Integration of Ontology in Marketing Management Decisions: A Systematic Literature Review

  • Agus Bambang Sunyoto Faculty of Economics and Business, State University of Malang
  • Agung Winarno Faculty of Economics and Business, State University of Malang
  • Arief Noviarakhman Zagladi Faculty of Economics and Business, State University of Malang
  • Ludi Wishnu Wardana Faculty of Economics and Business, State University of Malang
  • Ely Siswanto Faculty of Economics and Business, State University of Malang
Keywords: Ontology, Manager's Decision, Strategy, Marketing

Abstract

This study aims to determine the role of ontology in determining marketing management decisions Design/ methodology/ approach - This study uses the SLR method to collect articles related to ontology in marketing management published between 2019 and 2024. This researcher uses Mendeley software. Of the 558 articles that were netted according to the keywords, exclusion was carried out according to the criteria that had been prepared, only 6 articles were considered and extracted. Findings – Ontology in marketing management decisions is used as a framework for managers to define their marketing strategies. Managers use the knowledge they already have with current market demand or trends. It can be said that in deciding on a marketing strategy, it takes things from within the manager, such as the manager's understanding and emotions, and things outside the self, namely market demand. In determining a decision, managers do not consider emotions but rational data. However, managers must still have the understanding and knowledge to be able to think about appropriate marketing strategies and be able to achieve organizational goals. Limitations/implications of the study – This study only focuses on the general ontology of marketing management, so there are not many articles found. Practical implications – With this research it can be used by marketing managers to consider creating a framework with an ontological foundation to decide on a marketing strategy in their organization. Originality/value – This research is related to the foundation of ontology in marketing management which can be explored more deeply, because there are still limitations in research on this subject.

References

Aaker, D. A., & Moorman, C. (2023). Strategic market management. John Wiley & Sons.

Alsobhi, A., & Amare, N. (2022). Ontology-Based Relational Product Recommendation System. Hindawi Computational and Mathematical Methods in Medicine, 11. https://doi.org/https://doi.org/10.1155/2022/1591044

Ashta, A., Stokes, P., Hughes, P., & Visser, M. (2024). Japanese Cross-Cultural Management in Indian Business-to-Business Marketing Situations: A Study of Evolving Intra-Asian Differences in Cultural Values. Journal of Business-to-Business Marketing, 00(00), 1–20. https://doi.org/10.1080/1051712X.2024.2399780

Chatterjee, S., Chaudhuri, S., Sakka, G., & Apoorva. (2021). Cross-disciplinary issues in international marketing: a systematic literature review on international marketing and ethical issues. International Marketing Review, 38(5), 985–1005. https://doi.org/10.1108/IMR-12-2020-0280

Czinkota, M. R., Kotabe, M., Vrontis, D., & Shams, S. M. R. (2021). Marketing Management: Past, Present and Future. Retrieved from https://link.springer.com/book/10.1007/978-3-030-66916-4

Franco, P., Canniford, R., & Phipps, M. (2022). Object-oriented marketing theory. Marketing Theory, 22(3), 401–420. https://doi.org/10.1177/14705931221079407

Girase, A. V., Patnaik, G. K., & Patil, S. S. (2017). Devloping knowledge driven ontology for decision making. International Conference on Signal Processing, Communication, Power and Embedded System, SCOPES 2016 - Proceedings, 148(7), 99–105. https://doi.org/10.1109/SCOPES.2016.7955610

Hamrouni, B., Bourouis, A., Korichi, A., & Brahmi, M. (2021). Explainable ontology-based intelligent decision support system for business model design and sustainability. Sustainability, 13(17), 9819. https://doi.org/10.3390/su13179819

Harianto, B. (2023). Diktat filsafat ilmu. Pustaka Sinar Harapan.

Kotabe, M. M., & Helsen, K. (2022). Global marketing management. John Wiley & Sons.

Kraus, S., Breier, M., & Dasí-Rodríguez, S. (2020). The art of crafting a systematic literature review in entrepreneurship research. International Entrepreneurship and Management Journal, 16(3), 1023–1042. https://doi.org/10.1007/s11365-020-00635-4

Lal, R., Deb, N., & Gogoi, D. M. (2025). Assessing the Role of Digital Data Visualization Tools in the Advertising Industry for Informed Business Decision-Making. In Data Visualization Tools for Business Applications (pp. 189-208). IGI Global. http://dx.doi.org/10.4018/979-8-3693-6537-3.ch009

Lucarelli, A., & Giovanardi, M. (2019). Investigating Relational Ontologies in Macromarketing: Toward a Relational Approach and Research Agenda. Journal of Macromarketing, 39(1), 88–102. https://doi.org/10.1177/0276146718821424

Mansingh, G., & Rao, L. (2014). Enhancing the Decision Making Process : An Ontology-based Approach Enhancing the Decision Making Process : An Ontology-based Approach. International Conference on Information Resources Management (Conf-IRM) – Big Data: Revolutionizing How We Live, Work, and Think, 1–11.

