Eco-Efficiency and Stock Market Volatility: Emerging Markets Analysis
Abstract
:1. Introduction
2. Literature Review
- it, companies, and years that make up the data panel;
- Volit is the standard deviation of stock returns;
- EEit is the eco-efficiency, is CO2 emissions over revenues, and the natural logarithm is used to standardize the results;
- NEit is indebtedness, calculated as ;
- ROAit is economic profitability, or a return on total assets;
- CIit is the investment level, calculated as , with capital expenditures (CAPEX) as a function of total sales revenue;
- And TAit is size, or the natural logarithm of the total assets.
3. Methodology
4. Results
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Frequencies of the Accounting Policies Regarding Economic Area and Greenhouse Gas Emissions
No. | Country | No. Companies | Capitalization/GDP | CO2 Emissions Per Capita |
AMERICA | 110 | |||
1 | Argentina | 4 | 17.05% | 4.75 |
2 | Brazil | 47 | 46.49% | 2.59 |
3 | Chile | 18 | 106.35% | 4.69 |
4 | Colombia | 12 | 38.63% | 1.76 |
5 | Mexico | 25 | 36.23% | 3.87 |
6 | Peru | 4 | 46.93% | 1.99 |
ASIA | 174 | |||
7 | China | 26 | 71.20% | 7.54 |
8 | Korea | 33 | 115.70% | 11.57 |
9 | Philippines | 10 | 92.60% | 1.06 |
10 | India | 19 | 88.00% | 1.73 |
11 | Indonesia | 10 | 51.30% | 1.82 |
12 | Malaysia | 7 | 144.80% | 8.03 |
13 | Pakistan | 5 | 33.00% | 0.9 |
14 | Russia | 2 | 39.50% | 11.86 |
15 | Taiwan | 41 | 50.00% | 13.2 |
16 | Thailand | 21 | 120.50% | 4.62 |
EUROPE AND THE MIDDLE EAST | 62 | |||
17 | South Africa | 16 | 352.80% | 8.98 |
18 | United Arab Emirates | 3 | 62.60% | 23.3 |
19 | Greece | 14 | 24.90% | 6.18 |
20 | Hungary | 4 | 22.60% | 4.27 |
21 | Poland | 6 | 38.30% | 7.52 |
22 | Qatar | 3 | 78.20% | 45.42 |
23 | Czech Republic | 3 | 17.40% | 9.17 |
24 | Turkey | 13 | 26.70% | 4.49 |
TOTAL | 346 |
Appendix B. Frequencies of Penalizable and Non-Penalizable Companies by Sector
Sector of Activity | Non-Penalizable | Penalizable | Total |
Real estate | 4 | 4 | |
Energy | 36 | 36 | |
Finance | 67 | 67 | |
Industrial | 40 | 40 | |
Materials | 48 | 48 | |
Non-commodity consumer products | 40 | 40 | |
Consumer Staples | 27 | 27 | |
Healthcare/Pharmaceuticals | 7 | 9 | |
Communication services | 10 | 10 | |
Telecommunication services | 14 | 14 | |
Public utilities | 25 | 25 | |
Information technology | 26 | 26 | |
TOTAL | 190 | 156 | 346 |
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Vol | EE | NE | ROA | CI | TA | |
---|---|---|---|---|---|---|
Mean | 32.5930 | 4.4848 | 26.7243 | 5.8104 | 9.2253 | 12.3223 |
Std. Dev. | 12.9419 | 3.4800 | 15.8726 | 7.75588 | 10.9753 | 2.6919 |
Min. | 8.101 | −7.8240 | 0 | −43.8523 | −39.18 | 5.7583 |
Max. | 156.009 | 14.2440 | 89.7431 | 120.812 | 190.7 | 19.5046 |
Variables | EE | TA | NE | ROA | CI |
---|---|---|---|---|---|
EE | 1.00 | ||||
TA | −0.69 *** | 1.00 | |||
NE | 0.26 *** | −0.14 *** | 1.00 | ||
ROA | −0.17 *** | −0.02 ** | −0.41 *** | 1.00 | |
CI | 0.08 ** | 0.05 | 0.10 *** | −0.04 | 1.00 |
Variable | VIF (1) | 1/VIF (2) |
---|---|---|
EE | 2.16 | 0.46 |
TA | 2.07 | 0.48 |
NE | 1.27 | 0.79 |
ROA | 1.26 | 0.79 |
CI | 1.04 | 0.96 |
Var. | Panel | 25 p | 50 p | 75 p | ||||
---|---|---|---|---|---|---|---|---|
EE | 0.3749 * | (1.86) | −0.1208 | (−1.11) | −0.158 | (−1.18) | 0.0265 * | (0.13) |
NE | 0.1007 *** | (3.84) | −0.0034 | (−0.2) | 0.0165 | (0.79) | 0.0754 ** | (2.31) |
ROA | −0.1213 *** | (3.58) | −0.2443 *** | (−7.81) | −0.3407 *** | (−8.83) | −0.3841 *** | (−6.34) |
CI | −0.0627 ** | (2.41) | −0.0301 | (−1.41) | −0.0061 | (−0.23) | 0.0214 | (0.52) |
TA | −0.2404 | (0.86) | −0.6337 *** | (−4.58) | −0.6867 *** | (−4.02) | −0.7911 ** | (−2.95) |
PRSC | 2.0409 | (1.58) | 1.295 ** | (2.39) | 2.2752 *** | (3.41) | 3.4614 *** | (3.3) |
Mas | 2.76084 ** | (2.01) | 2.6986 *** | (4.75) | 5.0324 *** | (7.19) | 6.5154 * | (5.93) |
MRest | 1.9335 | (0.98) | 0.9456 | 1.21 | 2.1053 ** | (2.19) | 3.2665 ** | (2.16) |
Cons. | 29.1636 | (7.25) | 33.0563 *** | (15.89) | 36.896 *** | (14.38) | 41.8145 *** | (10.38) |
R2 | 0.0918 | 0.0336 | 0.0541 | 0.0725 |
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Galindo-Manrique, A.F.; Pérez-Calderón, E.; Rodríguez-García, M.d.P. Eco-Efficiency and Stock Market Volatility: Emerging Markets Analysis. Adm. Sci. 2021, 11, 36. https://doi.org/10.3390/admsci11020036
Galindo-Manrique AF, Pérez-Calderón E, Rodríguez-García MdP. Eco-Efficiency and Stock Market Volatility: Emerging Markets Analysis. Administrative Sciences. 2021; 11(2):36. https://doi.org/10.3390/admsci11020036
Chicago/Turabian StyleGalindo-Manrique, Alicia Fernanda, Esteban Pérez-Calderón, and Martha del Pilar Rodríguez-García. 2021. "Eco-Efficiency and Stock Market Volatility: Emerging Markets Analysis" Administrative Sciences 11, no. 2: 36. https://doi.org/10.3390/admsci11020036
APA StyleGalindo-Manrique, A. F., Pérez-Calderón, E., & Rodríguez-García, M. d. P. (2021). Eco-Efficiency and Stock Market Volatility: Emerging Markets Analysis. Administrative Sciences, 11(2), 36. https://doi.org/10.3390/admsci11020036