The Impact of Structural Reforms on Sustainable Development Performance: Evidence from European Union Countries
Abstract
:1. Introduction
2. Literature Review
3. Data and Research Methodology
4. Results
4.1. Progress in SDGs and the Economic Freedom Index in the Period 2010–2020
4.2. Relationship of the SDG Progress Index with the Economic Freedom Components
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Variable | Obs | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|
Economic Freedom 1 | |||||
Overall score (graded from 0 to 100) | 297 | 68.9 | 5.3 | 53.2 | 81.5 |
Property Rights (graded from 0 to 100) | 297 | 71.6 | 16.4 | 30.0 | 95.0 |
Government Integrity (graded from 0 to 100) | 297 | 62.5 | 17.8 | 33.0 | 96.1 |
Tax burden (graded from 0 to 100) | 297 | 66.7 | 14.7 | 35.9 | 94.0 |
Government spending (graded from 0 to 100) | 297 | 37.1 | 18.2 | 0.0 | 78.8 |
Business Freedom (graded from 0 to 100) | 297 | 77.2 | 9.6 | 53.6 | 99.7 |
Labor Freedom(graded from 0 to 100) | 297 | 59.5 | 12.7 | 31.0 | 93.7 |
Monetary freedom (graded from 0 to 100) | 297 | 81.2 | 3.7 | 67.0 | 91.7 |
Trade Freedom (graded from 0 to 100) | 297 | 86.7 | 1.6 | 81.0 | 88.0 |
Investment Freedom (graded from 0 to 100) | 297 | 79.1 | 9.7 | 50.0 | 95.0 |
Financial freedom (graded from 0 to 100) | 297 | 67.7 | 10.8 | 40.0 | 90.0 |
Appendix B
SDG | Indicator | Obs | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|---|
Goal 1—No poverty (sdg_01) | In work at risk-of-poverty rate (sdg_01_41) | 297 | 8.1 | 3.2 | 2.7 | 19.8 |
People at risk of income poverty after social transfers (sdg_01_20) | 297 | 16.6 | 3.8 | 8.6 | 25.4 | |
Housing cost overburden rate by poverty status (sdg_01_50) | 297 | 9.4 | 6.7 | 1.1 | 45.5 | |
Goal 2—Zero hunger (sdg_02) | Agricultural factor income per annual work unit (AWU) (source: Eurostat, DG AGRI) (sdg_02_20) | 297 | 116.9 | 30.1 | 62.8 | 248.0 |
Area under organic farming (sdg_02_40) | 297 | 7.7 | 5.5 | 0.1 | 25.3 | |
Government support to agricultural research and development (sdg_02_30) | 297 | 5.6 | 4.9 | 0.2 | 22.7 | |
Ammonia emissions from agriculture (source: EEA) (sdg_02_60) | 297 | 26.7 | 22.5 | 6.7 | 132.6 | |
Goal 3—Good health and well-being (sdg_03) | Standardised death rate due to tuberculosis, HIV, and hepatitis by type of disease (sdg_03_41) | 297 | 2.9 | 2.6 | 0.4 | 13.1 |
Healthy life years at birth by sex (sdg_03_11) | 297 | 61.7 | 4.7 | 51.4 | 73.6 | |
Self-reported unmet need for medical examination and care by sex (sdg_03_60) | 297 | 3.2 | 3.5 | 0.0 | 16.4 | |
Share of people with good or very good perceived health by sex (sdg_03_20) | 297 | 66.2 | 10.0 | 42.8 | 84.1 | |
Goal 4—Quality education (sdg_04) | Adult participation in learning by sex (sdg_04_60) | 297 | 10.5 | 7.7 | 0.9 | 34.3 |
Early leavers from education and training by sex (sdg_04_10) | 297 | 9.9 | 4.6 | 2.2 | 28.3 | |
Tertiary educational attainment by sex (sdg_04_20) | 297 | 38.9 | 9.2 | 20.7 | 60.6 | |
Goal 5—Gender equality (sdg_05) | Gender employment gap, by type of employment (sdg_05_30) | 297 | 10.4 | 6.0 | −1.5 | 36.6 |
Gender pay gap in unadjusted form (sdg_05_20) | 297 | 13.7 | 5.9 | 0.7 | 29.9 | |
Inactive population due to caring responsibilities by sex (sdg_05_40) | 297 | 23.5 | 12.1 | 4.3 | 57.6 | |
Seats held by women in national parliaments and governments (source: EIGE) (sdg_05_50) | 297 | 26.7 | 9.9 | 8.7 | 49.6 | |
Goal 7—Affordable and clean energy (sdg_07) | Energy import dependency by products (sdg_07_50) | 297 | 56.8 | 24.6 | −16.0 | 104.1 |
