Analyzing customer behavior – employing business analytics within Industry 4.0 ecosystems

• Autorzy: Wolniak Radosław

Identyfikatory

DOI

10.29119/1641-3466.2024.195.39

• Języki publikacji: EN

Abstrakty

EN

Purpose: The purpose of this publication is to present the applications of usage of business analytics in customer behaviour analysis. Design/methodology/approach: Critical literature analysis. Analysis of international literature from main databases and polish literature and legal acts connecting with researched topic. Findings: The integration of business analytics with customer behavior analysis in Industry 4.0 environments offers businesses a transformative opportunity to gain profound insights into customer preferences, trends, and behaviors. Through the utilization of state-of-the-art technologies and data-driven methodologies, organizations can attain unprecedented levels of precision and detail in understanding customer behavior. Real-time data collection and analysis facilitate agile responses to evolving market dynamics, enabling personalized customer experiences across various channels. Additionally, advanced analytics tools such as predictive modeling and sentiment analysis empower businesses to forecast future trends, address churn, and enhance customer satisfaction. However, businesses may encounter challenges like data quality issues, privacy concerns, and resource limitations. Overcoming these obstacles necessitates a comprehensive approach, involving investments in data governance, talent acquisition, and technology infrastructure. By surmounting these challenges, businesses can harness the full potential of business analytics to drive strategic decisions, refine marketing strategies, and elevate overall business performance within Industry 4.0 environments. Originality/Value: Detailed analysis of all subjects related to the problems connected with the usage of business analytics in the case of smart manufacturing.

Słowa kluczowe

EN

business analytics; Industry 4.0; digitalization; artificial intelligence; real-time; monitoring; customer behavior analysis

PL

analityka biznesowa; Przemysł 4.0; cyfryzacja; sztuczna inteligencja; czas rzeczywisty; monitorowanie; analiza zachowań klientów

• Wydawca: Wydawnictwo Politechniki Śląskiej
• Czasopismo: Zeszyty Naukowe. Organizacja i Zarządzanie / Politechnika Śląska
• Rocznik: 2024
• Tom: z. 195
• Strony: 631--646
• Opis fizyczny: Bibliogr. 95 poz.

Twórcy

autor

Wolniak Radosław

• Silesian University of Technology, Organization and Management Department, Economics and Informatics Institute

