Does the Increase in Renewable Energy Influence GDP Growth? An EU-28 Analysis
Abstract
:1. Introduction
- An analysis of how the recent developments have impacted the relation between renewable energy and economic growth in the EU-28 countries;
- A confirmation of the fact that green energy sources have a good impact on the economy regardless of their type;
- Validation of the role of the increase in the production of renewable energy on the economic growth and on the GHG emissions.
2. Literature Review
3. Database and Methodology
4. Results and Conclusions
5. Final Remarks
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Conflicts of Interest
References
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Symbol | Variable | Explanation | Relevant Studies in the Literature |
---|---|---|---|
Dependent variable | |||
GDP/capita | GDP/capita | Per capita gross domestic product (GDP) is calculated by dividing a country’s GDP by its population. It is a value that distributes the economic output of a country to the number of people. | [19,20,21] |
Independent variables | |||
GDP Growth | GDP growth (annual %) | The real economic growth rate is the annual growth of a nation’s gross domestic product (GDP). GDP is the market value of goods and services produced in a country over a period of time. | [19,20,21] |
Total Renew | Total production renewables and biofuels toe (ton of oil equivalent) | Renewable energy (green energy) includes solar energy (thermal, photovoltaic, and concentrated), wind energy, hydropower, tidal energy, geothermal energy, ambient heat captured by heat pumps, biofuels, and the renewable part of waste. | [19,20,21] |
Prod Biomass | Total production biomass toe (ton of oil equivalent) | Biomass consists of plant material and metabolic residues of animal origin (garbage) used as fuel to produce electricity or heat (examples: wood, straw, stalks of certain crops (sunflower), energy crops, and waste from forests, yards, or farms). | [22,23] |
Prod Hydro | Total production hydro toe (ton of oil equivalent) | Hydropower is based on the force of water falling. In special installations and constructions, water that falls or flows quickly is used to produce electricity. This is done by converting the kinetic energy of water into electrical or mechanical energy in special constructions called larger or smaller hydropower plants. | [22,23] |
Prod GEO | Total production geothermal toe (ton of oil equivalent) | Geothermal power is the power generated by the hot water in the earth, called geothermal energy (volcanoes, hot water, or geysers). The technologies used include special dry steam filling stations, binary cycle power plants, and fast steam power plants. | [22,23] |
Prod Wind | Total production wind toe (ton of oil equivalent) | Wind energy uses wind energy to supply mechanical energy through wind turbines installed in special, tall buildings located in certain areas. Mechanical energy is transformed by electric generators into electrical energy. Wind energy is the most popular source of green, renewable energy, with a minor impact on the environment compared to burning fossil fuels (coal, oil, crude oil, etc.). | [22,23] |
Prod Solar | Total production solar toe (ton of oil equivalent) | Solar energy (green, renewable energy) is the conversion of energy from sunlight into electricity, either directly using photovoltaic panels (PV) or solar cells or indirectly using concentrated solar energy or a combination of it. This type of energy is used both to heat buildings and to produce hot water. | [22,23] |
