Impact of Sustainable Development Goals on Economic Growth in Saudi Arabia: Role of Education and Training
Abstract
:1. Introduction
2. Literature Review
2.1. SDGs and Economic Growth
2.2. The Role of Education and Training in Achieving SDGs and Economic Growth
2.3. Hypotheses Development
3. Methodology
3.1. Data and Measurement
3.2. Empirical Model
3.3. Method
4. Empirical Results and Discussion
4.1. Descriptive Statistics and Correlation Analysis
4.2. Unit Root Test
4.3. Heteroscedasticity Test
4.4. Multiple Regression Analysis
4.5. Results and Discussion on Specific Variables
5. Summary and Conclusions
6. Limitations and Future Research
7. Recommendations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Mensi, A.; Udenigwe, C.C. Emerging and Practical Food Innovations for Achieving the Sustainable Development Goals (SDG) Target 2.2. Trends Food Sci. Technol. 2021, 111, 783–789. [Google Scholar] [CrossRef]
- Baye, D. Sustainable Development Goals (SDG) Target 6.2 in Ethiopia: Challenges and Opportunities. Open Access Libr. J. 2021, 8, 1–28. [Google Scholar] [CrossRef]
- United Nations. Sustainable Development Goals (SDGs). Available online: https://unric.org/en/united-nations-sustainable-development-goals/ (accessed on 27 February 2022).
- Tampakoudis, I.A.; Fylantzopoulou, D.; Nikandrou, K. Examining the Linkages between GDP Growth and Sustainable Development in the Eurozone. J. Econ. Bus. 2014, 17, 15–27. [Google Scholar]
- Pradhan, P.; Costa, L.; Rybski, D.; Lucht, W.; Kropp, J.P. A Systematic Study of Sustainable Development Goal (SDG) Interactions. Earths Future 2017, 5, 1169–1179. [Google Scholar] [CrossRef] [Green Version]
- Saudi Gazette. Full Text of Saudi Arabia’s Vision 2030. Al Arabiya English. Available online: https://english.alarabiya.net/en/perspective/features/2016/04/26/Full-text-of-Saudi-Arabia-s-Vision-2030.html (accessed on 7 July 2020).
- Mitchell, B.; Alfuraih, A. The Kingdom of Saudi Arabia: Achieving the Aspirations of the National Transformation Program 2020 and Saudi Vision 2030 Through Education. J. Educ. Dev. 2018, 2, 36. [Google Scholar] [CrossRef] [Green Version]
- Alharbi, R. Impact of COVID-19 on Saudi Arabia’s Economy: Evidence from Macro-Micro Modelling. PSU Res. Rev. 2021. ahead-of-print. [Google Scholar] [CrossRef]
- Althaqafi, T. The Impact of Coronavirus (COVID-19) On the Economy in the Kingdom of Saudi Arabia: A Review. Int. J. Bus. Manag. Rev. 2020, 8, 34–40. [Google Scholar] [CrossRef]
- World Bank. World Development Indicators. Available online: https://databank.worldbank.org/home.aspx (accessed on 2 July 2022).
- AlArjani, A.; Modibbo, U.M.; Ali, I.; Sarkar, B. A New Framework for the Sustainable Development Goals of Saudi Arabia. J. King Saud Univ.—Sci. 2021, 33, 101477. [Google Scholar] [CrossRef]
- Hamdan, A.; Khamis, R.; Anasweh, M.; Al-Hashimi, M.; Razzaque, A. IT Governance and Firm Performance: Empirical Study from Saudi Arabia. SAGE Open 2019, 9, 215824401984372. [Google Scholar] [CrossRef] [Green Version]
- Almutairi, N. Natural Resource Abundance (Black Gold) and Investment in Human Capital in the Context of Saudi Arabia. J. Econ. Sustain. Dev. 2019, 10, 90–98. [Google Scholar] [CrossRef]
- Yamada, M. Can Saudi Arabia Move beyond “Production with Rentier Characteristics”? Human Capital Development in the Transitional Oil Economy. Middle East J. 2018, 72, 587–609. [Google Scholar] [CrossRef]
- Shalal, A.; Lawder, D. IMF Sees Pandemic Causing Global Recession in 2020, Recovery in 2021. Available online: https://www.reuters.com/article/us-health-coronavirus-imf-idUSKBN21A33O (accessed on 1 August 2022).
- Griggs, D.J.; Nilsson, M.; Stevance, A.; McCollum, D. A Guide to SDG Interactions: From Science to Implementation; International Science Council: Paris, France, 2017. [Google Scholar]
- Lusseau, D.; Mancini, F. Income-Based Variation in Sustainable Development Goal Interaction Networks. Nat. Sustain. 2019, 2, 242–247. [Google Scholar] [CrossRef] [Green Version]
- Adrangi, B.; Kerr, L. Sustainable Development Indicators and Their Relationship to GDP: Evidence from Emerging Economies. Sustainability 2022, 14, 658. [Google Scholar] [CrossRef]
- Coopman, A.; Osborn, D.; Ullah, F.; Auckland, E.; Long, G. Seeing the Whole: Implementing the SDGs in an Integrated and Coherent Way; Bioregional: London, UK, 2016. [Google Scholar]
- Ramos, C.M.; Laurenti, R. Synergies and Trade-Offs among Sustainable Development Goals: The Case of Spain. Sustainability 2020, 12, 10506. [Google Scholar] [CrossRef]
- Sidani, Y.M.; Gardner, W.L. Work Values Among Lebanese Workers. J. Soc. Psychol. 2000, 140, 597–607. [Google Scholar] [CrossRef]
- Kocsis, Z. Global, Regional, and Country-Specific Components of Financial Market Indicators. Acta Oeconomica 2014, 64, 81–110. [Google Scholar] [CrossRef] [Green Version]
- Borgnäs, K. Indicators as ‘Circular Argumentation Constructs’? An Input–Output Analysis of the Variable Structure of Five Environmental Sustainability Country Rankings. Environ. Dev. Sustain. 2017, 19, 769–790. [Google Scholar] [CrossRef]