Mantere, S., & Whittington, R. (2021). Becoming a strategist: The roles of strategy discourse and ontological security in managerial identity work. Strategic Organization, 19(4), 553–578. https://doi.org/10.1177/1476127020908781

Mueller-Saegebrecht, S. (2024). Business model innovation decisions: the role of group biases and risk willingness. Management Decision, 62(13), 69–108. https://doi.org/10.1108/MD-05-2023-0726

Nordin, F., & Ravald, A. (2023). The making of marketing decisions in modern marketing environments. Journal of Business Research, 162(November), 113872. https://doi.org/10.1016/j.jbusres.2023.113872

Nur Mastuti, D., Eko Widodo, R., Wijanarko, B., Purwoko, H., & Suhendra, A. (2024). Marketing of Management: Share Market, Potential Market, Competitor Business and Promotion (Literature Review). International Journal of Advanced Multidisciplinary, 3(2), 236–250. https://doi.org/10.38035/ijam.v3i2.591

Okeke, N. I., Alabi, O. A., Igwe, A. N., Ofodile, O. C., & Ewim, C. P. M. (2024). Customer journey mapping framework for SMEs: Enhancing customer satisfaction and business growth. World Journal of Advanced Research and Reviews, 24(1), 2004-2018. http://dx.doi.org/10.30574/wjarr.2024.24.1.3206

Olayinka, O. H. (2021). Big data integration and real-time analytics for enhancing operational efficiency and market responsiveness. Int J Sci Res Arch, 4(1), 280-96. http://dx.doi.org/10.14445/22312803/IJCTT-V71I7P102

Porello, D., Guizzardi, G., Sales, T. P., & Amaral, G. (2020). A Core Ontology for Economic Exchanges. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12400 LNCS(October), 364–374. https://doi.org/10.1007/978-3-030-62522-1_27

Porello, D., Guizzardi, G., Sales, T. P., Amaral, G., & Guarino, N. (2020). An ontological account of the action theory of economic exchanges. CEUR Workshop Proceedings, 2574, 157–169.

Putra, A. H. P. K., Rivera, K. M., & Pramukti, A. (2023). Optimizing Marketing Management Strategies Through IT Innovation: Big Data Integration for Better Consumer Understanding. Golden Ratio of Mapping Idea and Literature Format, 3(1), 71-91. http://dx.doi.org/10.52970/grmilf.v3i1.398

Reshetko, N., Safronova, A., Vakulenko, S., Kurenkov, P., & Sokolova, A. (2021). Quality Assessment of Management Decisions in the System of Marketing and Public Relations of a Transport Enterprise. Transportation Research Procedia, 54(2020), 380–387. https://doi.org/10.1016/j.trpro.2021.02.087

Sergeevna, T. A., & Ivanovich, B. P. (2020). Self-Actualization In The Process Of Consumption Of A Cultural Product. European Proceedings of Social and Behavioural Sciences, 2488–2494. https://doi.org/10.15405/epsbs.2020.10.05.329

Sianturi, M. (2023). Filsafat dan Pengetahuan Modern. Pusat Karir dan Riset STIE Mulia Pratama.

Soto, C. G. (2006). Socio-cultural barriers to applying fishers' knowledge in fisheries management: An evaluation of literature cases (Doctoral dissertation, Simon Fraser University).

Suherlan, S., & Okombo, M. O. (2023). Technological innovation in marketing and its effect on consumer behaviour. Technology and Society Perspectives (TACIT), 1(2), 94-103. https://doi.org/10.61100/tacit.v1i2.57

Sunyoto, A. B., & Winarno, A. (2024). The Role of Ontology in Marketing Management Decisions in Manufacturing Companies: A Scoping Review. Management, Economics, Trade, and Accounting Journal (META-JOURNAL), 2(2), 87-93.

Tadajewski, M. (2019). Habit as a central concept in marketing. Marketing Theory, 19(4), 447–466. https://doi.org/10.1177/1470593119847251

Terho, H., Mero, J., Siutla, L., & Jaakkola, E. (2022). Digital content marketing in business markets: Activities, consequences, and contingencies along the customer journey. Industrial Marketing Management, 105, 294-310. https://doi.org/10.1016/j.indmarman.2022.06.006

Wahab, W. A., & Rahman, S. A. (2018). A Brief Review on the Knowledge Management and Data Mining for Marketing Decision. International Journal of Academic Research in Business and Social Sciences, 8(9). https://doi.org/10.6007/ijarbss/v8-i9/4588

Published
2025-05-27
How to Cite
Sunyoto, A. B., Winarno, A., Zagladi, A. N., Wardana, L. W., & Siswanto, E. (2025). Integration of Ontology in Marketing Management Decisions: A Systematic Literature Review. Journal La Sociale, 6(4), 995-1003. https://doi.org/10.37899/journal-la-sociale.v6i4.1795