Renew Share | Share of renewable energy in gross final energy consumption (percentage) | Gross final consumption of renewable energy is the amount of renewable energy consumed for electricity, heating or cooling, and transport in the Member States of the European Union that use various types of renewable energy (wind, geothermal, solar, etc.) and expressed as a share of gross energy consumption. | [19,20,21] |
GHG Intens Energy | GHG intensity of energy [kg CO2 eq./toe] | Greenhouse gas emissions intensity of energy consumption. The indicator is calculated as the ratio between energy-related GHG emissions and gross inland consumption of energy. It expresses how many tons of CO2 equivalents of energy-related GHGs are being emitted in a certain economy per unit of energy that is being consumed. | |
GHG Intens GDP | Total GHG-GDP intensity [ton CO2 eq./M€15] | Greenhouse gases are divided by GDP (expressed in constant prices) between 1990 and 2019. It is expressed as an index in which the 1990 intensity for the EU15 is equal to 100. The intensity of the EU28 is relative to the EU15. A trend line below 100 indicates economic growth simultaneously with a relative decoupling of greenhouse gases. Currency conversion rates are used for a common currency, or different currencies. They eliminate differences in price levels between countries and allow for significant comparisons based on GDP. This is the appropriate unit for comparing a country’s performance over a period of time. | [29] |
Control variables | |||
CO2 | Greenhouse gas emissions-CO2 emissions-national total [Mt CO2] | Carbon dioxide (CO2) emissions are emissions from the burning of fossil fuels (coal, oil, and natural gas) and the manufacture of cement. These emissions include carbon dioxide produced during the consumption of solid, liquid, and gaseous fuels, as well as the combustion of gases. | [27,28,29,30] |
GHG | Greenhouse gas emissions-GHG emissions-national total [Mt CO2] | Greenhouse gas (carbon dioxide, water vapor, and methane) is any gas that has the property of absorbing infrared radiation (net thermal energy) emitted from the Earth’s surface and reflecting it back to the Earth’s surface, thus contributing to the greenhouse effect. | [27,29,30] |
GHG Capita | Total GHG per capita [t CO2 eq./capita] | Total greenhouse gas (GHG) emissions per capita are calculated as the ratio between the amount of greenhouse gas emissions in a state and the population of that country. This indicator provides data provided by the accounting based on the production of emissions of carbon dioxide, hydrofluorocarbon, nitrogen oxide, methane, perfluorocarbon, and sulfur hexafluoride in the country. | [29] |
EDU | Education expenditure to GDP (percentage) | Total level of education expenditure to GDP | [22] |
HDI | Human development index | The level of human development index | [23] |
Variable | Average | Median | St Dev | Min | Max |
---|---|---|---|---|---|
Dependent variable | |||||
GDP/capita | 32,867.97 | 30,273.11 | 16,504.90 | 5850.62 | 124,590.55 |
Independent variables | |||||
GDP Growth | 2.52 | 2.57 | 3.43 | −14.84 | 25.16 |
Total Renew | 5891.29 | 2575.15 | 7662.29 | 0.10 | 45,839.00 |
Prod Biomass | 3739.35 | 2027.40 | 4674.36 | 0.10 | 27,005.70 |
Prod Hydro | 1036.40 | 304.50 | 1599.31 | 0.00 | 6797.90 |
Prod GEO | 204.78 | 3.20 | 920.86 | 0.00 | 5570.60 |
Prod Wind | 539.22 | 60.85 | 1218.43 | 0.00 | 10,824.90 |
Prod Solar | 223.37 | 15.85 | 655.69 | 0.00 | 4718.40 |
Renew Share | 16.13 | 13.40 | 11.75 | 0.00 | 56.39 |
GHG Intens Energy | 2210.99 | 2224.15 | 589.07 | 712.91 | 3623.49 |
GHG Intens GDP | 551.16 | 442.74 | 359.34 | 112.32 | 2242.68 |
Control variables | |||||
CO2 | 144.62 | 57.72 | 199.07 | 1.77 | 935.30 |
GHG | 175.85 | 71.57 | 234.31 | 2.32 | 1077.75 |
GHG Capita | 10.41 | 9.61 | 4.14 | 4.46 | 30.98 |
EDU | 5.13 | 5.20 | 0.94 | 2.80 | 7.10 |
HDI | 0.86 | 0.87 | 0.05 | 0.58 | 0.96 |