- Cook, D.; Saviolidis, N.M.; Davíðsdóttir, B.; Jóhannsdóttir, L.; Ólafsson, S. Measuring Countries’ Environmental Sustainability Performance—The Development of a Nation-Specific Indicator Set. Ecol. Indic. 2017, 74, 463–478. [Google Scholar] [CrossRef]
- Tompa, O.; Kiss, A.; Maillot, M.; Sarkadi Nagy, E.; Temesi, Á.; Lakner, Z. Sustainable Diet Optimization Targeting Dietary Water Footprint Reduction—A Country-Specific Study. Sustainability 2022, 14, 2309. [Google Scholar] [CrossRef]
- Patalong, F.; Associate, S.; Mergers, C.; Mediation, A.C. Vision 2030 and the Transformation of Education in Saudi Arabia; Vision of The Vision 2030, Vision 2030: Strategic Objectives of the National Transformation Program (NTP), Accountability: Highlights of Vision 2030 in Education; Tamimi: Riyadh, Saudi Arabia, 2021; pp. 1–2. [Google Scholar]
- Kim, T. Transnational Academic Mobility, Knowledge, and Identity Capital. Discourse Stud. Cult. Polit. Educ. 2010, 31, 577–591. [Google Scholar] [CrossRef]
- Mallick, L.; Das, P.K.; Pradhan, K.C. Impact of Educational Expenditure on Economic Growth in Major Asian Countries: Evidence from Econometric Analysis. Theor. Appl. Econ. 2016, 23, 173–186. [Google Scholar]
- Marquez-Ramos, L.; Mourelle, E. Education and Economic Growth: An Empirical Analysis of Nonlinearities. Appl. Econ. Anal. 2019, 27, 21–45. [Google Scholar] [CrossRef]
- Chakraborty, I.; Maity, P. COVID-19 Outbreak: Migration, Effects on Society, Global Environment and Prevention. Sci. Total Environ. 2020, 728, 138882. [Google Scholar] [CrossRef]
- Laursen, K.; Meliciani, V. The Importance of Technology-Based Intersectoral Linkages for Market Share Dynamics. Rev. World Econ. 2000, 136, 702–723. [Google Scholar] [CrossRef] [Green Version]
- Alba, M.F.; García Álvarez-Coque, J.M.; Mas-Verdú, F. New Firm Creation and Innovation: Industrial Patterns and Inter-Sectoral Linkages. Int. Entrep. Manag. J. 2013, 9, 501–519. [Google Scholar] [CrossRef]
- Yang, X. Health Expenditure, Human Capital, and Economic Growth: An Empirical Study of Developing Countries. Int. J. Health Econ. Manag. 2020, 20, 163–176. [Google Scholar] [CrossRef]
- Maitra, B.; Mukhopadhyay, C.K. Public Spending on Education, Health Care and Economic Growth in Selected Countries of Asia and The Pacific. Asia-Pac. Dev. J. 2012, 19, 19–48. [Google Scholar] [CrossRef]
- Riiheläinen, J.M. Government Education Expenditure in the European Union during the Economic Crisis (2008–2011); European Commission: Brussels, Belgium, 2013.
- Mercan, M.; Sezer, S. The Effect of Education Expenditure on Economic Growth: The Case of Turkey. Procedia—Soc. Behav. Sci. 2014, 109, 925–930. [Google Scholar] [CrossRef] [Green Version]
- Le, M.P.; Tran, T.M. Government Education Expenditure and Economic Growth Nexus: Empirical Evidence from Vietnam. J. Asian Financ. Econ. Bus. 2021, 8, 2021. [Google Scholar] [CrossRef]
- Gheraia, Z.; Benmeriem, M.; Abed Abdelli, H.; Saadaoui, S. The Effect of Education Expenditure on Economic Growth: The Case of the Kingdom of Saudi Arabia. Humanit. Soc. Sci. Lett. 2021, 9, 14–23. [Google Scholar] [CrossRef]
- Samargandi, N. Oil Exploration, Biocapacity, and Ecological Footprint in Saudi Arabia. Environ. Sci. Pollut. Res. 2021, 28, 54621–54629. [Google Scholar] [CrossRef] [PubMed]
- Suliman, T.H.M.; Abid, M. The Impacts of Oil Price on Exchange Rates: Evidence from Saudi Arabia. Energy Explor. Exploit. 2020, 38, 2037–2058. [Google Scholar] [CrossRef]
- Nordbeck, R.; Steurer, R. Multi-Sectoral Strategies as Dead Ends of Policy Integration: Lessons to Be Learned from Sustainable Development. Environ. Plan. C Gov. Policy 2016, 34, 737–755. [Google Scholar] [CrossRef]
- Mortensen, L.F.; Petersen, K.L. Extending the Boundaries of Policy Coherence for Sustainable Development: Engaging Business and Civil Society. Solutions 2017, 8. Available online: https://thesolutionsjournal.com/2017/04/30/extending-boundaries-policy-coherence-sustainable-development-engaging-business-civil-society/ (accessed on 27 August 2022).
- Coscieme, L.; Mortensen, L.F.; Anderson, S.; Ward, J.; Donohue, I.; Sutton, P.C. Going beyond Gross Domestic Product as an Indicator to Bring Coherence to the Sustainable Development Goals. J. Clean. Prod. 2020, 248, 119232. [Google Scholar] [CrossRef]
- Warchold, A.; Pradhan, P.; Kropp, J.P. Variations in Sustainable Development Goal Interactions: Population, Regional, and Income Disaggregation. Sustain. Dev. 2021, 29, 285–299. [Google Scholar] [CrossRef]
- Kroll, C.; Warchold, A.; Pradhan, P. Sustainable Development Goals (SDGs): Are We Successful in Turning Trade-Offs into Synergies? Palgrave Commun. 2019, 5, 140. [Google Scholar] [CrossRef] [Green Version]
- Adam, P.; Rosnawintang, R.; Nusantara, A.W.; Muthalib, A. A Model of The Dynamic of The Relationship Between Exchange Rate and Indonesia’s Export. Int. J. Econ. Financ. Issues 2017, 7, 255–261. [Google Scholar]
- Millia, H.; Syarif, M.; Adam, P.; Rahim, M.; Gamsir, G.; Rostin, R. The Effect of Export and Import on Economic Growth in Indonesia. Int. J. Econ. Financ. Issues 2021, 11, 17–23. [Google Scholar] [CrossRef]
