IDEAS home Printed from https://ideas.repec.org/a/gam/jfinte/v2y2023i4p40-736d1282541.html
   My bibliography  Save this article

Usage of AI in Sustainable Knowledge Management and Innovation Processes; Data Analytics in the Electricity Sector

Author

Listed:
  • Lea Kocjancic

    (Faculty of Economics and Informatics, University of Novo Mesto, Na Loko 2, 8000 Novo Mesto, Slovenia)

  • Sergej Gricar

    (Faculty of Business and Management Sciences, University of Novo Mesto, Na Loko 2, 8000 Novo Mesto, Slovenia)

Abstract

Successful organisations prioritise product quality and customer satisfaction. Non-financial indicators are crucial for measuring performance, requiring specific financial and technology management knowledge. Effective knowledge management and entrepreneurial activity significantly impact performance, vital to the country’s economic factors. Electricity is crucial to society’s development. Renewable energy sources such as solar, wind, hydropower, and biomass can generate sustainable electricity. Managing environmental, social, and economic aspects is essential for sustainable societal and virtual development. In this study, the central element of novelty is associated with the dependent variable Nominal Labour Productivity per Employee. This research shows that effective knowledge management impacts a company’s business performance. Based on secondary data from various sources, we have used factor analysis to assess the interrelationship between the factors and econometric dimensionalities. Accompanied by this econometric approach, the research methodology aims to present hybrid models based on econometric techniques and artificial intelligence (AI) networks. Based on the principal component method analysis results, we show the interdependence of 30 variables in the micro and macro environment. The new components of the correlated variables show how knowledge and innovation are related to the economic performance of society, and nominal employee productivity is a valuable indicator for measuring economic efficiency. Nevertheless, AI, a knowledge management product, provides helpful comments on the econometric results.