• https://orcid.org/0000-0003-0317-9811

Bibliografia

• 1. Adel, A. (2022). Future of industry 5.0 in society: human-centric solutions, challenges and prospective research areas. Journal of Cloud Computing, 11(1), 40.
• 2. Akundi, A., Euresti, D., Luna, S., Ankobiah, W., Lopes, A., Edinbarough, I. (2022). State of Industry 5.0-Analysis and Identification of Current Research Trends. Applied System Innovation, 5(1), DOI: 10.3390/asi5010027.
• 3. Aslam, F., Wang, A.M., Li, M.Z., Rehman, K.U. (2020). Innovation in the Era of IoT and Industry 5.0: Absolute Innovation Management (AIM) Framework. Information, 11(2), doi:10.3390/info11020124
• 4. Bakir, A., Dahlan, M. (2022). Higher education leadership and curricular design in industry 5.0 environment: a cursory glance. Development and Learning in Organizations.
• 5. Cam, J.D. Cochran, J.J., Ohlmann, M.J.F. (2021). Business analytics: descriptive, predictive, prescriptive. Boston: Cengage.
• 6. Charles, V., Garg, P., Gupta, N., Agrawal, M. (2023). Data Analytics and Business Intelligence: Computational Frameworks, Practices, and Applications. New York: CRS Press.
• 7. Cillo, V., Gregori, G.L., Daniele, L.M., Caputo, F., Bitbol-Saba, N. (2022). Rethinking companies’ culture through knowledge management lens during Industry 5.0 transition. Journal of Knowledge Management, 26(10), 2485-2498.
• 8. Dameri, R.P. (2016). Smart City and ICT. Shaping Urban Space for Better Quality of Life. In: Information and Communication Technologies in Organizations and Society. Cham, Switzerland: Springer International Publishing.
• 9. Di Marino, C., Rega, A., Vitolo, F., Patalano, S. (2023). Enhancing Human-Robot Collaboration in the Industry 5.0 Context: Workplace Layout Prototyping. Lecture Notes in Mechanical Engineering, 454-465.
• 10. Dutta, J., Roy, S., Chowdhury, C. (2019). Unified framework for IoT and smartphone based different smart city related applications. Microsystem Technologies, 25(1), 83-96.
• 11. Gajdzik, B., Jaciow, M. Wolniak, R., Wolny, R., Grebski, W. (2024). Diagnosis of the development of energy cooperatives in Poland - a case study of a renewable energy cooperative in the upper Silesian region. Energies, 17(3), 1-27, 647.
• 12. Gajdzik, B., Jaciow, M., Wolniak, R. (2024). Gastronomic curiosity and consumer behavior: the impact of television culinary programs on choices of food services. Foods, 13(1), 1-16, 115.
• 13. Gajdzik, B., Wolniak, R. (2021a). Digitalisation and innovation in the steel industry in Poland - selected tools of ICT in an analysis of statistical data and a case study. Energies, 14(11), 1-25.
• 14. Gajdzik, B., Wolniak, R. (2021b). Influence of the COVID-19 crisis on steel production in Poland compared to the financial crisis of 2009 and to boom periods in the market. Resources, 10(1), 1-17.
• 15. Gajdzik, B., Wolniak, R. (2021c). Transitioning of steel producers to the steelworks 4.0 - literature review with case studies. Energies, 14(14), 1-22.
• 16. Gajdzik, B., Wolniak, R. (2022). Smart Production Workers in Terms of Creativity and Innovation: The Implication for Open Innovation. Journal of Open Innovations: Technology, Market and Complexity, 8(1), 68.
• 17. Gajdzik, B., Wolniak, R. (2022a). Framework for R&D&I Activities in the Steel Industry in Popularizing the Idea of Industry 4.0. Journal of Open Innovation: Technology, Market, and Complexity, 8(3), 133.
• 18. Gajdzik, B., Wolniak, R. (2022b). Influence of Industry 4.0 Projects on Business Operations: literature and empirical pilot studies based on case studies in Poland. Journal of Open Innovation: Technology, Market, and Complexity, 8(1), 1-20.
• 19. Gajdzik, B., Wolniak, R. (2022c). Smart Production Workers in Terms of Creativity and Innovation: The Implication for Open Innovation. Journal of Open Innovations: Technology, Market and Complexity, 8(1), 68.
• 20. Gajdzik, B., Wolniak, R. Grebski, W. (2023a). Process of Transformation to Net Zero Steelmaking: Decarbonisation Scenarios Based on the Analysis of the Polish Steel Industry. Energies, 16(8), 3384, https://doi.org/10.3390/en16083384.
• 21. Gajdzik, B., Wolniak, R. Nagaj, R., Žuromskaitė-Nagaj, B., Grebski, W. (2024). The influence of the global energy crisis on energy efficiency: a comprehensive analysis. Energies, 17(4), 1-49, 947.
• 22. Gajdzik, B., Wolniak, R., Grebski, W. (2023b). Electricity and heat demand in steel industry technological processes in Industry 4.0 conditions. Energies, 16(2), 1-29.
