Role Reversal! Financial Performance as an Antecedent of ESG: The Moderating Effect of Total Quality Management
Abstract
:1. Introduction
2. Literature Review
2.1. Theoretical Framework
2.2. Financial Status: Catalyst of ESG Performance
2.3. Moderator Effect: Total Quality Management TQM
3. Methodological Framework
3.1. Sample and Definition of the Variables
3.2. Research Design
3.3. Control Variables and Descriptive Statistics
4. Results and Discussion
4.1. General Analysis: FIN-ESG Nexus
4.2. The Moderating Role of TQM
4.3. Cross-National Comparative Analysis: Between US and Non-US Firms
5. Conclusions
5.1. Theoretical and Practical Implications
5.2. Limitations and Future Directions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Conflicts of Interest
Appendix A
General Analysis | |||||||||
---|---|---|---|---|---|---|---|---|---|
Variables | ESG | ENV | SOC | GOV | |||||
Sig | Coef. | p-val. | Coef. | p-val. | Coef. | p-val. | Coef. | p-val. | |
Constant | 62.523 (3.1624) | 0.000 | 62.931 (4.1186) | 0.000 | 65.563 (3.8643) | 0.000 | 63.415 (4.2630) | 0.000 | |
FCF(t) | + | 2.14 × 10−9 (2.46 × 10−10) | 0.000 | 2.47 × 10−9 (3.21 × 10−10) | 0.000 | 2.35 × 10−9 (3.01 × 10−10) | 0.000 | 1.51 × 10−9 (3.32 × 10−10) | 0.000 |
FCF(t − 1) | + | 1.81 × 10−9 (2.53 × 10−10) | 0.000 | 2.21 × 10−9 (3.29 × 10−10) | 0.000 | 2.19 × 10−9 (3.09 × 10−10) | 0.000 | 1.12 × 10−9 (3.41 × 10−10) | 0.001 |
Tobin´s Q(t) | + | −1.3480 (0.3078) | 0.000 | −1.5383 (0.4008) | 0.000 | −1.7296 (0.3761) | 0.000 | −0.6278 (0.4149) | 0.114 |
Tobin´s Q(t − 1) | + | −0.1838 (0.3141) | 0.549 | −0.3248 (0.4091) | 0.423 | 0.1821 (0.3838) | 0.631 | −0.5402 (0.4234) | 0.191 |
SIZE | + | 5.51 × 10−11 (5.09 × 10−12) | 0.000 | 7.06 × 10−11 (6.63 × 10−12) | 0.000 | 6.51 × 10−11 (6.22 × 10−12) | 0.000 | 3.31 × 10−11 (6.87 × 10−12) | 0.000 |
BETA | - | −0.3453 (0.5023) | 0.514 | 0.2139 (0.6541) | 0.751 | 0.0596 (0.6137) | 0.929 | −1.270 (0.6770) | 0.069 |
Fixed effects | |||||||||
Country | Yes | Yes | Yes | Yes | |||||
Industry | Yes | Yes | Yes | Yes | |||||
Year | Yes | Yes | Yes | Yes | |||||
# Obs. | 6690 | 6690 | 6690 | 6690 | |||||
R-sq. | 0.3103 | 0.3124 | 0.3131 | 0.1349 |
SOC(i,t) = β0 + β1 FCF(i,t) + β2 FCF(i,t − 1) + β3 Tobin’s Q(i,t) + β4 Tobin´s Q(i,t − 1) + β5 CONTROLS(i,t) + ε(i,t)
GOV(i,t) = β0 + β1 FCF(i,t) + β2 FCF(i,t − 1) + β3 Tobin’s Q(i,t) + β4 Tobin´s Q(i,t − 1) + β5 CONTROLS(Iit) + ε(i,t)
ESG(i,t) = β0 + β1 FCF(i,t) + β2 FCF(i,t − 1) + β3 Tobin’s Q(i,t) + β4 Tobin´s Q(i,t − 1) + β5 TQM(i,t) − β6
FCF(i,t)*TQM(i,t) + β7 Tobin’s Q(i,t)*TQM(i,t) + β8 CONTROLS(i,t) + ε(i,t)
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Name | Abbreviation | Measures: Panel Data (from 2012 to 2018) |