- Ripple, W.J.; Wolf, C.; Newsome, T.M.; Galetti, M.; Alamgir, M.; Crist, E.; Mahmoud, M.I.; Laurance, W.F. World Scientists’ Warning to Humanity: A Second Notice. Bioscience 2017, 67, 1026–1028. [Google Scholar] [CrossRef] [Green Version]
- Szirmai, A.; Verspagen, B. Manufacturing and Economic Growth in Developing Countries, 1950–2005. Struct. Change Econ. Dyn. 2015, 34, 46–59. [Google Scholar] [CrossRef] [Green Version]
- Ndiaya, C.; Lv, K. Role of Industrialization on Economic Growth: The Experience of Senegal (1960–2017). Am. J. Ind. Bus. Manag. 2018, 8, 2072–2085. [Google Scholar] [CrossRef] [Green Version]
- Qaiser, S. Relationship Between Industrialization and Economic Growth: An Empirical Study of Pakistan. Int. J. Manag. Account. Econ. 2020, 7, 695–707. [Google Scholar]
- Wonyra, K.O. Industrialization and Economic Growth in Sub-Saharan Africa: The Role of Human Capital in Structural Transformation. J. Empir. Stud. 2018, 5, 45–54. [Google Scholar] [CrossRef]
- Opoku, E.E.O.; Yan, I.K.-M. Industrialization as Driver of Sustainable Economic Growth in Africa. J. Int. Trade Econ. Dev. 2019, 28, 30–56. [Google Scholar] [CrossRef]
- Elfaki, K.E.; Handoyo, R.D.; Ibrahim, K.H. The Impact of Industrialization, Trade Openness, Financial Development, and Energy Consumption on Economic Growth in Indonesia. Economies 2021, 9, 174. [Google Scholar] [CrossRef]
- Saba, C.S.; Ngepah, N. ICT Diffusion, Industrialisation and Economic Growth Nexus: An International Cross-Country Analysis. J. Knowl. Econ. 2022, 13, 2030–2069. [Google Scholar] [CrossRef]
- Alwi, S.K.H.; Rauf, M.B.; Saleem, S. Role of Education in Economic Development of Pakistan. J. Econ. Sustain. Dev. 2019, 10, 1–6. [Google Scholar] [CrossRef] [Green Version]
- Bekteshi, S.A. The Impact of Education and Training on Export Performance of SMEs. Int. J. Res. Bus. Soc. Sci. 2019, 8, 272–277. [Google Scholar] [CrossRef] [Green Version]
- Jitsutthiphakorn, U. Innovation, Firm Productivity, and Export Survival: Firm-Level Evidence from ASEAN Developing Countries. J. Econ. Struct. 2021, 10, 22. [Google Scholar] [CrossRef]
- Zhu, Y.; Bashir, S.; Marie, M. Assessing the Relationship between Poverty and Economic Growth: Does Sustainable Development Goal Can Be Achieved? Environ. Sci. Pollut. Res. 2022, 29, 27613–27623. [Google Scholar] [CrossRef] [PubMed]
- Westmore, B. Do Government Transfers Reduce Poverty in China? Micro Evidence from Five Regions. China Econ. Rev. 2018, 51, 59–69. [Google Scholar] [CrossRef]
- Quy, N.H. Relationship between Economic Growth, Unemployment and Poverty: Analysis at Provincial Level in Vietnam. Int. J. Econ. Finance 2016, 8, 113. [Google Scholar] [CrossRef] [Green Version]
- Nguyen, H.T.T.; Van Nguyen, C.; Van Nguyen, C. The Effect of Economic Growth and Urbanization on Poverty Reduction in Vietnam. J. Asian Finance Econ. Bus. 2020, 7, 229–239. [Google Scholar] [CrossRef]
- Onwuka, C.M. Poverty, Income Inequality and Economic Growth in Nigeria (1981–2019). J. Econ. Res. Rev. 2022, 2, 92–100. [Google Scholar] [CrossRef]
- Haynes, J. Economic Growth, Poverty and Hunger. In Religion and Development; Palgrave Macmillan UK: London, UK, 2007; pp. 101–123. [Google Scholar]
- WHO. Hunger Increases Where Economic Growth Lags. Available online: https://www.thehindubusinessline.com/specials/pulse/hunger-increases-where-economic-growth-lags/article28596816.ece (accessed on 27 August 2022).
- Wang, X.; Taniguchi, K. Does Better Nutrition Cause Economic Growth? The Efficiency Cost of Hunger Revisited; ESA Working Papers; FAO: Rome, Italy, 2002. [Google Scholar]
- Shafuda, C.P.P.; De, U.K. Government Expenditure on Human Capital and Growth in Namibia: A Time Series Analysis. J. Econ. Struct. 2020, 9, 21. [Google Scholar] [CrossRef]
- Islam, M.S.; Alam, F. Influence of Human Capital Formation on the Economic Growth in Bangladesh During 1990–2019: An ARDL Approach. J. Knowl. Econ. 2022, 2022, 1–18. [Google Scholar] [CrossRef]
- Aboubacar, B.; Xu, D. The Impact of Health Expenditure on the Economic Growth in Sub-Saharan Africa. Theor. Econ. Lett. 2017, 7, 615–622. [Google Scholar] [CrossRef] [Green Version]
- Piabuo, S.M.; Tieguhong, J.C. Health Expenditure and Economic Growth—a Review of the Literature and an Analysis between the Economic Community for Central African States (CEMAC) and Selected African Countries. Health Econ. Rev. 2017, 7, 23. [Google Scholar] [CrossRef]
- Raghupathi, V.; Raghupathi, W. Healthcare Expenditure and Economic Performance: Insights from the United States Data. Front. Public Health 2020, 8, 156. [Google Scholar] [CrossRef]
- Churchill, S.A.; Ugur, M.; Yew, S.L. Government Education Expenditures and Economic Growth: A Meta-Analysis. BE J. Macroecon. 2017, 17, 1–17. [Google Scholar] [CrossRef]
- Eggoh, J.; Houeninvo, H.; Sossou, G. Education, Health and Economic Growth in African Countries. J. Econ. Dev. 2015, 40, 93–111. [Google Scholar] [CrossRef]
