Public interest and scholarly output on renewable energy and the shadow economy: Evidence from Google Trends and academic databases
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DOIhttp://dx.doi.org/10.21511/kpm.09(2).2025.08
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Article InfoVolume 9 2025, Issue #2, pp. 95-112
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Type of the article: Research Article
Understanding the alignment between public interest and academic research is increasingly relevant in the context of global sustainability challenges. This study aims to investigate the relationship between societal attention, as measured by Google Trends, and scholarly output on renewable energy and the shadow economy. Using bibliometric data from Scopus and Web of Science alongside global Google Trends data from 2004 to 2025, the analysis employed Pearson and Spearman correlation coefficients, Granger causality, and distance correlation to assess the strength, direction, and form of association between public search trends and academic activity. The results reveal a significant Granger-causal relationship from public searches on “renewable energy” to academic publications, with F-statistics above 5.2 (p < 0.01), and strong positive correlations (Pearson r = 0.72; Spearman ρ = 0.69; distance correlation = 0.63). In contrast, the terms “informal economy” and “feed-in tariff” demonstrated weak or inconsistent associations, with correlations below 0.25 and statistically insignificant causality tests (p > 0.1). Cross-country comparisons further highlighted uneven alignment, with India showing high search intensity (Google Trends index > 75) but relatively low publication volume (< 2% of global output). At the same time, South Africa displayed closer coherence, with both indicators moving in tandem (r ≈ 0.61). These findings underscore scholarly research’s partial and asymmetric responsiveness to public demand, varying significantly by topic and geographic context. Moreover, while Google Trends offers robust signals of societal interest, disparities in digital access and literacy reduce its universality, pointing to critical underexplored research gaps with direct policy relevance.
Acknowledgment
This study was prepared as part of the project supported by the National Scholarship Programme of the Slovak Republic, the project 101127491-EnergyS4UA-ERASMUS-JMO2023-HEI-TCH-RSCH. Views and opinions expressed are, however, those of the author(s) only and do not necessarily reflect those of the European Union or European Education and Culture Executive Agency. Neither the European Union nor the granting authority can be held responsible for them. This research was funded by the grants VEGA 1/0689/23 “Sustainable growth and the geopolitics of resilience in the context of crisis prevention” and VEGA 1/0254/25 “Artificial Intelligence and FDI-invested Business Service Centers: Selected Macroeconomic and Corporate Aspects”.
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JEL Classification (Paper profile tab)Q42, O17, C82, D83
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References49
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Tables4
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Figures4
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- Figure 1. The levels of academic publication activity on renewable energy and the shadow economy over time (1984–2024), and search interest for the informal economy, renewable energy, and feed-in tariffs over the period 2004–2024
- Figure 2. Correlation plot
- Figure 3. Comparing the scientific publication activity (number of articles) with the public interest*
- Figure 4. Scatterplots with smooth LOESS curves to visualize the relationships between public search interest (Google Trends) and the number of scientific articles on the interrelations of renewable energy and the shadow economy
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- Table 1. Outputs of the Granger causality tests for article count for each variable of the three Google search interest terms
- Table 2. Outputs of the Pearson correlation test between article counts and the three Google search interest terms
- Table 3. Outputs of Spearman’s rank correlation tests between article counts and the three Google search interest terms
- Table 4. Outputs of Distance Correlation (dCor) between article counts and Google search interests
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- Abbasova, S. (2023). Trends in scientific and public interest in managerial accounting: Bibliometric analysis. Problems and Perspectives in Management, 21(4), 650-664.
- Artyukhov, A., Lapidus, A., Yeremenko, O., Artyukhova, N., & Churikanova, O. (2024). An R Studio Bibliometrix Analysis of Global Research Trends of Educational Crises in the 2020s. SocioEconomic Challenges, 8(2), 88-108.
- Asare, K., & Samusevych, Y. (2023). Exploring Financial Fraud, Tax Tools, and Economic Security Research: Comprehensive Bibliometric Analysis. Financial Markets, Institutions and Risks, 7(3), 136-146.
- Badreddine, A., & Larbi Cherif, H. (2024). Public health improvement by reducing air pollution: A transition to renewable energy strategy. Health Economics and Management Review, 5(1), 1-14.
- Barvinok, V., & Pudło, T. (2023). Formation of Online Content Patterns of Higher Education Based on Trends to Preserve Intellectual Capital Quality Decreasing in Ukraine During Wartime. Business Ethics and Leadership, 7(2), 109-127.
- Coffie, R. B., & Onyinah, P. (2023). Analysing trends and patterns in retrenchment research: a bibliometric approach. SocioEconomic Challenges, 7(4), 91-105.
