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Structural Drivers of Poland’s Renewable Energy Transition (2010–2023): Empirical Insights from Regression and Cluster Analysis

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  • Bożena Gajdzik

    (Department of Industrial Informatics, Silesian University of Technology, 44-100 Gliwice, Poland)

  • Radosław Wolniak

    (Faculty of Organization and Management, Silesian University of Technology, 44-100 Gliwice, Poland)

  • Wieslaw Wes Grebski

    (Penn State Hazleton, Pennsylvania State University, 76 University Drive, Hazleton, PA 18202, USA)

Abstract

This research investigates the structural drivers of Poland’s energy transition to decarbonization and wider sustainable development goals. With a focus on the period 2010–2023, we use longitudinal regression analysis and cluster-based segmentation to examine the dynamic interactions between investment expenditure, deployed renewable capacity, and innovation expenditure in driving renewable electricity production. Our findings suggest that although installed capacity continues to be the nearest cause of renewable energy output, innovation expenditure has an extraordinarily large marginal effect, acknowledging the system-transformational role of technology innovation in low-carbon systems. Regression specifications suggested that the establishment of Poland’s transformation process is not only guided by the growth in capital, but also by the systemic embedment of knowledge-driven innovation. Cluster analysis reveals three successive stages of sectoral development—initial growth (2010–2013), consistent expansion (2014–2019), and rapid transformation (2020–2023)—with blended policy actions and structural effects. Despite the long shadow of Poland’s coal-linked past and post-2015 stagnation in innovation, the results signal a major move towards a more low-emitting, resilient power system. The report offers empirical facts and prescriptive evidence to guide policy formulation supporting collective, innovation-driven approaches essential for driving energy change in coal-dominated economies.

Suggested Citation

  • Bożena Gajdzik & Radosław Wolniak & Wieslaw Wes Grebski, 2025. "Structural Drivers of Poland’s Renewable Energy Transition (2010–2023): Empirical Insights from Regression and Cluster Analysis," Energies, MDPI, vol. 18(17), pages 1-26, September.
    • Handle: RePEc:gam:jeners:v:18:y:2025:i:17:p:4754-:d:1743863
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    References listed on IDEAS

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    1. Kimon Keramidas & Silvana Mima & Adrien Bidaud, 2024. "Opportunities and roadblocks in the decarbonisation of the global steel sector: A demand and production modelling approach," Post-Print hal-04383385, HAL.
    2. Bożena Gajdzik & Radosław Wolniak & Wieslaw Wes Grebski, 2023. "Electricity and Heat Demand in Steel Industry Technological Processes in Industry 4.0 Conditions," Energies, MDPI, vol. 16(2), pages 1-29, January.
    3. Valery Okulich-Kazarin & Artem Artyukhov & Łukasz Skowron & Tomasz Wołowiec, 2024. "The Crossroads of the Knowledge Economy and Renewable Energy: Recommendations for Poland," Energies, MDPI, vol. 17(23), pages 1-27, December.
    4. Jonek-Kowalska, Izabela & Grebski, Wieslaw, 2025. "Post-restructuring productivity of the Polish hard coal mining industry. Does it create an opportunity for survival or a threat of closure?," Resources Policy, Elsevier, vol. 100(C).
    5. Fang, Zhen, 2023. "Assessing the impact of renewable energy investment, green technology innovation, and industrialization on sustainable development: A case study of China," Renewable Energy, Elsevier, vol. 205(C), pages 772-782.
    6. Agnieszka Kozera & Aldona Standar & Joanna Stanisławska & Anna Rosa, 2024. "Investments in Renewable Energy in Rural Communes: An Analysis of Regional Disparities in Poland," Energies, MDPI, vol. 17(23), pages 1-32, December.
    7. Rafał Nagaj & Bożena Gajdzik & Radosław Wolniak & Wieslaw Wes Grebski, 2024. "The Impact of Deep Decarbonization Policy on the Level of Greenhouse Gas Emissions in the European Union," Energies, MDPI, vol. 17(5), pages 1-23, March.
    8. Potrč, Sanja & Čuček, Lidija & Martin, Mariano & Kravanja, Zdravko, 2021. "Sustainable renewable energy supply networks optimization – The gradual transition to a renewable energy system within the European Union by 2050," Renewable and Sustainable Energy Reviews, Elsevier, vol. 146(C).
    9. Rabia Naguib & Julia Barbar, 2025. "Factors Shaping Sustainability Through Female Entrepreneurship in the GCC: A Systematic Review with Multi-Level and Institutional Perspective," Sustainability, MDPI, vol. 17(5), pages 1-36, March.
    10. Lixin Kuang & Xiangrong Han & Guanyu Liu, 2023. "The Efficiency of Energy Infrastructure Investment and Its Regional Economic Impact," IJERPH, MDPI, vol. 20(3), pages 1-20, January.
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