- Alam, F.; Singh, H.P.; Singh, A. Economic Growth in Saudi Arabia through Sectoral Reallocation of Government Expenditures. SAGE Open 2022, 12, 1–13. [Google Scholar] [CrossRef]
- Komarov, V.V.; Litvina, N.I.; Ananyeva, E.V.; Djshchanova, A.I. Negative Impact of COVID-19 on World Economy Development. Econ. Labor Manag. Agric. 2020, 12, 13–18. [Google Scholar] [CrossRef]
- Das, G.; Bag, A. Effect of COVID-19 in Worldwide Economy with a View to India: A Comprehensive Study. Strad Res. 2020, 7, 237–246. [Google Scholar] [CrossRef]
- Tran, B.X.; Nguyen, H.T.; Le, H.T.; Latkin, C.A.; Pham, H.Q.; Vu, L.G.; Le, X.T.T.; Nguyen, T.T.; Pham, Q.T.; Ta, N.T.K.; et al. Impact of COVID-19 on Economic Well-Being and Quality of Life of the Vietnamese During the National Social Distancing. Front. Psychol. 2020, 11, 565153. [Google Scholar] [CrossRef]
- Barro, R.; Ursúa, J.; Weng, J. The Coronavirus and the Great Influenza Pandemic: Lessons from the “Spanish Flu” for the Coronavirus’s Potential Effects on Mortality and Economic Activity; CESifo: Cambridge, MA, USA, 2020. [Google Scholar]
- Adams-Prassl, A.; Boneva, T.; Golin, M.; Rauh, C. Inequality in the Impact of the Coronavirus Shock: Evidence from Real Time Surveys. J. Public Econ. 2020, 189, 1–33. [Google Scholar] [CrossRef]
- Forsythe, E.; Kahn, L.; Lange, F.; Wiczer, D. Labor Demand in the Time of COVID-19: Evidence from Vacancy Postings and UI Claims; Elsevier: Cambridge, MA, USA, 2020. [Google Scholar]
- Bartik, A.W.; Bertrand, M.; Cullen, Z.; Glaeser, E.L.; Luca, M.; Stanton, C. The Impact of COVID-19 on Small Business Outcomes and Expectations. Proc. Natl. Acad. Sci. USA 2020, 117, 17656–17666. [Google Scholar] [CrossRef]
- Alieva, K. COVID-19 Pandemic: Problems of Ensuring Gender Equality. Am. J. Soc. Sci. Educ. Innov. 2021, 3, 315–324. [Google Scholar] [CrossRef]
- Dhiman, G. The Effects of Coronavirus (COVID-19) on the Psychological Health of Indian Poultry Farmers. Coronaviruses 2021, 2, 131–132. [Google Scholar] [CrossRef]
- Hossain, M. COVID-19 and Gender Differences in Mental Health in Low- and Middle-Income Countries: Young Working Women Are More Vulnerable. SSM—Ment. Health 2021, 1, 1–11. [Google Scholar] [CrossRef] [PubMed]
- Field, T.; Poling, S.; Mines, S.; Diego, M.; Bendell, D.; Veazey, C. Boredom and Psychological Problems during a COVID-19 Lockdown. Arch. Health Sci. 2020, 1, 1–8. [Google Scholar] [CrossRef]
- Hu, M.; Chen, Z.; Cui, H.; Wang, T.; Zhang, C.; Yun, K. Air Pollution and Critical Air Pollutant Assessment during and after COVID-19 Lockdowns: Evidence from Pandemic Hotspots in China, the Republic of Korea, Japan, and India. Atmos. Pollut. Res. 2021, 12, 316–329. [Google Scholar] [CrossRef]
- Li, C.; Shang, H.; Cui, Z.; Dai, Z.; Ma, Z. COVID-19 as a Factor Influencing Air Quality? A City Study in China. Aerosol Air Qual. Res. 2021, 21, 210080. [Google Scholar] [CrossRef]
- Rana, R.H.; Keramat, S.A.; Gow, J. A Systematic Literature Review of the Impact of COVID-19 Lockdowns on Air Quality in China. Aerosol Air Qual. Res. 2021, 21, 200614. [Google Scholar] [CrossRef]
- Bush, K.F.; Luber, G.; Kotha, S.R.; Dhaliwal, R.S.; Kapil, V.; Pascual, M.; Brown, D.G.; Frumkin, H.; Dhiman, R.C.; Hess, J.; et al. Impacts of Climate Change on Public Health in India: Future Research Directions. Environ. Health Perspect. 2011, 119, 765–770. [Google Scholar] [CrossRef] [PubMed]
- Fioramonti, L.; Coscieme, L.; Mortensen, L.F. From Gross Domestic Product to Wellbeing: How Alternative Indicators Can Help Connect the New Economy with the Sustainable Development Goals. Anthr. Rev. 2019, 6, 207–222. [Google Scholar] [CrossRef] [Green Version]
- Easterlin, R.A.; McVey, L.A.; Switek, M.; Sawangfa, O.; Zweig, J.S. The Happiness–Income Paradox Revisited. Proc. Natl. Acad. Sci. USA 2010, 107, 22463–22468. [Google Scholar] [CrossRef] [Green Version]
- Fanning, A.L.; O’Neill, D.W. The Wellbeing–Consumption Paradox: Happiness, Health, Income, and Carbon Emissions in Growing versus Non-Growing Economies. J. Clean. Prod. 2019, 212, 810–821. [Google Scholar] [CrossRef]
- Saudi National Portal. Sustainable Development Goals and the Saudi Efforts to Achieve Them. Available online: https://www.my.gov.sa/wps/portal/snp/content/SDGPortal (accessed on 27 February 2022).
- Mahmood, H.; Alkhateeb, T.T.Y.; Al-Qahtani, M.M.Z.; Allam, Z.; Ahmad, N.; Furqan, M. Agriculture Development and CO2 Emissions Nexus in Saudi Arabia. PLoS ONE 2019, 14, e0225865. [Google Scholar] [CrossRef] [Green Version]
- AlFattani, A.; AlMeharish, A.; Nasim, M.; AlQahtani, K.; AlMudraa, S. Ten Public Health Strategies to Control the COVID-19 Pandemic: The Saudi Experience. IJID Reg. 2021, 1, 12–19. [Google Scholar] [CrossRef] [PubMed]
- Alotaibi, A.; Saleh, W.; Abdulbaqi, A.; Alosaimi, M. Health Research Priority Agenda for Ministry of Health, Kingdom of Saudi Arabia from 2020 to 2025. J. Epidemiol. Glob. Health 2022, 12, 1–17. [Google Scholar] [CrossRef] [PubMed]
- Arab News. Education Takes Biggest Chunk of Saudi Public Spending in 2022. Available online: https://www.arabnews.com/node/1986011/business-economy (accessed on 27 February 2022).