Variable | Total Renew | Prod Biomass | Prod Hydro | Prod Geo | Prod Wind | Prod Solar | Renew Share | GHG Intens Energy | GHG Intens GDP | CO2 | GHG | GHG Capita | EDU | HDI |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Total Renew | 1.00 | |||||||||||||
Prod Biomass | 0.97 | 1.00 | ||||||||||||
Prod Hydro | 0.71 | 0.60 | 1.00 | |||||||||||
Prod Geo | 0.36 | 0.21 | 0.35 | 1.00 | ||||||||||
Prod Wind | 0.77 | 0.73 | 0.25 | 0.07 | 1.00 | |||||||||
Prod Solar | 0.73 | 0.66 | 0.25 | 0.25 | 0.87 | 1.00 | ||||||||
Renew Share | 0.20 | 0.20 | 0.37 | −0.07 | 0.00 | −0.02 | 1.00 | |||||||
GHG Intens Energy | −0.28 | −0.26 | −0.38 | 0.05 | −0.06 | −0.01 | −0.51 | 1.00 | ||||||
GHG Intens GDP | −0.35 | −0.30 | −0.36 | −0.14 | −0.28 | −0.21 | −0.14 | 0.39 | 1.00 | |||||
CO2 | 0.70 | 0.72 | 0.33 | 0.30 | 0.62 | 0.51 | −0.30 | 0.11 | −0.18 | 1.00 | ||||
GHG | 0.70 | 0.72 | 0.35 | 0.30 | 0.61 | 0.50 | −0.31 | 0.10 | −0.18 | 1.00 | 1.00 | |||
GHG Capita | −0.19 | −0.14 | −0.27 | −0.09 | −0.09 | −0.09 | −0.39 | 0.32 | −0.09 | 0.01 | 0.00 | 1.00 | ||
EDU | −0.10 | −0.05 | 0.01 | −0.19 | −0.19 | −0.26 | 0.32 | −0.27 | −0.24 | −0.23 | −0.23 | −0.02 | 1.00 | |
HDI | 0.39 | 0.40 | 0.21 | 0.04 | 0.38 | 0.29 | 0.10 | −0.27 | −0.13 | 0.27 | 0.26 | 0.28 | 0.19 | 1.00 |
Variable | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) |
Total Renew | 0.0000538 * | |||||||
(2.05) | ||||||||
Prod Biomass | 0.000089 * | |||||||
(1.81) | ||||||||
Prod Hydro | 0.002 * | |||||||
(1.75) * | ||||||||
Prod GEO | 0.0008 | |||||||
(0.84) | ||||||||
Prod Wind | 0.0002 ** | |||||||
(1.74) | ||||||||
Prod Solar | 0.003 ** | |||||||
(2.17) | ||||||||
Renew Share | −0.13 ** | −0.10 * | −0.08 | −0.12 * | −0.13 ** | −0.09 * | −0.09 * | −0.12 ** |
(−2.05) | (−1.71) | (−1.43) | (−1.94) | (−1.96) | (−1.67) | (−1.68) | (−2.02) | |
GHG Intens Energy | −0.005 *** | −0.004 *** | −0.004 *** | −0.004 *** | −0.004 *** | −0.005 *** | −0.004 *** | −0.004 *** |
(−4.22) | (−4.08) | (−4.09) | (−4.23) | (−4.24) | (−4.21) | (−4.15) | (−4.23) | |
GHG Intens GDP | 0.002 * | 0.002 * | 0.002 * | 0.002 * | 0.002 | 0.002 * | 0.002 * | 0.002 |
(1.68) | (1.74) | (1.68) | (1.70) | (1.44) | (1.68) | (1.68) | (1.54) | |
CO2 | 0.006 * | |||||||
(1.71) | ||||||||
GHG | 0.005 * | |||||||
(1.68) | ||||||||
GHG Capita | 0.19 | 0.16 | 0.15 | 0.25 * | 0.20 | 0.18 ** | 0.19 | 0.24 * |
(1.39) | (1.12) | (1.06) | (1.69) | (1.44) | (1.35) | (1.32) | (1.67) | |
EDU | −3.10 *** | −3.11 *** | −3.12 *** | −3.12 *** | −3.09 *** | −3.11 *** | −3.10 *** | −3.11 *** |
(−5.29) | (−5.30) | (−5.31) | (−5.34) | (−5.26) | (−5.30) | (−5.29) | (−5.30) | |
HDI | −20.02 * | −19.55 * | −19.73 * | −20.02 * | −19.70 * | −19.55 * | 20.02 * | −20.02 * |
(−1.91) | (−1.93) | (−1.94) | (−1.93) | (−1.90) | (−1.93) | (−1.91) | (−1.93) | |
R-Squared | 28.63% | 28.50% | 28.57% | 28.60% | 28.59% | 28.45% | 28.52% | 28.69% |
Number of Observations | 560 | 560 | 560 | 560 | 560 | 560 | 560 | 560 |
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Sahlian, D.N.; Popa, A.F.; Creţu, R.F. Does the Increase in Renewable Energy Influence GDP Growth? An EU-28 Analysis. Energies 2021, 14, 4762. https://doi.org/10.3390/en14164762
Sahlian DN, Popa AF, Creţu RF. Does the Increase in Renewable Energy Influence GDP Growth? An EU-28 Analysis. Energies. 2021; 14(16):4762. https://doi.org/10.3390/en14164762
Chicago/Turabian StyleSahlian, Daniela Nicoleta, Adriana Florina Popa, and Raluca Florentina Creţu. 2021. "Does the Increase in Renewable Energy Influence GDP Growth? An EU-28 Analysis" Energies 14, no. 16: 4762. https://doi.org/10.3390/en14164762
APA StyleSahlian, D. N., Popa, A. F., & Creţu, R. F. (2021). Does the Increase in Renewable Energy Influence GDP Growth? An EU-28 Analysis. Energies, 14(16), 4762. https://doi.org/10.3390/en14164762