---|---|---|
Dependent Variables | ||
Environmental score | ENV | 3 environmental practices: resource management and use (20 parameters with 11% weight); emissions (22 parameters with 12% weight); innovation (19 parameters with 11% weight). Continuous variable between 0 and 100. |
Social score | SOC | 4 societal practices: workforce (29 parameters with 16% weight); human rights (8 parameters with 4.5%weight); community (14 parameters with 8% weight); product responsibility (12 parameters with 7% weight). Continuous variable between 0 and 100. |
Governance score | GOV | 3 corporate governance practices: management (34 parameters with 19% weight); shareholders (12 parameters with 7%weight); CSR strategy (8 parameters with 4.5% weight). Continuous variable between 0 and 100. |
Overall ESG score | ESG | An overall score of environmental, social and corporate governance performance. Continuous variable between 0 and 100. |
Independent Variables | ||
Free cash flow One-year lag free cash flow | FCF(t) FCF(t − 1) | Measure of financial performance: operating cash flow less capital expenditures. |
Tobin´s Q One-year lag Tobin´s Q | Tobin´s Q(t) Tobin´s Q(t − 1) | Market-based financial measure: the total market value divided by the total asset value. |
Moderator | ||
Total quality management | TQM | A dichotomous variable:1 if the firm has ISO 9000 certification; 0 otherwise. |
Control Variables | ||
Firm´s size | SIZE | Total assets of the firm |
Beta | BETA | A measure of stock volatility and firm riskiness. |
Fixed effects | ||
Year | Year | Dummies for each year from 2012 to 2018 |
Country | Country | Dummies for each of the 23 countries: Austria, Belgium, Canada, China, Denmark, Finland, France, Germany, Ireland, Italy, Japan, Korea, Luxembourg, Netherlands, Norway, Poland, Portugal, Russia, Spain, Switzerland, Sweden, United Kingdom UK, and US. |
Industry | Industry | Dummies for each industry, as example: banking and investment services, real estate, chemicals, food and beverages, retailers, telecommunications, utilities, automobiles, etc. |
Variable. | Observation | Mean | Std. Dev. | Minimum | Maximum |
---|---|---|---|---|---|
ENV | 11.633 | 59.64 | 22.40 | 20.6 | 92.35 |
SOC | 11.633 | 58.03 | 20.56 | 20.04 | 90.22 |
GOV | 11.634 | 55.47 | 20.26 | 18.46 | 87.18 |
ESG | 11.634 | 57.80 | 17.073 | 27.19 | 84.2 |
FCF | 10.468 | 7.38 × 108 | 1.21 × 109 | −6.40 × 108 | 4.55 × 109 |
Tobin´s Q | 11.786 | 1.28 | 1.30 | 0.11 | 18.46 |
TQM | 11.634 | 0.33 | 0.47 | 0 | 1 |
SIZE | 11.831 | 3.76 × 1010 | 6.55 × 1010 | 1.09 × 109 | 2.63 × 1011 |
BETA | 8.114 | 0.99 | 0.42 | 0.32 | 1.8 |
ESG | FCF | Tobin´s Q | TQM | SIZE | BETA | VIF | |
---|---|---|---|---|---|---|---|
