The concept of Industry 5.0 emerges as a catalyst for accelerating sustainable development across various economic sectors. This article is devoted to the development of a framework for modeling the decarbonization of the economy based on energy innovation in the context of Industry 5.0 and sustainable development. The purpose of the article is to identify the stimulating factors for increasing the level of decarbonization, which corresponds to the Global Sustainable Development Goals adopted by the UN in 2015, especially Goal 7 Affordable and Clean Energy, Goal 9 Industry, Innovation, and Infrastructure, Goal 13 Climate Action and Goal 17 Partnerships for the Goals. Approaches to the formation of Industry 5.0 indicators, taking into account indicators of sustainable development and decarbonization of the economy, in particular, the Energy Transition Index, Global Innovation Energy Index, Digital Economy and Society Index, World Energy Trilemma Index, are investigated. The choice of Industry 5.0 components with indicators for the assessment of decarbonization, taking into account the components of sustainability, resilience and human-centricity, is justified. These include Energy intensity level of primary energy; Fossil CO2 Emissions in Power Sector; Patents in Climate change mitigation technology; Research and development expenditure; Industry (including construction), value added (% of GDP); Information and communication technologies (ICTs); Knowledge workers; Human capital and research. A cluster analysis of the level of decarbonization for the 26 countries selected for the study from Europe, Asia and North America is carried out. Taking into account the factors studied, the factors influencing the level of decarbonization are identified based on multivariate regression modelling. Recommendations on accelerating the decarbonization of the economy are provided, taking into account the experience of leading countries.
References
1. ASIF M., SEARCY C., CASTKA P., 2023, ESG and Industry 5.0: The role of technologies in enhancing ESG disclosure, Technological Forecasting and Social Change 195, https://doi.org/10.1016/j.techfore.2023.122806.
2. DESI, 2022, Digital Economy and Society Index, https://digital-strategy.ec.europa.eu/en/library/digital-economy-and-society-index-desi-2022 (2.03.2024).
3. EDGAR, 2024, Emissions Database for Global Atmospheric Research, https://edgar.jrc.ec.europa.eu/ (01.02.2024).
4. EUROPEAN COMMISSION, 2021, Industry 5.0. Towards a sustainable, humancentric and resilient European industry, https://research-and-innovation.ec.europa.eu/news/all-research-and-innovation-news/industry-50-towards-more-sustainable-resilient-and-human-centric-industry-2021-01-07_en (03.01.2024).
5. EUROPEAN COMMISSION, 2023, Report on the state of the Digital Decade, https://digital-strategy.ec.europa.eu/en/library/2023-report-state-digital-decade (04.01.2024).
6. EUROPEAN COMMISSION, 2020, European Green Deal, https://commission.europa.eu/strategy-and-policy/priorities-2019-2024/european-green-deal/delivering-european-green-deal_en (01.03.2024).
7. EURPEAN COMMISSION, 2023, Report On The Stage Of The Digital Decade, https://digital-decade-desi.digital-strategy.ec.europa.eu/datasets/desi/charts (01.03.2023).
8. FROST & SULLIVAN, 2019, Industry 5.0 – Bringing Empowered Humans Back to the Shop Floor, https://www.frost.com/frost-perspectives/industry-5-0-bringing-empowered-humans-back-to-the-shop-floor/ (02.02.2024).
9. HAUBER G., 2023, Norway’s Sleipner and Snøhvit CCS: Industry models or cautionary tales?, https://ieefa.org/resources/norways-sleipner-and-snohvit-ccs-industry-models-or-cautionary-tales (05.03.2024).
10. HEMSTRÖM O., 2022, Sweden's Smart Energy Ecosystem, Business Sweden, https://www.business-sweden.com/insights/articles/swedens-smart-energy-ecosystem/ (01.03.2024).
11. HM GOVERNMENT, 2021, Net Zero Strategy: Build Back Greener, https://assets.publishing.service.gov.uk/media/6194dfa4d3bf7f0555071b1b/net-zero-strategy-beis.pdf (02.02.2024).
12. IEA, 2022, Tracking clean energy innovation: Focus on China, https://iea.blob.core.windows.net/assets/6a6f3da9-d436-4b5b-ae3b-2622425d2ae4/TrackingCleanEnergyInnovation-FocusonChina_FINAL.pdf (03.02.2024).