Energy productivity (sdg_07_30) | 297 | 6.8 | 3.3 | 2.0 | 22.6 | |
Final energy consumption (sdg_07_11) | 297 | 2.4 | 1.2 | 1.1 | 8.5 | |
Final energy consumption in households per capita (sdg_07_20) | 297 | 575.5 | 194.7 | 165.0 | 1084.0 | |
Population unable to keep home adequately warm by poverty status (sdg_07_60) | 297 | 10.7 | 10.4 | 0.5 | 66.5 | |
Primary energy consumption (sdg_07_10) | 297 | 3.2 | 1.3 | 1.4 | 9.1 | |
Share of renewable energy in gross final energy consumption by sector (sdg_07_40) | 297 | 20.0 | 11.5 | 1.0 | 60.1 | |
Goal 8—Decent work and economic growth (sdg_08) | Real GDP per capita (sdg_08_10) | 297 | 1.4 | 3.5 | −11.3 | 24.0 |
Investment share of GDP by institutional sectors (sdg_08_11) | 297 | 20.9 | 4.2 | 10.6 | 53.6 | |
young people neither in employment nor in education and training by sex (NEET) (sdg_08_20) | 297 | 13.9 | 5.1 | 5.7 | 28.5 | |
Employment rate by sex (sdg_08_30) | 297 | 70.1 | 6.5 | 52.5 | 81.8 | |
Long-term unemployment rate by sex (sdg_08_40) | 297 | 4.2 | 3.2 | 0.6 | 17.5 | |
Fatal accidents at work per 100 000 workers, by sex (sdg_08_60) | 297 | 2.3 | 1.2 | 0.5 | 6.4 | |
Goal 9—Industry, innovation and infrastructure (sdg_09) | Gross domestic expenditure on R&D by sector (sdg_09_10) | 297 | 1.6 | 0.9 | 0.4 | 3.7 |
R&D personnel by sector (sdg_09_30) | 297 | 1.2 | 0.5 | 0.3 | 2.2 | |
Patent applications to the European Patent Office by applicants’/inventors’ country of residence (source: EPO) (sdg_09_40) | 297 | 139.3 | 184.0 | 0.7 | 955.3 | |
Share of buses and trains in inland passenger transport (sdg_09_50) | 297 | 18.2 | 4.5 | 8.1 | 32.5 | |
Share of rail and inland waterways in inland freight transport (sdg_09_60) | 297 | 28.5 | 20.9 | 0.0 | 84.2 | |
Air emission intensity from industry (sdg_09_70) | 297 | 0.3 | 0.3 | 0.0 | 1.9 | |
Goal 10—Reduced inequalities (sdg_10) | Purchasing power adjusted GDP per capita (sdg_10_10) | 297 | 27,910.1 | 12,459.3 | 11,100.0 | 79,600.0 |
Relative median at-risk-of-poverty gap (sdg_10_30) | 297 | 22.5 | 5.4 | 13.2 | 38.2 | |
Income distribution (sdg_10_41) | 297 | 4.9 | 1.2 | 3.0 | 8.3 | |
Income share of the bottom 40% of the population (sdg_10_50) | 297 | 21.5 | 2.2 | 16.4 | 26.2 | |
Goal 11—Sustainable cities and communities (sdg_11) | Population living in households considering that they suffer from noise, by poverty status (sdg_11_20) | 297 | 16.8 | 5.5 | 7.7 | 31.6 |
Severe housing deprivation rate by poverty status (sdg_11_11) | 297 | 5.5 | 5.2 | 0.5 | 25.3 | |
Recycling rate of municipal waste (sdg_11_60) | 297 | 34.6 | 15.5 | 4.0 | 67.2 | |
Goal 12—Responsible consumption and production (sdg_12) | Raw material consumption (RMC) (sdg_12_21) | 297 | 246,934.2 | 306,218.2 | 2051.0 | 1,363,598.0 |
Average CO2 emissions per km from new passenger cars (source: EEA, DG CLIMA) (sdg_12_30) | 297 | 125.6 | 13.2 | 82.3 | 162.0 | |
Circular material use rate (sdg_12_41) | 297 | 8.7 | 6.4 | 1.2 | 30.9 | |
Goal 13—Climate action (sdg_13) | Net greenhouse gas emissions (source: EEA) (sdg_13_10) | 297 | 8.6 | 4.0 | 0.7 | 26.5 |
Net greenhouse gas emissions of the Land use, Land use change and Forestry (LULUCF) sector (sdg_13_21) | 297 | -0.9 | 1.2 | −4.6 | 1.7 | |
Population covered by the Covenant of Mayors for Climate & Energy signatories (source: Covenant of Mayors) (sdg_13_60) | 297 | 35.6 | 19.4 | 0.1 | 92.7 | |
Goal 16—Peace, justice and strong institutions (sdg_16) | Standardised death rate due to homicide by sex (sdg_16_10) | 297 | 1.2 | 1.2 | 0.2 | 7.0 |