Suggested Citation

  • Lea Kocjancic & Sergej Gricar, 2023. "Usage of AI in Sustainable Knowledge Management and Innovation Processes; Data Analytics in the Electricity Sector," FinTech, MDPI, vol. 2(4), pages 1-19, November.
  • Handle: RePEc:gam:jfinte:v:2:y:2023:i:4:p:40-736:d:1282541
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2674-1032/2/4/40/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2674-1032/2/4/40/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Nastja Tomsic & Mirko Markic & Stefan Bojnec, 2016. "The Influence of Leadership Factors on the Implementation of ISO 14001 in Organizations," Managing Global Transitions, University of Primorska, Faculty of Management Koper, vol. 14(2 (Summer), pages 175-193.
    2. Rondinelli, Dennis & Vastag, Gyula, 2000. "Panacea, common sense, or just a label?: The value of ISO 14001 environmental management systems," European Management Journal, Elsevier, vol. 18(5), pages 499-510, October.
    3. Szulanski, Gabriel, 2000. "The Process of Knowledge Transfer: A Diachronic Analysis of Stickiness," Organizational Behavior and Human Decision Processes, Elsevier, vol. 82(1), pages 9-27, May.
    4. Robert M. Grant & Charles Baden‐Fuller, 2004. "A Knowledge Accessing Theory of Strategic Alliances," Journal of Management Studies, Wiley Blackwell, vol. 41(1), pages 61-84, January.
    5. Kalogirou, Soteris A., 2000. "Applications of artificial neural-networks for energy systems," Applied Energy, Elsevier, vol. 67(1-2), pages 17-35, September.
    6. Berry, Leonard L. & Parasuraman, A. & Zeithaml, Valarie A., 1988. "The service-quality puzzle," Business Horizons, Elsevier, vol. 31(5), pages 35-43.
    7. Chowdhury, Soumyadeb & Budhwar, Pawan & Dey, Prasanta Kumar & Joel-Edgar, Sian & Abadie, Amelie, 2022. "AI-employee collaboration and business performance: Integrating knowledge-based view, socio-technical systems and organisational socialisation framework," Journal of Business Research, Elsevier, vol. 144(C), pages 31-49.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Khan, Zaheer & Nicholson, John D., 2014. "An investigation of the cross-border supplier development process: Problems and implications in an emerging economy," International Business Review, Elsevier, vol. 23(6), pages 1212-1222.
    2. Mehleri, E.D. & Zervas, P.L. & Sarimveis, H. & Palyvos, J.A. & Markatos, N.C., 2010. "A new neural network model for evaluating the performance of various hourly slope irradiation models: Implementation for the region of Athens," Renewable Energy, Elsevier, vol. 35(7), pages 1357-1362.
    3. Buckley, Peter J. & Cross, Adam & De Mattos, Claudio, 2015. "The principle of congruity in the analysis of international business cooperation," International Business Review, Elsevier, vol. 24(6), pages 1048-1060.
    4. Sseruyange, J. & Bulte, E., 2018. "Do Incentives matter for Knowledge Diffusion? Experimental Evidence from Uganda," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 275896, International Association of Agricultural Economists.
    5. Battaglia, Daniele & Landoni, Paolo & Rizzitelli, Francesco, 2017. "Organizational structures for external growth of University Technology Transfer Offices: An explorative analysis," Technological Forecasting and Social Change, Elsevier, vol. 123(C), pages 45-56.
    6. Wang, Daojuan & Hain, Daniel S. & Larimo, Jorma & Dao, Li T., 2020. "Cultural differences and synergy realization in cross-border acquisitions," International Business Review, Elsevier, vol. 29(3).
    7. Guiyang Zhang, 2021. "Employee co-invention network dynamics and firm exploratory innovation: the moderation of employee co-invention network centralization and knowledge-employee network equilibrium," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(9), pages 7811-7836, September.
    8. de Camargo Fiorini, Paula & Roman Pais Seles, Bruno Michel & Chiappetta Jabbour, Charbel Jose & Barberio Mariano, Enzo & de Sousa Jabbour, Ana Beatriz Lopes, 2018. "Management theory and big data literature: From a review to a research agenda," International Journal of Information Management, Elsevier, vol. 43(C), pages 112-129.
    9. Arimura, Toshi H. & Darnall, Nicole & Katayama, Hajime, 2011. "Is ISO 14001 a gateway to more advanced voluntary action? The case of green supply chain management," Journal of Environmental Economics and Management, Elsevier, vol. 61(2), pages 170-182, March.
    10. Lorenz, Steffi, 2015. "Diversität und Verbundenheit der unternehmerischen Wissensbasis: Ein neuartiger Messansatz mit Indikatoren aus Innovationsprojekten," Discussion Papers on Strategy and Innovation 15-01, Philipps-University Marburg, Department of Technology and Innovation Management (TIM).
    11. Kazadi, Kande & Lievens, Annouk & Mahr, Dominik, 2016. "Stakeholder co-creation during the innovation process: Identifying capabilities for knowledge creation among multiple stakeholders," Journal of Business Research, Elsevier, vol. 69(2), pages 525-540.
    12. Fiona Kun Yao & Kaifeng Jiang & Danielle R. Combs & Song Chang, 2022. "Informal institutions and absorptive capacity: A cross-country meta-analytic study," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 53(6), pages 1091-1109, August.
    13. Jianghua Zhou & Rui Wu & Jizhen Li, 2019. "More ties the merrier? Different social ties and firm innovation performance," Asia Pacific Journal of Management, Springer, vol. 36(2), pages 445-471, June.
    14. Leung, Philip C.M. & Lee, Eric W.M., 2013. "Estimation of electrical power consumption in subway station design by intelligent approach," Applied Energy, Elsevier, vol. 101(C), pages 634-643.
    15. Kyungmin Baek, 2018. "Sustainable development and pollutant outcomes: The case of ISO 14001 in Korea," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(5), pages 825-832, September.
    16. Jorge E. De León-Ruiz & Ignacio Carvajal-Mariscal & Antonin Ponsich, 2019. "Feasibility Analysis and Performance Evaluation and Optimization of a DXSAHP Water Heater Based on the Thermal Capacity of the System: A Case Study," Energies, MDPI, vol. 12(20), pages 1-38, October.
    17. Smith, Lisa & Rees, Patricia & Murray, Noel, 2016. "Turning entrepreneurs into intrapreneurs: Thomas Cook, a case-study," Tourism Management, Elsevier, vol. 56(C), pages 191-204.
    18. Kudic, Muhamed & Pyka, Andreas & Günther, Jutta, 2012. "Determinants of Evolutionary Change Processes in Innovation Networks – Empirical Evidence from the German Laser Industry," IWH Discussion Papers 7/2012, Halle Institute for Economic Research (IWH).
    19. Selimefendigil, Fatih & Öztop, Hakan F., 2020. "Identification of pulsating flow effects with CNT nanoparticles on the performance enhancements of thermoelectric generator (TEG) module in renewable energy applications," Renewable Energy, Elsevier, vol. 162(C), pages 1076-1086.
    20. Dolores Gallardo-Vázquez & Luis Enrique Valdez-Juárez & José Luis Lizcano-Álvarez, 2019. "Corporate Social Responsibility and Intellectual Capital: Sources of Competitiveness and Legitimacy in Organizations’ Management Practices," Sustainability, MDPI, vol. 11(20), pages 1-29, October.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jfinte:v:2:y:2023:i:4:p:40-736:d:1282541. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.