13. KRAVCHENKO M., TROFYMENKO O., KOPISHYNSKA K., PYSHNOGRAIEV I., 2023, Assessing the Development of Energy Innovations and Its Impact on the Sustainable Development of Countries, System Analysis and Artificial Intelligence 1170, https://doi.org/10.1007/978-3-031-37450-0_24.
14. LABANCA N., PEREIRA A. G., WATSON M., KRIEGER K., PADOVAN D., WATTS L., MOEZZI M., WALLENBORN G., WRIGHT R., LAES E., FATH B. D., RUZZENENTI F., MOOR T., BAUWENS T., MEHTA L., 2020, Transforming innovation for decarbonization? Insights from combining complex systems and social practice perspectives, Energy Research & Social Science 65, https://doi.org/10.1016/j.erss.2020.101452.
15. LING S., JIN S., WANG H., ZHANG Z., FENG Y., 2024, Transportation infrastructure upgrading and green development efficiency: Empirical analysis with double machine learning method, Journal of Environmental Management 358, https://doi.org/10.1016/j.jenvman.2024.120922.
16. MASOOMI B., GHASEMIAN SAHEBI I., GHOBAKHLOO M., MOSAYEBI A., 2023, Do industry 5.0 advantages address the sustainable development challenges of the renewable energy supply chain? Sustainable Production and Consumption, 43: 94-112, https://doi.org/10.1016/j.spc.2023.10.018.
17. MIRALLES-QUIRÓS M. M., MIRALLES-QUIRÓS J. L., 2022, Decarbonization and the Benefits of Tackling Climate Change, Int J Environ Res Public Health 19(13): 7776, https://doi.org/10.3390/ijerph19137776.
18. SLAVIC D., MARJANOVIC U., MEDIC N., SIMEUNOVIC N., RAKIC S., 2024, The Evaluation of Industry 5.0 Concepts: Social Network Analysis Approach, Appl. Sci. 14: 1291, https://doi.org/10.3390/ app14031291.
19. SMITH Ch., HART D., 2021, The 2021 Global Energy Innovation Index: National contributions to the global clean energy innovation system, Information Technology and Innovation Foundation, https://www2.itif.org/2021-global-energy-innovation-index.pdf (1.03.2024).
20. SWITZERLAND GLOBAL ENTERPRISE, 2021, Advanced Manufacturing Switzerland, https://www.greaterzuricharea.com/sites/default/files/2023-01/Factsheet%20Advanced%20Manufacturing%20Switzerland%20S-GE%202021%20%28EN%29_0.pdf (01.03.2024).
21. U.S. DEPARTMENT OF TRANSPORTATION, 2023, National Blueprint for Transportation Decarbonization, https://www.energy.gov/sites/default/files/2023-01/the-us-national-blueprint-for-transportation-decarbonization.pdf (01.03.2024).
22. UNITED STATES DEPARTMENT OF STATE, 2023, National Innovation Pathway Of The United States, https://www.whitehouse.gov/wp-content/uploads/2023/04/US-National-Innovation-Pathway.pdf (03.03.2024).
23. VAN BUUREN, S., 2018, Flexible Imputation of Missing Data, Second Edition (2nd ed.), Chapman and Hall/CRC, https://doi.org/10.1201/9780429492259.
24. VERDOLINI E., TORREGGIANI L., GIAROLA S., TAVONI M., HAFSTEAD M., ANDERSON L., 2023, Industrial Deep Decarbonization: Modeling Approaches and Data Challenges, Washington, USA.
25. WIPO, 2024, Global Innovation Index, https://www.wipo.int/global_innovation_index/en/ (01.02.2024).
26. WORLD BANK, 2024, World Bank Open Data, https://data.worldbank.org/ (01.03.2024).
27. WORLD ECONOMIC FORUM, 2023, Fostering Effective Energy Transition 2023, https://www.weforum.org/publications/fostering-effective-energy-transition-2023/ (05.01.2024).
28. WORLD ENERGY TRILEMMA INDEX, 2022, World Energy Council in partnership with Oliver Wyman, https://www.worldenergy.org/publications/entry/world-energy-trilemma-index-2022 (03.02.2024).
29. WORLD RESOURCES INSTITUTE, 2020, Climate Watch, GHG Emissions, https://climatewatchdata.org/ghg-emissions (03.03.2024).