- Kumar, V.; Albashrawi, S. Quality Infrastructure of Saudi Arabia and Its Importance for Vision 2030. MAPAN 2022, 37, 97–106. [Google Scholar] [CrossRef]
- Al-But’hie, I.M.; Eben Saleh, M.A. Urban and Industrial Development Planning as an Approach for Saudi Arabia: The Case Study of Jubail and Yanbu. Habitat Int. 2002, 26, 1–20. [Google Scholar] [CrossRef]
- Ghanem, A.M.; Alamri, Y.A. The Impact of the Green Middle East Initiative on Sustainable Development in the Kingdom of Saudi Arabia. J. Saudi Soc. Agric. Sci. 2022, 21, 1–12. [Google Scholar] [CrossRef]
- Alshuwaikhat, H.M.; Mohammed, I. Sustainability Matters in National Development Visions-Evidence from Saudi Arabia’s Vision for 2030. Sustainability 2017, 9, 408. [Google Scholar] [CrossRef] [Green Version]
- Alfalih, A.A.; Alfalih, A.A. The Impact of Background Characteristics on Graduate School Attendance: Evidence from a Developing Economy. J. Knowl. Econ. 2020, 12, 363–383. [Google Scholar] [CrossRef]
- Kumari, R.; Kwon, K.S.; Lee, B.H.; Choi, K. Co-Creation for Social Innovation in the Ecosystem Context: The Role of Higher Educational Institutions. Sustainability 2020, 12, 307. [Google Scholar] [CrossRef] [Green Version]
- Maneejuk, P.; Yamaka, W. The Impact of Higher Education on Economic Growth in ASEAN-5 Countries. Sustainability 2021, 13, 520. [Google Scholar] [CrossRef]
- Hussaini, N. Economic Growth and Higher Education in South Asian Countries: Evidence from Econometrics. Int. J. High. Educ. 2020, 9, 118. [Google Scholar] [CrossRef]
- Erić, O. Education and Economic Growth of the Western Balkans Countries. ECONOMICS—Innov. Econ. Res. J. 2018, 6, 27–35. [Google Scholar] [CrossRef] [Green Version]
- Sebki, W. Education and Economic Growth in Developing Countries: Empirical Evidence from GMM Estimators for Dynamic Panel Data. Econ. Bus. 2021, 35, 14–29. [Google Scholar] [CrossRef]
- Bleaney, M.; Nishiyama, A. Explaining Growth: A Contest Between Models—ProQuest. J. Econ. Growth 2002, 7, 43–56. [Google Scholar] [CrossRef]
- Radchenko, O. The Quality of Education at a Key Factor of the Population’s Living Standards (Exemplified by the Statistical Analysis of the Canadian Education System). Living Stand. Popul. Reg. Russ. 2019, 15, 97–105. [Google Scholar] [CrossRef]
- Ozturk, I. The Role of Education in Economic Development: A Theoretical Perspective. J. Rural Dev. Adm. 2001, 33, 39–47. [Google Scholar] [CrossRef]
- Gebre, G.G. The Role of Female Education on Economic Development: Cross Sectional Data. Dev. Ctry. Stud. 2020, 10, 1–6. [Google Scholar] [CrossRef]
- Diwakar, V.; Shepherd, A. Sustaining Escapes from Poverty. World Dev. 2022, 151, 105611. [Google Scholar] [CrossRef]
- Singh, H.P.; Alhulail, H.N. Predicting Student-Teachers Dropout Risk and Early Identification: A Four-Step Logistic Regression Approach. IEEE Access 2022, 10, 6470–6482. [Google Scholar] [CrossRef]
- Urinov, U.A. Formation of Students ’Practical Skills in Technical Higher Education Institution and Production Enterprise. Am. J. Soc. Sci. Educ. Innov. 2020, 2, 313–320. [Google Scholar] [CrossRef]
- Singh, H.P.; Chand, P. ICT Education: Challenges and Opportunities. In Role of Teachers in Changing Context: Policy and Practice; Parimala, D., Ed.; Kanishka Publishers: New Delhi, India, 2012; pp. 255–263. [Google Scholar]
- Singh, H.P.; Agarwal, A.; Das, J.K. Implementation of E-Learning in Adult Education: A Roadmap. Mumukshu J. Humanit. 2013, 5, 229–232. [Google Scholar]
- Krstić, M.; Filipe, J.A.; Chavaglia, J. Higher Education as a Determinant of the Competitiveness and Sustainable Development of an Economy. Sustainability 2020, 12, 6607. [Google Scholar] [CrossRef]
- Tarekegne, C.; Wesselink, R.; Biemans, H.J.A.; Mulder, M. Developing and Validating a Competence Framework for Improving the Productivity of Smallholder Farmers: A Case Study from Ethiopia. J. Agric. Educ. Ext. 2021, 27, 481–502. [Google Scholar] [CrossRef]
- Liu, J.; Bi, C. Effects of Higher Education Levels on Total Factor Productivity Growth. Sustainability 2019, 11, 1790. [Google Scholar] [CrossRef] [Green Version]
- Keller, K.R.I. How Can Education Policy Improve Income Distribution? An Empirical Analysis of Education Stages and Measures on Income Inequality. J. Dev. Areas 2010, 43, 51–77. [Google Scholar] [CrossRef] [Green Version]
- Parcero, O.J. Population, Education and Income Inequality. J. Income Distrib. 2021, 29, 383. [Google Scholar] [CrossRef]
- Zajacova, A.; Lawrence, E.M. The Relationship Between Education and Health: Reducing Disparities Through a Contextual Approach. Annu. Rev. Public Health 2018, 39, 273–289. [Google Scholar] [CrossRef]
- Ritter, N.R. Education Is Critical for Success in Sustainable Development Goal 6. Available online: https://impakter.com/education-is-critical-for-success-in-sdg6/ (accessed on 27 February 2022).
- Al-Nuaimi, S.R.; Al-Ghamdi, S.G. Sustainable Consumption and Education for Sustainability in Higher Education. Sustainability 2022, 14, 7255. [Google Scholar] [CrossRef]
- Sund, P.; Lysgaard, J. Reclaim “Education” in Environmental and Sustainability Education Research. Sustainability 2013, 5, 1598–1616. [Google Scholar] [CrossRef] [Green Version]
- UNESCO. Education for Climate Action. Available online: https://en.unesco.org/themes/education-sustainable-development/cce (accessed on 28 February 2022).
- Mourad, T. Emerging Education Resources and Initiatives: Harnessing the Potential of Disciplinary Societies to Advance Biodiversity Literacy. Biodivers. Inf. Sci. Stand. 2018, 2, e27176. [Google Scholar] [CrossRef] [Green Version]
- Lima, F.P.; Bastos, R.P. Perceiving the Invisible: Formal Education Affects the Perception of Ecosystem Services Provided by Native Areas. Ecosyst. Serv. 2019, 40, 101029. [Google Scholar] [CrossRef]
- Lawrence, A.W.; Ihebuzor, N.; Lawrence, D.O. Macro-Level Studies of Direct and Indirect Relationships between SDG 4 and the 16 SDGS. Mod. Econ. 2020, 11, 1176–1194. [Google Scholar] [CrossRef]
- Chen, D.; Guan, J. How Education Level, Gender, and Social Network Correlate with Migrant Workers’ Starting Income in China’s Urban Cities. US-China Educ. Rev. B 2016, 6, 63–70. [Google Scholar] [CrossRef] [Green Version]
- Turnbull, D.; Chugh, R.; Luck, J. Transitioning to E-Learning during the COVID-19 Pandemic: How Have Higher Education Institutions Responded to the Challenge? Educ. Inf. Technol. 2021, 26, 6401–6419. [Google Scholar] [CrossRef] [PubMed]
- Kumar, P.; Saxena, C.; Baber, H. Learner-Content Interaction in e-Learning- the Moderating Role of Perceived Harm of COVID-19 in Assessing the Satisfaction of Learners. Smart Learn. Environ. 2021, 8, 1–15. [Google Scholar] [CrossRef]
- SDG Fund. Goal 4: Quality Education. Available online: http://www.sdgfund.org/goal-4-quality-education (accessed on 25 July 2022).