ESG | 1.000 | ||||||
FCF | 0.335 *** | 1.000 | 3.71 | ||||
Tobin´s Q | −0.146 *** | −0.079 *** | 1.000 | 5.86 | |||
TQM | 0.246 *** | 0.038 *** | −0.019 ** | 1.000 | 2.77 | ||
SIZE | 0.320 *** | 0.528 *** | −0.363 *** | −0.081 *** | 1.000 | 1.64 | |
BETA | 0.024 ** | 0.038 *** | −0.074 *** | 0.046 *** | 0.139 *** | 1.000 | 1.02 |
Variables | Model 1: ESG | Model 2: ENV | Model 3: SOC | Model 4: GOV | |||||
---|---|---|---|---|---|---|---|---|---|
Sign | Coef. | p-val. | Coef. | p-val. | Coef. | p-val. | Coef. | p-val. | |
Constant | 54.928 (0.6202) | 0.000 | 55.040 (0.8026) | 0.000 | 54.461 (0.8216) | 0.000 | 54.9984 (1.0244) | 0.000 | |
FCF(t) | + | 4.40 × 10−10 (1.34 × 10−10) | 0.001 | 6.05 × 10−10 (1.73 × 10−10) | 0.000 | 4.07 × 10−10 (1.77 × 10−10) | 0.022 | 2.78 × 10−10 (2.21 × 10−10) | 0.208 |
FCF(t − 1) | + | 4.60 × 10−10 (1.39 × 10−10) | 0.001 | 7.10 × 10−10 (1.80 × 10−10) | 0.000 | 6.05 × 10−10 (1.84 × 10−10) | 0.001 | 1.12 × 10−10 (2.29 × 10−10) | 0.626 |
Tobin´s Q(t) | + | −0.0405 (0.1552) | 0.794 | −0.1003 (0.2008) | 0.618 | −0.0929 (0.2056) | 0.651 | 0.1295 (0.2563) | 0.613 |
Tobin´s Q(t − 1) | + | 0.3142 (0.1570) | 0.045 | −0.1146 (0.2032) | 0.573 | 0.5854 (0.2080) | 0.005 | 0.2358 (0.2593) | 0.363 |
SIZE | + | 1.13 × 10−10 (1.13 × 10−11) | 0.000 | 1.38 × 10−10 (1.47 × 10−11) | 0.000 | 1.23 × 10−10 (1.50 × 10−11) | 0.000 | 7.30 × 10−11 (1.87 × 10−11) | 0.000 |
BETA | − | 0.1870 (0.4501) | 0.678 | 1.3040 (0.5825) | 0.025 | 0.2848 (0.5962) | 0.633 | −0.9758 (0.7434) | 0.189 |
Fixed effects | |||||||||
Firm | Yes | Yes | Yes | Yes | |||||
Industry | Yes | Yes | Yes | Yes | |||||
Country | Yes | Yes | Yes | Yes | |||||
Year | Yes | Yes | Yes | Yes | |||||
# Obs. | 6690 | 6690 | 6690 | 6690 | |||||
R-sq. | 0.1103 | 0.1015 | 0.0931 | 0.0316 |
Variables | Model 1 | Model 2 | |||
---|---|---|---|---|---|
ESG | Sign | Coef. | p-val. | Coef. | p-val. |
Constant | 53.886 (0.6476) | 0.000 | 62.543 (5.3974) | 0.000 | |
FCF(t) | + | 6.69 × 10−10 (1.62 × 10−10) | 0.000 | 8.78 × 10−10 (1.91 × 10−10) | 0.000 |
FCF(t − 1) | + | 4.55 × 10−10 (1.38 × 10−10) | 0.001 | 4.67 × 10−10 (1.22 × 10−10) | 0.000 |
Tobin´s Q(t) | + | −0.2278 (0.1674) | 0.173 | −0.4115 (0.2033) | 0.043 |
Tobin´s Q(t − 1) | + | 0.3048 (0.1561) | 0.051 | −0.1554 (0.1574) | 0.324 |
SIZE | + | 1.10 × 10−10 (1.13 × 10−11) | 0.000 | 7.35 × 10−11 (7.43 × 10−12) | 0.000 |
BETA | − | 0.1783 (0.4475) | 0.690 | 0.4220 (0.4225) | 0.340 |
Moderator | |||||
TQM | + | 2.7765 (0.6575) | 0.000 | 4.0291 (0.7429) | 0.000 |
TQMFCF | − | −5.63 × 10−10 (2.15 × 10−10) | 0.009 | −7.53 × 10−10 (2.44 × 10−10) | 0.002 |
TQMtobin´s Q | + | 0.8164 (0.2863) | 0.004 | 0.1848 (0.3361) | 0.582 |
Fixed effects | |||||
Firm | Yes | No | |||