• 23. Gajdzik, B., Wolniak, R., Grebski, W.(2022). An econometric model of the operation of the steel industry in Poland in the context of process heat and energy consumption. Energies, 15(21), 1-26, 7909.
• 24. Gajdzik, B., Wolniak, R., Nagaj, R., Grebski, W., Romanyshyn, T. (2023). Barriers to Renewable Energy Source (RES) Installations as Determinants of Energy Consumption in EU Countries. Energies, 16(21), 7364.
• 25. Gębczyńska, A., Wolniak, R. (2018). Process management level in local government. Philadelphia: CreativeSpace.
• 26. Ghibakholl, M., Iranmanesh, M., Mubarak, M.F., Mubarik, M., Rejeb, A., Nilashi, M. (2022). Identifying industry 5.0 contributions to sustainable development: A strategy roadmap for delivering sustainability values. Sustainable Production and Consumption, 33, 716-737.
• 27. Grabowska, S., Saniuk, S., Gajdzik, B. (2022). Industry 5.0: improving humanization and sustainability of Industry 4.0. Scientometrics, 127(6), 3117-3144, https://doi.org/10.1007/ s11192-022-04370-1.
• 28. Grabowska, S., Grebski, M., Grebski, W., Saniuk, S., Wolniak, R. (2021). Inżynier w gospodarce 4.0. Toruń: Towarzystwo Naukowe Organizacji i Kierownictwa – Stowarzyszenie Wyższej Użyteczności "Dom Organizatora".
• 29. Grabowska, S., Grebski, M., Grebski, W., Wolniak, R. (2019). Introduction to engineering concepts from a creativity and innovativeness perspective. New York: KDP Publishing.
• 30. Grabowska, S., Grebski, M., Grebski, W., Wolniak, R. (2020). Inżynier – zawód przyszłości. Umiejętności i kompetencje inżynierskie w erze Przemysłu 4.0. Warszawa: CeDeWu.
• 31. Greasley, A. (2019). Simulating Business Processes for Descriptive, Predictive, and Prescriptive Analytics. Boston: deGruyter.
• 32. Hąbek, P., Wolniak, R. (2013). Analysis of approaches to CSR reporting in selected European Union countries. International Journal of Economics and Research, 4(6), 79-95.
• 33. Hąbek, P., Wolniak, R. (2016). Assessing the quality of corporate social responsibility reports: the case of reporting practices in selected European Union member states. Quality & Quantity, 50(1), 339-420.
• 34. Hąbek, P., Wolniak, R. (2016). Factors influencing the development of CSR reporting practices: experts' versus preparers' points of view. Engineering Economy, 26(5), 560-570.
• 35. Hąbek, P., Wolniak, R. (2016). Relationship between management practices and quality of CSR reports. Procedia – Social and Behavioral Sciences, 220, 115-123.
• 36. Herdiansyah, H. (2023). Smart city based on community empowerment, social capital, and public trust in urban areas. Glob. J. Environ. Sci. Manag., 9, 113-128.
• 37. Hurwitz, J., Kaufman, M., Bowles, A. (2015). Cognitive Computing and Big Data Analytics, New York: Wiley.
• 38. Hys, K., Wolniak, R. (2018). Praktyki przedsiębiorstw przemysłu chemicznego w Polsce w zakresie CSR. Przemysł Chemiczny, 9, 1000-1002.
• 39. Javaid, M., Haleem, A. (2020). Critical Components of Industry 5.0 Towards a Successful Adoption in the Field of Manufacturing. Journal of Industrial Integration and Management-Innovation and Entrepreneurship, 5(2), 327-348, doi: 10.1142/ S2424862220500141.
• 40. Javaid, M., Haleem, A., Singh, R.P., Haq, M.I.U., Raina, A., Suman, R. (2020). Industry 5.0: Potential Applications in COVID-19. Journal of Industrial Integration and Management-Innovation and Entrepreneurship, 5(4), 507-530, doi: 10.1142/ S2424862220500220.
• 41. Jonek-Kowalska, I., Wolniak, R. (2021a). Economic opportunities for creating smart cities in Poland. Does wealth matter? Cities, 114, 1-6.
• 42. Jonek-Kowalska, I., Wolniak, R. (2021b). The influence of local economic conditions on start-ups and local open innovation system. Journal of Open Innovations: Technology, Market and Complexity, 7(2), 1-19.
• 43. Jonek-Kowalska, I., Wolniak, R. (2022). Sharing economies’ initiatives in municipal authorities’ perspective: research evidence from Poland in the context of smart cities’ development. Sustainability, 14(4), 1-23.
• 44. Jonek-Kowalska, I., Wolniak, R. (2023). Towards sustainability and a better quality of life? London: Routledge.
• 45. Kordel, P., Wolniak, R. (2021). Technology entrepreneurship and the performance of enterprises in the conditions of Covid-19 pandemic: the fuzzy set analysis of waste to energy enterprises in Poland. Energies, 14(13), 1-22.
• 46. Kwiotkowska, A., Gajdzik, B., Wolniak, R., Vveinhardt, J., Gębczyńska, M. (2021). Leadership competencies in making Industry 4.0 effective: the case of Polish heat and power industry. Energies, 14(14), 1-22.