- Correa Porcel, V., Belmonte, M. P. C., & Uriarte, M. M. C. (2024). Delving into sustainability reporting literature: The role of ethics. Equilibrium. Quarterly Journal of Economics and Economic Policy, 19(1), 279-335.
- Dasandi, N., Jankin, S., Pantera, D. K., & Romanello, M. (2025). Public engagement with health and climate change around the world: A Google Trends analysis. The Lancet Planetary Health, 9(3), 236-244.
- Didenko, I., Kurovska, Yu., & Dzwigol, H. (2023). Theoretical Research Aspects of the Key COVID-19 Trends and Transformation of Indicators in the Healthcare Sphere. Health Economics and Management Review, 4(1), 90-102.
- Dobrovolska, O., & Fenenko, N. (2024). Forecasting Trends in the Real Estate Market: Analysis of Relevant Determinants. Financial Markets, Institutions and Risks, 8(3), 227-253.
- Dobrovolska, O., Ortmanns, W., Podosynnikov, S., Halynskyi, D., & Miniailo, A. (2024). Start-Ups and Entrepreneurship in Renewable Energy: Investments and Risks. Financial Markets, Institutions and Risks, 8(2), 213-240.
- Erokhin, D., & Komendantova, N. (2024). Unveiling the dynamics of climate change narratives: A Google Trends analysis. Observatorio (OBS*), 18(6).
- Filatova, H., Voytov, S., Polishchuk, Y., & Dudchyk, O. (2023). The public debt of Ukraine in the economic development policy in the war and post-war periods: Bibliometric analysis. Public and Municipal Finance, 11(1), 142-154.
- Google Trends Help Centre. (n.d.). How Trends data is adjusted.
- Hrytsenko, L., Krawczyk, D., Derkach, L., & Kolomiiets, S. (2024). The Role of Smart City in Achieving Sustainable Development: Google Trends Analysis and Exponential Time Series Smoothing Models. Business Ethics and Leadership, 8(1), 190-202.
- International Renewable Energy Agency (IRENA). (2021). Renewable Energy and Jobs: Annual Review 2021. Abu Dhabi: IRENA.
- Klavans, R., & Boyack, K. W. (2017). Research portfolio analysis and topic prominence. Journal of Informetrics, 11(4), 1158-1174.
- Koblianska, I., Varakin, D., Pihul, O., Somushkin, V., & Glukh, V. (2023). Review of scientific literature on BPM concept in social sciences. Problems and Perspectives in Management, 21(3), 84-99.
- Koibichuk, V., Samoilikova, A., & Vasylieva, T. (2023). Digitalization and Innovation Transfer as a Leadership Trend in Education: Bibliometric Analysis and Social Analytics. In Strielkowski, W. (Ed.), Leadership, Entrepreneurship and Sustainable Development Post COVID-19. NILBEC 2022 (pp. 233-247). Springer Proceedings in Business and Economics. Cham: Springer.
- Kovalov, B. (2024). Relationship between sustainable development indicators and SMEs’ development indicators: Evidence from the EU countries. Problems and Perspectives in Management, 22(2), 71-92.
- Kurbatova, T., Sotnyk, I., Trypolska, G., Gerlitz, L., Skibina, T., Prokopenko, O., & Kubatko, O. (2023). Ukraine’s Bioenergy Sector: Trends and Perspectives for the Post-war Green Energy Transition. International Journal of Energy Economics and Policy, 13(5), 515-532.
- Kuzior, A., Brożek, P., Kuzmenko, O., Yarovenko, H., & Vasilyeva, T. (2022). Countering Cybercrime Risks in Financial Institutions: Forecasting Information Trends. Journal of Risk and Financial Management, 15(12), 613.
- Kuzior, A., Lobanova, A., & Kalashnikova, L. (2021). Green Energy in Ukraine: State, Public Demands, and Trends. Energies, 14(22), 7745.
- Kuzior, A., Tiutiunyk, I., Zielińska, A., & Kelemen, R. (2024). Cybersecurity and cybercrime: Current trends and threats. Journal of International Studies, 17(2), 220-239.
- Li, P., & Hassan, S.H. (2023). Mapping the literature on Gen Z purchasing behavior: A bibliometric analysis using VOSviewer. Innovative Marketing, 19(3), 62-73.
- Makarenko, I., Bilan, Y., Streimikiene, D., & Rybina, L. (2023). Investments support for Sustainable Development Goal 7: Research gaps in the context of post-COVID-19 recovery. Investment Management and Financial Innovations, 20(1), 151-173.
- Matvieieva, Yu., Sulym, V., Rosokhata, A., & Jasnikowski, A. (2023). Influence of Waste Incineration and Obtaining Energy from it to the Public Health for Certain Territories: A Bibliometric and Substantive Study. Health Economics and Management Review, 4(1), 71-80.