Population reporting occurrence of crime, violence or vandalism in their area by poverty status (sdg_16_20) | 297 | 11.5 | 4.8 | 2.4 | 27.7 | |
General government total expenditure on law courts (sdg_16_30) | 297 | 79.6 | 40.1 | 21.0 | 239.9 | |
Population with confidence in EU institutions by institution (source: DG COMM) (sdg_16_60) | 297 | 50.3 | 10.4 | 23.0 | 79.0 | |
Goal 17—Partnerships for the goals (sdg_17) | Official development assistance as share of gross national income (source: DG INTPA, OECD) (sdg_17_10) | 297 | 0.3 | 0.3 | 0.1 | 1.4 |
General government gross debt (sdg_17_40) | 297 | 68.3 | 38.2 | 6.2 | 206.3 | |
Share of environmental taxes in total tax revenues (sdg_17_50) | 297 | 7.4 | 1.8 | 3.6 | 11.8 |
Appendix C
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ESM | Countries |
---|---|
Nordic | Denmark; Finland; Sweden. |
Continental | Austria; Belgium; Luxembourg; France; Germany; Netherlands. |
Southern/Mediterranean | Greece; Italy; Portugal; Spain. |
Anglo-Saxon | Ireland; Cyprus; Malta. |
Central and Eastern | Bulgaria; Croatia; Czechia; Estonia; Latvia; Lithuania; Hungary; Poland; Romania; Slovakia; Slovenia. |
Dependent Variable | SDG Progress Index | |||||
---|---|---|---|---|---|---|
Country Sample | Nordic ESM | Continental ESM | Southern/Mediterranean ESM | Anglo-Saxon ESM | Central and Eastern ESM | EU-27 |
Property rights | 0.00142 | −0.00204 * | −0.00021 | −0.00010 | 0.00047 * | 0.00059 * |
Government integrity | −0.00043 | −0.00017 | 0.00162 * | −0.00111 ** | 0.00111 * | 0.00045 * |
Tax Burden | 0.00179 * | 0.00152 | −0.00329 * | 0.00217 | −0.00107 * | −0.00096 ** |
Government spending | −0.00068 * | 0.00014 | −0.00041 | 0.00146 * | −0.00022 | 0.00042 * |
Business freedom | −0.00269 * | −0.0023 * | −0.00176 ** | −0.00242 * | −0.00122 * | −0.00227 * |
Labor freedom | −0.00070 | −0.00088 * | 0.00155 * | −0.00072 | 0.00052 ** | 0.00058 * |
Monetary freedom | −0.00078 | −0.00057 | 0.00411 * | 0.00016 | 0.00226 * | 0.00195 * |
Trade freedom | −0.00252 | −0.00593 ** | −0.02391 * | −0.00531 * | −0.01587 * | −0.00498 * |
Investment freedom | −0.00006 | 0.00218 * | 0.0024 * | 0.00155 ** | 0.00126 * | 0.00174 * |
Financial freedom | 0.00037 | 0.00243 * | 0.00014 | −0.00244 * | 0.00125 * | −0.00078 * |
Constant | 1.03387 * | 1.10552 * | 2.20922 * | 1.06993 * | 1.59733 * | 0.84038 * |
R-sq | 78.45% | 77.07% | 85.18% | 90.34% | 81.02% | 60.23% |
Observations. | 33 | 66 | 44 | 33 | 121 | 297 |
Low Economic Freedom Index | High Economic Freedom Index | |
---|---|---|
Low SDG progress | Southern/Mediterranean ESM | Anglo-Saxon ESM, Central and Eastern ESM |
High SDG progress | - | Nordic ESM, Continental ESM |
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Rapsikevičius, J.; Bruneckienė, J.; Krušinskas, R.; Lukauskas, M. The Impact of Structural Reforms on Sustainable Development Performance: Evidence from European Union Countries. Sustainability 2022, 14, 12583. https://doi.org/10.3390/su141912583
Rapsikevičius J, Bruneckienė J, Krušinskas R, Lukauskas M. The Impact of Structural Reforms on Sustainable Development Performance: Evidence from European Union Countries. Sustainability. 2022; 14(19):12583. https://doi.org/10.3390/su141912583
Chicago/Turabian StyleRapsikevičius, Jonas, Jurgita Bruneckienė, Rytis Krušinskas, and Mantas Lukauskas. 2022. "The Impact of Structural Reforms on Sustainable Development Performance: Evidence from European Union Countries" Sustainability 14, no. 19: 12583. https://doi.org/10.3390/su141912583