• 47. Kwiotkowska, A., Wolniak, R., Gajdzik, B., Gębczyńska, M. (2022). Configurational paths of leadership competency shortages and 4.0 leadership effectiveness: an fs/QCA study. Sustainability, 14(5), 1-21.
• 48. Michalak A., Wolniak, R. (2023). The innovativeness of the country and the renewables and non-renewables in the energy mix on the example of European Union. Journal of Open Innovation: Technology, Market, and Complexity, 9(2), https://doi.org/10.1016/j.joitmc. 2023.100061.
• 49. Nagaj, R., Gajdzik, B., Wolniak, R., Grebski, W. (2024). The impact of deep decarbonization policy on the level of greenhouse gas emissions in the European Union. Energies, 17(5), 1-23, 1245.
• 50. Nourani, C.F. (2021). Artificial Intelligence and Computing Logic: Cognitive Technology for AI Business Analytics (Innovation Management and Computing). New York: CRC Press.
• 51. Olkiewicz, M., Olkiewicz, A., Wolniak, R., Wyszomirski, A. (2021). Effects of pro ecological investments on an example of the heating industry - case study. Energies, 14(18), 1-24, 5959.
• 52. Olsen, C. (2023). Toward a Digital Sustainability Reporting Framework in Organizations in the Industry 5.0 Era: An Accounting Perspective. Lecture Notes in Networks and Systems, 557, 463-473.
• 53. Orzeł, B., Wolniak, R. (2021). Clusters of elements for quality assurance of health worker protection measures in times of COVID-19 pandemic. Administrative Science, 11(2), 1-14, 46.
• 54. Orzeł, B., Wolniak, R. (2022). Digitization in the design and construction industry - remote work in the context of sustainability: a study from Poland. Sustainability, 14(3), 1-25.
• 55. Peter, G.S., Amit, C.B., Deokar, V., Patel, N.R. (2023). Machine Learning for Business Analytics: Concepts, Techniques and Applications in RapidMiner. New York: Wiley.
• 56. Ponomarenko, T.V., Wolniak, R., Marinina, O.A. (2016). Corporate Social responsibility in coal industry (Practices of russian and european companies). Journal of Mining Institute, 222, 882-891.
• 57. Rosak-Szyrocka, J., Żywiołek J., Wolniak, R. (2023). Main reasons for religious tourism - from a quantitative analysis to a model. International Journal for Quality Research, 1(17), 109-120.
• 58. Scappini, A. (2016). 80 Fundamental Models for Business Analysts: Descriptive, Predictive, and Prescriptive Analytics Models with Ready-to-Use Excel Templates. New York: Create Space.
• 59. Stawiarska, E., Szwajca, D., Matusek, M., Wolniak, R. (2020). Wdrażanie rozwiązań przemysłu 4.0 w wybranych funkcjonalnych obszarach zarządzania przedsiębiorstw branży motoryzacyjnej: próba diagnozy. Warszawa: CeDeWu.
• 60. Stawiarska, E., Szwajca, D., Matusek, M., Wolniak, R. (2021). Diagnosis of the maturity level of implementing Industry 4.0 solutions in selected functional areas of management of automotive companies in Poland. Sustainability, 13(9), 1-38.
• 61. Stecuła, K., Wolniak, R. (2022). Advantages and Disadvantages of E-Learning Innovations during COVID-19 Pandemic in Higher Education in Poland. Journal of Open Innovation: Technology, Market, and Complexity, 8(3), 159.
• 62. Stecuła, K., Wolniak, R. (2022). Influence of COVID-19 Pandemic on Dissemination of Innovative E-Learning Tools in Higher Education in Poland. Journal of Open Innovations: Technology, Market and Complexity, 8(1), 89.
• 63. Wolniak, R., Skotnicka-Zasadzień, B. (2014). The use of value stream mapping to introduction of organizational innovation in industry. Metalurgija, 53(4), 709-713.
• 64. Wolniak, R. (2011). Parametryzacja kryteriów oceny poziomu dojrzałości systemu zarządzania jakością. Gliwice: Wydawnictwo Politechniki Śląskiej.
• 65. Wolniak, R. (2013). Projakościowa typologia kultur organizacyjnych. Przegląd Organizacji, 3, 13-17.
• 66. Wolniak, R. (2014). Korzyści doskonalenia systemów zarządzania jakością opartych o wymagania normy ISO 9001:2009. Problemy Jakości, 3, 20-25.
• 67. Wolniak, R. (2016a). Kulturowe aspekty zarządzania jakością. Etyka biznesu i zrównoważony rozwój. Interdyscyplinarne studia teoretyczno-empiryczne, 1, 109-122.
• 68. Wolniak, R. (2016b). Metoda QFD w zarządzaniu jakością. Teoria i praktyka. Gliwice: Wydawnictwo Politechniki Śląskiej.
• 69. Wolniak, R. (2016c). Relations between corporate social responsibility reporting and the concept of greenwashing. Zeszyty Naukowe Politechniki Śląskiej. Seria Organizacji i Zarządzanie, 87, 443-453