- Singh, A.; Singh, H.P.; Alam, F.; Agrawal, V. Role of Education, Training, and E-Learning in Sustainable Employment Generation and Social Empowerment in Saudi Arabia. Sustainability 2022, 14, 8822. [Google Scholar] [CrossRef]
- The Wall Street Journal. Ranking Human Capital. Available online: https://graphics.wsj.com/table/zumbrun_1010 (accessed on 23 July 2022).
- World Bank. GDP Growth (Annual %)—Saudi Arabia. Available online: https://data.worldbank.org/indicator/NY.GDP.MKTP.KD.ZG?locations=SA (accessed on 20 June 2022).
- UNCTAD. Unctad Stat. Available online: https://unctadstat.unctad.org/wds/ReportFolders/reportFolders.aspx?sCS_ChosenLang=en (accessed on 1 July 2022).
- UNESCO Institute of Statistics. Data for the Sustainable Development Goals. Available online: http://uis.unesco.org/ (accessed on 15 May 2022).
- General Authority for Statistics. Available online: https://www.stats.gov.sa/en/statistics-overview (accessed on 15 June 2022).
- Lozano, R.; Fullman, N.; Mumford, J.E.; Knight, M.; Barthelemy, C.M.; Abbafati, C.; Abbastabar, H.; Abd-Allah, F.; Abdollahi, M.; Abedi, A.; et al. Measuring Universal Health Coverage Based on an Index of Effective Coverage of Health Services in 204 Countries and Territories, 1990–2019: A Systematic Analysis for the Global Burden of Disease Study 2019. Lancet 2020, 396, 1250–1284. [Google Scholar] [CrossRef]
- ILOSTAT. Free and Open Access to Labour Statistics. Available online: https://ilostat.ilo.org/data/ (accessed on 10 June 2022).
- FAO. Statistics. Available online: https://www.fao.org/statistics/en/ (accessed on 5 June 2022).
- SDR. Sustainable Development Report. Available online: https://www.sdgindex.org/ (accessed on 29 July 2022).
- WHO. Global Monitoring Report on Financial Protection in Health 2021. Available online: https://www.who.int/publications/i/item/9789240040953 (accessed on 18 June 2022).
- World Bank. The World Bank Data—Saudi Arabia. Available online: https://data.worldbank.org/country/SA (accessed on 25 February 2022).
- World Bank. CO2 Emissions (Metric Tonnes per Capita). Available online: https://data.worldbank.org/indicator/EN.ATM.CO2E.PC (accessed on 25 June 2022).
- United Nations. SDG Indicators Database. Available online: https://unstats.un.org/sdgs/dataportal/database (accessed on 30 June 2022).
- Prada, E.-M. The Relationship Between Sustainable Development Goals and Migration. An EU-28 Perspective. J. Soc. Econ. Stat. 2020, 9, 28–45. [Google Scholar] [CrossRef]
- Weitz, N.; Carlsen, H.; Nilsson, M.; Skånberg, K. Towards Systemic and Contextual Priority Setting for Implementing the 2030 Agenda. Sustain. Sci. 2018, 13, 531–548. [Google Scholar] [CrossRef] [Green Version]
- Sachs, J.; Schmidt-Traub, G.; Kroll, C.; Lafortune, G.; Fuller, G.; Woelm, F. Sustainable Development Report 2020—The Sustainable Development Goals and COVID-19. Available online: http://s3.amazonaws.com/sustainabledevelopment.report/2020/2020_sustainable_development_report.pdf (accessed on 26 August 2022).
- Climate Watch. Historical GHG Emissions. Available online: https://www.climatewatchdata.org/ghg-emissions (accessed on 16 June 2022).
- Anker, R.; Chernyshev, I.; Egger, P.; Mehran, F.; Ritter, J. Measuring Decent Work with Statistical Indicators; International Labour Office: Geneva, Switzerland, 2002. [Google Scholar]
- ILO. Measurement of Decent Work; Tripartite Meeting of Experts on the Measurement of Decent Work; International Labour Organization: Geneva, Switzerland, 2008. [Google Scholar]
- World Bank. Vulnerable Employment. Available online: https://databank.worldbank.org/metadataglossary/world-development-indicators/series/SL.EMP.VULN.ZS#:~:text=Longdefinition,InternationalLabourOrganization%2CILOSTATdatabase (accessed on 30 May 2022).
- WHO. UHC Service Coverage Index. Available online: https://www.who.int/data/gho/indicator-metadata-registry/imr-details/4834 (accessed on 25 June 2022).