Country | Yes | Yes | |||
Industry | Yes | Yes | |||
Year | Yes | Yes | |||
# Obs. | 6690 | 6690 | |||
R-sq. | 0.1506 | 0.3025 |
General Analysis | Moderator Effect | ||||||||
---|---|---|---|---|---|---|---|---|---|
Variables | Model 1: US | Model 2: Non-US | Model 3: US | Model 4: Non-US | |||||
ESG | Sign | Coef. | p-val. | Coef. | p-val. | Coef. | p-val. | Coef. | p-val. |
Constant | 52.533 (0.9169) | 0.000 | 56.801 (0.8348) | 0.000 | 51.776 (0.9230) | 0.000 | 54.487 (0.8625) | 0.000 | |
FCF(t) | + | 1.15 × 10−9 (2.25 × 10−10) | 0.000 | 5.73 × 10−10 (1.52 × 10−10) | 0.000 | 1.05 × 10−9 (2.37 × 10−10) | 0.000 | 1.15 × 10−9 (2.01 × 10−10) | 0.000 |
FCF(t − 1) | + | 1.31 × 10−9 (2.36 × 10−10) | 0.000 | 5.66 × 10−10 (1.56 × 10−10) | 0.000 | 1.23 × 10−9 (2.34 × 10−10) | 0.000 | 5.76 × 10−10 (1.56 × 10−10) | 0.000 |
Tobin´s Q(t) | + | −0.0125 (0.1897) | 0.948 | −0.5564 (0.2401) | 0.020 | −0.1487 (0.1997) | 0.457 | −0.6340 (0.2702) | 0.019 |
Tobin´s Q(t − 1) | + | 0.1417 (0.2001) | 0.479 | 0.3859 (0.2268) | 0.089 | 0.1557 (0.1983) | 0.433 | 0.3489 (0.2255) | 0.122 |
SIZE | + | 1.01 × 10−10 (1.14 × 10−11) | 0.000 | 7.14 × 10−11 (7.51 × 10−12) | 0.000 | 1.01 × 10−10 (1.12 × 10−11) | 0.000 | 6.90 × 10−11 (7.30 × 10−12) | 0.000 |
BETA | − | −0.8889 (0.5672) | 0.117 | 1.2391 (0.5873) | 0.035 | −1.0868 (0.5624) | 0.053 | 1.1361 (0.5814) | 0.051 |
Moderator | |||||||||
TQM | + | 4.0239 (1.0371) | 0.000 | 5.5190 (0.6966) | 0.000 | ||||
TQMFCF | − | 3.03 × 10−10 (3.84 × 10−10) | 0.430 | −1.1 × 10−9 (2.49 × 10−10) | 0.000 | ||||
TQMtobin´s Q | + | 0.8743 (0.4169) | 0.036 | 0.1690 (0.3459) | 0.625 | ||||
# Obs. | 2898 | 3792 | 2898 | 3792 | |||||
R-sq. | 0.2071 | 0.0843 | 0.2282 | 0.1552 |
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Chams, N.; García-Blandón, J.; Hassan, K. Role Reversal! Financial Performance as an Antecedent of ESG: The Moderating Effect of Total Quality Management. Sustainability 2021, 13, 7026. https://doi.org/10.3390/su13137026
Chams N, García-Blandón J, Hassan K. Role Reversal! Financial Performance as an Antecedent of ESG: The Moderating Effect of Total Quality Management. Sustainability. 2021; 13(13):7026. https://doi.org/10.3390/su13137026
Chicago/Turabian StyleChams, Nour, Josep García-Blandón, and Khaled Hassan. 2021. "Role Reversal! Financial Performance as an Antecedent of ESG: The Moderating Effect of Total Quality Management" Sustainability 13, no. 13: 7026. https://doi.org/10.3390/su13137026
APA StyleChams, N., García-Blandón, J., & Hassan, K. (2021). Role Reversal! Financial Performance as an Antecedent of ESG: The Moderating Effect of Total Quality Management. Sustainability, 13(13), 7026. https://doi.org/10.3390/su13137026