CP → EMA] | −0.119 | ** | Supported |
TMS on [NP → EMA] | 0.033 | n.s. | Not supported | |
TMS on [MP → EMA] | −0.064 | n.s. | Not supported | |
H12 | PB on [CP → ES] | 0.053 | n.s. | Not supported |
PB on [NP → ES] | −0.068 | n.s. | Not supported | |
PB on [MP → ES] | 0.089 | * | Supported | |
H13 | PB on [CP → EMA] | 0.060 | n.s. | Not supported |
PB on [NP → EMA] | 0.017 | n.s. | Not supported | |
PB on [MP → EMA] | 0.110 | ** | Supported |
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Kong, Y.; Javed, F.; Sultan, J.; Hanif, M.S.; Khan, N. EMA Implementation and Corporate Environmental Firm Performance: A Comparison of Institutional Pressures and Environmental Uncertainty. Sustainability 2022, 14, 5662. https://doi.org/10.3390/su14095662
Kong Y, Javed F, Sultan J, Hanif MS, Khan N. EMA Implementation and Corporate Environmental Firm Performance: A Comparison of Institutional Pressures and Environmental Uncertainty. Sustainability. 2022; 14(9):5662. https://doi.org/10.3390/su14095662
Chicago/Turabian StyleKong, Yusheng, Fahad Javed, Jahanzaib Sultan, Muhammad Shehzad Hanif, and Noheed Khan. 2022. "EMA Implementation and Corporate Environmental Firm Performance: A Comparison of Institutional Pressures and Environmental Uncertainty" Sustainability 14, no. 9: 5662. https://doi.org/10.3390/su14095662