- Wooditch, A.; Johnson, N.J.; Solymosi, R.; Medina Ariza, J.; Langton, S. Ordinary Least Squares Regression. In A Beginner’s Guide to Statistics for Criminology and Criminal Justice Using R; Springer International Publishing: Cham, Switzerland, 2021; pp. 245–268. [Google Scholar]
- Bravo, F.; Godfrey, L.G. Bootstrap HAC Tests for Ordinary Least Squares Regression. Oxf. Bull. Econ. Stat. 2012, 74, 903–922. [Google Scholar] [CrossRef]
- Kim, M.-J. Understanding the Determinants on Household Electricity Consumption in Korea: OLS Regression and Quantile Regression. Electr. J. 2020, 33, 106802. [Google Scholar] [CrossRef]
- Vatcheva, K.P.; Lee, M. Multicollinearity in Regression Analyses Conducted in Epidemiologic Studies. Epidemiol. Open Access 2016, 6, 1–20. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Ullah, M.I.; Aslam, M.; Altaf, S.; Ahmed, M. Some New Diagnostics of Multicollinearity in Linear Regression Model. Sains Malays. 2019, 48, 2051–2060. [Google Scholar] [CrossRef]
- Schober, P.; Boer, C.; Schwarte, L.A. Correlation Coefficients. Anesth. Analg. 2018, 126, 1763–1768. [Google Scholar] [CrossRef] [PubMed]
- Ratner, B. The Correlation Coefficient: Its Values Range between +1/−1, or Do They? J. Target. Meas. Anal. Mark. 2009, 17, 139–142. [Google Scholar] [CrossRef] [Green Version]
- Tabachnick, B.G.; Fidell, L.S. Using Multivariate Statistics, 7th ed.; Pearson: London, UK, 2021. [Google Scholar]
- McCausland, W.; Miller, S.; Pelletier, D. Multivariate Stochastic Volatility Using the HESSIAN Method. Econom. Stat. 2021, 17, 76–94. [Google Scholar] [CrossRef]
- Hair, J.F.; Ringle, C.M.; Sarstedt, M. PLS-SEM: Indeed a Silver Bullet. J. Mark. Theory Pract. 2011, 19, 139–152. [Google Scholar] [CrossRef]
- Hair, J.F.; Hult, G.T.M.; Ringle, C.M.; Sarstedt, M. A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM); SAGE Publications: Thousand Oaks, CA, USA, 2016. [Google Scholar]
- Çağlayan Akay, E.; Oskonbaeva, Z.; Bülbül, H. What Do Unit Root Tests Tell Us about Unemployment Hysteresis in Transition Economies? Appl. Econ. Anal. 2020, 28, 221–238. [Google Scholar] [CrossRef]
- Lu, Z.; Guegan, D. Testing Unit Roots and Long Range Dependence of Foreign Exchange. J. Time Ser. Anal. 2011, 32, 631–638. [Google Scholar] [CrossRef] [Green Version]
- Westerlund, J. Testing for Unit Roots in Panel Time-Series Models with Multiple Level Breaks. Manch. Sch. 2012, 80, 671–699. [Google Scholar] [CrossRef]
- Zhou, X.; Solberger, M. A Lagrange Multiplier-Type Test for Idiosyncratic Unit Roots in the Exact Factor Model. J. Time Ser. Anal. 2017, 38, 22–50. [Google Scholar] [CrossRef]
- Leshoro, T.L.A. Investigating the Non-Linear Wagner’s Hypothesis in South Africa. Afr. J. Econ. Manag. Stud. 2017, 8, 462–473. [Google Scholar] [CrossRef]
- Safi, S.; White, A. The Efficiency of OLS in the Presence of Auto-Correlated Disturbances in Regression Models. J. Mod. Appl. Stat. Methods 2006, 5, 107–117. [Google Scholar] [CrossRef] [Green Version]
- Halunga, A.G.; Orme, C.D.; Yamagata, T. A Heteroskedasticity Robust Breusch–Pagan Test for Contemporaneous Correlation in Dynamic Panel Data Models. J. Econom. 2017, 198, 209–230. [Google Scholar] [CrossRef] [Green Version]
- Singh, H.P.; Alshammari, K. Impacts of Digital Technology-Enabled Personalized and Adaptive Learning on Student Learning Performance: A TOE Framework for Saudi Arabia. Int. Trans. J. Eng. Manag. Appl. Sci. Technol. 2021, 12, 1–12. [Google Scholar] [CrossRef]
- Costanza, R.; Daly, L.; Fioramonti, L.; Giovannini, E.; Kubiszewski, I.; Mortensen, L.F.; Pickett, K.E.; Ragnarsdottir, K.V.; De Vogli, R.; Wilkinson, R. Modelling and Measuring Sustainable Wellbeing in Connection with the UN Sustainable Development Goals. Ecol. Econ. 2016, 130, 350–355. [Google Scholar] [CrossRef]
- Jalal, S.M.; Chacko, S.K.; David, M.S.; Khamseen, Z.M.B. Stress Due to Travel Ban for Pandemic during Vacation among Expatriates of Saudi Arabia. Int. J. Nurs. Care 2021, 9, 26–35. [Google Scholar] [CrossRef]
- Gillespie, A. Transparency, Transformation and Alleviation: Poverty in Saudi Arabia. Available online: https://www.borgenmagazine.com/poverty-in-saudi-arabia/ (accessed on 10 August 2022).
- Bonner, B. Examining Hunger in Saudi Arabia. Available online: https://borgenproject.org/hunger-in-saudi-arabia/ (accessed on 10 August 2022).
- Pangestu, M.E. For the Poorest Countries, the Full Danger from Coronavirus Is Only Just Coming into View. Available online: https://blogs.worldbank.org/voices/poorest-countries-full-danger-coronavirus-only-just-coming-view (accessed on 27 February 2022).
- Shulla, K.; Voigt, B.-F.; Cibian, S.; Scandone, G.; Martinez, E.; Nelkovski, F.; Salehi, P. Effects of COVID-19 on the Sustainable Development Goals (SDGs). Discov. Sustain. 2021, 2, 15. [Google Scholar] [CrossRef]
- OECD. COVID-19 and Africa: Socio-Economic Implications and Policy Responses. Available online: https://www.oecd.org/coronavirus/policy-responses/COVID-19-and-africa-socio-economic-implications-and-policy-responses-96e1b282/ (accessed on 27 February 2022).
- Ozili, P. COVID-19 in Africa: Socio-Economic Impact, Policy Response and Opportunities. Int. J. Sociol. Soc. Policy 2020, 42, 1–24. [Google Scholar] [CrossRef]
- Mavroulidis, M.; Vouros, P.; Fotiadis, S.; Konstantakopoulou, F.; Fountoulakis, G.; Nikolaou, I.; Evangelinos, K. Occupational Health and Safety of Multinational Construction Companies through Evaluation of Corporate Social Responsibility Reports. J. Safety Res. 2022, 81, 45–54. [Google Scholar] [CrossRef]
- Nathai-Balkissoon, M. Occupational Safety and Health in Organizational Strategy. In Global Encyclopedia of Public Administration, Public Policy, and Governance; Springer International Publishing: Cham, Switzerland, 2016; pp. 1–10. [Google Scholar]
- ILO. Decent Work. Available online: https://www.ilo.org/global/topics/decent-work/lang--en/index.htm (accessed on 20 September 2022).
- GII. Global Innovation Index. Available online: https://www.globalinnovationindex.org/Home (accessed on 27 June 2022).