- Mazurenko, O., Tiutiunyk, I., Grytsyshen, D., Daňo, F., Artyukhov, A., & Rehak, R. (2023). Good governance: Role in the coherence of tax competition and shadow economy. Problems and Perspectives in Management, 21(4), 757-770.
- Mellon, J. (2013). Internet Search Data and Issue Salience: The Properties of Google Trends as a Measure of Issue Salience. Journal of Elections, Public Opinion and Parties, 24(1), 45-72.
- Moench, M. (2023, November 22). Data Shows Surge in Searches Related to 'Climate Anxiety'. TIME.
- Myroshnychenko, I., Podosynnikov, S., Halynskyi, D., Ushkalov, M., & Chuhai, O. (2024). Regulatory Barriers For Entrepreneurship and Start-Ups In Renewable Energy: Bibliometric Analysis. SocioEconomic Challenges, 8(3), 181-210.
- Nuti, S. V., Wayda, B., Ranasinghe, I., Wang, S., Dreyer, R. P., Chen, S. I., & Murugiah, K. (2014). The Use of Google Trends in Health Care Research: A Systematic Review. PLoS ONE, 9(10), Article e109583.
- OECD. (2020), Innovative Citizen Participation and New Democratic Institutions: Catching the Deliberative Wave. Paris: OECD Publishing.
- Ogutu, H., El Archi, Y., & Dénes Dávid, L. (2023). Current trends in sustainable organization management: A bibliometric analysis. Oeconomia Copernicana, 14(1), 11-45.
- Onopriienko, K., Lovciová, K., Mateášová, M., Kuznyetsova, A., & Vasylieva, T. (2023). Economic policy to support lifelong learning system development & SDG4 achievement: Bibliometric analysis. Knowledge and Performance Management, 7(1), 15-28.
- Ostapenko, L., Vorontsova, A., Voronenko, I., Makarenko, I., & Kozmenko, S. (2023). Coverage of the Russian armed aggression against Ukraine in scientific works: Bibliometric analysis. Journal of International Studies, 16(3), 9-33.
- Piwowarski, B. (2024). Increasing energy awareness through effective advertising messages - a neurophysiological approach to engagement study. Human Technology, 20(3), 676-700.
- Preis, T., Moat, H., & Stanley, H. (2013). Quantifying Trading Behavior in Financial Markets Using Google Trends. Scientific Reports, 3, 1684.
- Prieto-Gutierrez, J.-J., Segado-Boj, F., & Da Silva França, F. (2023). Artificial intelligence in social science: A study based on bibliometrics analysis. Human Technology, 19(2), 149-162.
- Samoilikova, A., Kuryłowicz, M., Lyeonov, S., & Vasa, L. (2023). University-industry collaboration in R&D to reduce the informal economy and strengthen sustainable development. Economics and Sociology, 16(3), 339-353.
- Samusevych, Y. V., Novikov, V. V., Artyukhov, A. Y., & Vasylieva, T. A. (2021). Convergence trends in the “economy - education - digitalisation - national security” chain. Naukovyi Visnyk Natsionalnoho Hirnychoho Universytetu, (6), 177-183.
- Sotnyk, I., Kurbatova, T., Kubatko, O., Prokopenko, O., & Järvis, M. (2023). Managing energy efficiency and renewable energy in the residential sector: A bibliometric study. Problems and Perspectives in Management, 21(3), 511-527.
- Steiner, B., Makarenko, I., & Yuhai, K. (2024). Transparency of sustainability disclosure in agri-food value chain management: Mapping the scientific landscape. Problems and Perspectives in Management, 22(4), 268-287.
- Streimikiene D., Mikalauskiene A., & Macijauskaite-Daunaraviciene, U. (2023). The role of information in shaping sustainable human behaviour. Economics and Sociology, 16(3), 198-226.
- Tran Viet, L., & Phan Thanh, H. (2024). A bibliometric analysis of research on trade remedies. Problems and Perspectives in Management, 22(1), 578-592.
- UNESCO. (2021). UNESCO Science Report: The Race Against Time for Smarter Development.
- United Nations (UN). (2015). Transforming our world: the 2030 Agenda for Sustainable Development.
- Yoder, K. (2019). Google searches for 'climate change' finally beat out Game of Thrones. Grist.
- Zhavoronok, A., Kholiavko, N., Popelo, O., Dubyna, M., Verbivska, L., & Fedyshyn, M. (2024). Higher education for sustainable development in the digital era: Mapping the bibliometric analysis. Problems and Perspectives in Management, 22(4), 202-216.