• 70. Wolniak, R. (2016d). The role of QFD method in creating innovation. Systemy Wspomagania Inżynierii Produkcji, 3, 127-134.
• 71. Wolniak, R. (2017a). Analiza relacji pomiędzy wskaźnikiem innowacyjności a nasyceniem kraju certyfikatami ISO 9001, ISO 14001 oraz ISO/TS 16949. Kwartalnik Organizacja i Kierowanie, 2, 139-150.
• 72. Wolniak, R. (2017b). Analiza wskaźników nasycenia certyfikatami ISO 9001, ISO 14001 oraz ISO/TS 16949 oraz zależności pomiędzy nimi. Zeszyty Naukowe Politechniki Śląskiej. Seria Organizacji i Zarządzanie, 108, 421-430.
• 73. Wolniak, R. (2017c). The Corporate Social Responsibility practices in mining sector in Spain and in Poland – similarities and differences. Zeszyty Naukowe Politechniki Śląskiej. Seria Organizacji i Zarządzanie, 111, 111-120.
• 74. Wolniak, R. (2017d). The Design Thinking method and its stages. Systemy Wspomagania Inżynierii Produkcji, 6, 247-255.
• 75. Wolniak, R. (2021). Performance evaluation in ISO 9001:2015. Silesian University of Technology Scientific Papers. Organization and Management Series, 151, 725-734.
• 76. Wolniak, R. (2022a). Innovations in Industry 4.0 conditions. Silesian University of Technology Scientific Papers. Organization and Management Series, 169, 725-741.
• 77. Wolniak, R. (2022b). Functioning of real-time analytics in business. Silesian University of Technology Scientific Papers. Organization and Management Series, 172, 659-677.
• 78. Wolniak, R. (2023a). Deskryptywna analiza danych. Zarządzanie i Jakość, 5(2), 282-290.
• 79. Wolniak, R. (2023b). Smart biking w smart city. Zarządzanie i Jakość, 5(2), 313-328.
• 80. Wolniak, R. (2023c). Analiza w czasie rzeczywistym. Zarządzanie i Jakość, 5(2), 291-312.
• 81. Wolniak, R. (2023d). Smart mobility jako element koncepcji smart city. Zarządzanie i Jakość, 5(2), 282-290.
• 82. Wolniak, R., Jonek-Kowalska, I. (2021a). The level of the quality of life in the city and its monitoring. Innovation (Abingdon), 34(3), 376-398.
• 83. Wolniak, R., Jonek-Kowalska, I. (2021c). The quality of service to residents by public administration on the example of municipal offices in Poland. Administration Management Public, 37, 132-150.
• 84. Wolniak, R., Jonek-Kowalska, I. (2022). The creative services sector in Polish cities. Journal of Open Innovation: Technology, Market, and Complexity, 8(1), 1-23.
• 85. Wolniak, R., Saniuk, S., Grabowska, S., Gajdzik, B. (2020). Identification of energy efficiency trends in the context of the development of industry 4.0 using the Polish steel sector as an example. Energies, 13(11), 1-16.
• 86. Wolniak, R., Skotnicka, B. (2011). Metody i narzędzia zarządzania jakością – Teoria i praktyka, cz. 1. Gliwice: Wydawnictwo Naukowe Politechniki Śląskiej.
• 87. Wolniak, R., Skotnicka-Zasadzień, B. (2008). Wybrane metody badania satysfakcji klienta i oceny dostawców w organizacjach. Gliwice: Wydawnictwo Politechniki Śląskiej.
• 88. Wolniak, R., Skotnicka-Zasadzień, B. (2010). Zarządzanie jakością dla inżynierów. Gliwice: Wydawnictwo Politechniki Śląskiej.
• 89. Wolniak, R., Skotnicka-Zasadzień, B. (2018). Developing a model of factors influencing the quality of service for disabled customers in the condition s of sustainable development, illustrated by an example of the Silesian Voivodeship public administration. Sustainability, 7, 1-17.
• 90. Wolniak, R., Skotnicka-Zasadzień, B. (2022). Development of photovoltaic energy in EU countries as an alternative to fossil fuels. Energies, 15(2), 1-23.
• 91. Wolniak, R., Skotnicka-Zasadzień, B. (2023). Development of Wind Energy in EU Countries as an Alternative Resource to Fossil Fuels in the Years 2016-2022. Resources, 12(8), 96.
• 92. Wolniak, R., Skotnicka-Zasadzień, B., Zasadzień, M. (2019). Problems of the functioning of e-administration in the Silesian region of Poland from the perspective of a person with disabilities. Transylvanian Review of Public Administration, 57E, 137-155.
• 93. Wolniak, R., Sułkowski, M. (2015). Motywy wdrażanie certyfikowanych Systemów Zarządzania Jakością. Problemy Jakości, 9, 4-9.
• 94. Wolniak, R., Sułkowski, M. (2016). The reasons for the implementation of quality management systems in organizations. Zeszyty Naukowe Politechniki Śląskiej. Seria Organizacji i Zarządzanie, 92, 443-455.
• 95. Wolniak, R., Wyszomirski, A., Olkiewicz, M., Olkiewicz, A. (2021). Environmental corporate social responsibility activities in heating industry - case study. Energies, 14(7), 1-19, 1930.