Explanatory Variable | Variable Description | Source | Measurement | Relevant SDG |
---|---|---|---|---|
Education and Training (EDT) | Population over 25 with a bachelor’s degree or its equivalent | UNESCO Institute for Statistics [138], United Nations [147], and Saudi Arabia General Authority for Statistics [139] | Percentage of adults aged 25 and older with a Bachelor’s degree or higher by the total adults of the identical age group | 4 |
Gender Equity/Female Empowerment (GEFE) | Gender parity index (GPI) | UNESCO Institute for Statistics [138], Saudi Arabia General Authority for Statistics [139], and United Nations [147] | GPI is the proportion of girls to boys enrolled at the tertiary level in government and private schools | 5 |
Gas Emission (GASE) | Carbon dioxide (CO2) emissions | World Bank [146], United Nations [147], and Climate Watch [151] | CO2 emissions as a percentage of GDP | 13 |
Decent employment (DEMP) | Decent employment for all males and females | UNESCO Institute for Statistics [138], Saudi Arabia General Authority for Statistics [139], International Labor Organization (ILO) [141], World Bank [146], United Nations [147] and World Development Indicators [10] | Decent employment as a percentage of total employment. It is determined as per ILO guidelines by subtracting vulnerable (own-account and contributing family), part-time, temporary, and child employment from non-agricultural wage and salaried employment covered by work injuries and social security benefits [152,153,154] | 8 |
Industrialization (IND) | Industry capabilities | UNESCO Institute for Statistics [138], World Bank [146], World Development Indicators [10] | Value added from industrialization (including construction) as a percentage of GDP | 9 |
Poverty (POV) | Poor population | World Development Indicators [10], United Nations [147], and Saudi Arabia General Authority for Statistics [139] | Percentage of households receiving poverty benefits. | 1 |
Hunger (HGR) | Prevalence of malnutrition | Food and Agriculture Organization [142], UN Sustainable Development Report [143], and United Nations [147] | Percentage of the population below the minimum dietary energy intake. | 2 |
Health (HTH) | Good health for everyone at every age | World Development Indicators [10], World Health Organization [144], United Nations [147], Saudi Arabia General Authority for Statistics [139], and Lozano et al. [140] | Universal health coverage index (includes safety net for medical treatment, access to quality health services (such as reproductive, pediatric care, maternal, diseases treatment etc.), and affordability of vital medicines and vaccines) [155] | 3 |
Variable | Mean | Minimum | Maximum | Standard Deviation | Coefficient of Variation | VIF |
---|---|---|---|---|---|---|
GDP | 3.297 | −4.138 | 15.193 | 4.842 | 1.469 | 3.665 |
Education and Training | 18.092 | 10.253 | 25.949 | 4.873 | 0.269 | 2.042 |
Gender Equity/Female Empowerment | 0.835 | 0.136 | 1.772 | 0.382 | 0.457 | 2.768 |
Gas Emission | 0.309 | 0.281 | 0.38 | 0.023 | 0.074 | 3.512 |
Decent employment | 34.732 | 26.821 | 43.156 | 4.587 | 0.132 | 3.879 |
Industrialization | 52.952 | 40.1 | 66.8 | 6.927 | 0.131 | 3.425 |
Poverty | 5.908 | 4.483 | 7.541 | 0.954 | 0.161 | 3.432 |
Hunger | 4.721 | 3.7 | 5.9 | 0.711 | 0.151 | 2.657 |
Health | 63.625 | 45.2966 | 79 | 11.21 | 0.176 | 2.785 |
Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
---|---|---|---|---|---|---|---|---|---|
GDP (1) | 1.000 | ||||||||
Education and Training (2) | 0.227 | 1.000 | |||||||
Gender Equity/Female Empowerment (3) | 0.367 | 0.342 | 1.000 | ||||||
Gas Emission (4) | 0.365 | 0.112 | −0.374 | 1.000 | |||||
Decent employment | 0.377 | 0.385 | −0.083 | 0.365 | 1.000 | ||||
Industrialization | 0.389 | 0.354 | 0.338 | 0.364 | −0.076 | 1.000 | |||
Poverty | −0.354 | −0.303 | −0.243 | 0.309 | 0.373 | −0.206 | 1.000 | ||
Hunger (8) | −0.323 | −0.067 | −0.342 | 0.201 | −0.125 | −0.087 | 0.414 | 1.000 | |
Health (9) | 0.368 | 0.343 | 0.349 | −0.284 | 0.356 | −0.325 | −0.388 | −0.418 | 1.000 |
Series (Variables) | DF-Statistic | Probability | Unit Root |
---|---|---|---|
GDP | −2.38 | 0.03 | No |
Education and Training | −1.41 | 0.00 | No |
Gender Equity/Female Empowerment | −1.29 | 0.00 | No |
Gas Emission | −2.52 | 0.02 | No |
Decent employment | −2.12 | 0.01 | No |
Industrialization | −1.95 | 0.00 | No |
Poverty | −1.93 | 0.01 | No |
Hunger | −1.44 | 0.00 | No |
Health | −2.12 | 0.03 | No |
Variables | Heteroscedasticity |
GDP | 0.021 |
Education and Training | 0.002 |
Gender Equity/Female Empowerment | 0.007 |
Gas Emission | 0.015 |
Decent employment | 0.027 |
Industrialization | 0.005 |
Poverty | 0.029 |
Hunger | 0.014 |
Health | 0.035 |
Coefficient | Standard Error | T−Statistic | |
---|---|---|---|
Constant | 7.637 | 4.784 | 1.596 |
Education and Training | 4.476 ** | 1.659 | 2.698 |
Gender Equity/Female Empowerment | 2.875 ** | 1.077 | 2.669 |
Gas Emission | 2.276 *** | 0.776 | 2.933 |
Decent employment | 1.868 * | 0.955 | 1.956 |
Industrialization | 1.592 | 0.943 | 1.688 |
Poverty | −0.954 | 0.601 | −1.503 |
Hunger | −0.741 | 0.493 | −1.587 |
Health | −1.167 | 0.715 | −1.632 |
R2 | 0.705 | ||
F | 78.165 |
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Singh, H.P.; Singh, A.; Alam, F.; Agrawal, V. Impact of Sustainable Development Goals on Economic Growth in Saudi Arabia: Role of Education and Training. Sustainability 2022, 14, 14119. https://doi.org/10.3390/su142114119
Singh HP, Singh A, Alam F, Agrawal V. Impact of Sustainable Development Goals on Economic Growth in Saudi Arabia: Role of Education and Training. Sustainability. 2022; 14(21):14119. https://doi.org/10.3390/su142114119
Chicago/Turabian StyleSingh, Harman Preet, Ajay Singh, Fakhre Alam, and Vikas Agrawal. 2022. "Impact of Sustainable Development Goals on Economic Growth in Saudi Arabia: Role of Education and Training" Sustainability 14, no. 21: 14119. https://doi.org/10.3390/su142114119
APA StyleSingh, H. P., Singh, A., Alam, F., & Agrawal, V. (2022). Impact of Sustainable Development Goals on Economic Growth in Saudi Arabia: Role of Education and Training. Sustainability, 14(21), 14119. https://doi.org/10.3390/su142114119