The Subscription Economy in Educational Platforms: Business Model Optimization Based on User Lifetime Value
Keywords:
online education, subscription economy, user lifetime value (LTV), engagement analytics, business model optimizationAbstract
Online education has shifted from user acquisition to retention-focused sustainability, driving the adoption of subscription-based business models. Existing studies on the subscription economy emphasize pricing and churn management but overlook how pedagogical engagement and learning satisfaction shape long-term profitability. This study integrates Customer Lifetime Value (LTV) theory, the Subscription Economy Model (SEM), and the Educational Service Value Chain (ESVC) to construct an engagement-driven analytical framework. Using a comparative case study of Coursera Plus, NetEase Youdao Premium Courses, and Duolingo Super, it analyzes the interaction among engagement, pedagogy, and pricing. Findings reveal that user engagement and adaptive feedback mechanisms significantly enhance renewal probability, while perceived fairness in pricing reinforces long-term loyalty. The study identifies LTV as a multidimensional construct encompassing financial, behavioral, and cognitive value. By linking educational effectiveness with business viability, the research provides actionable strategies for optimizing subscription models, emphasizing engagement analytics, adaptive pricing, and pedagogical quality, to achieve sustainable growth in the digital education economy.References
1. O. Bilovodska, T. Kravchuk, I. Ponomarenko, K. Bliumska-Danko, and A. Kononenko, "Artificial intelligence for marketing product strategy in the online education market," 2024. doi: 10.57111/econ/3.2024.18
2. C. W. J. Lindström, B. Maleki Vishkaei, and P. De Giovanni, "Subscription-based business models in the context of tech firms: theory and applications," International Journal of Industrial Engineering and Operations Management, vol. 6, no. 3, pp. 256-274, 2024. doi: 10.1108/ijieom-06-2023-0054
3. N. Ali, and O. S. Shabn, "Customer lifetime value (CLV) insights for strategic marketing success and its impact on organizational financial performance," Cogent Business & Management, vol. 11, no. 1, p. 2361321, 2024. doi: 10.1080/23311975.2024.2361321
4. K. Yum, and J. Kim, "The influence of perceived value, customer satisfaction, and trust on loyalty in entertainment platforms," Applied Sciences, vol. 14, no. 13, p. 5763, 2024. doi: 10.3390/app14135763
5. FA Bankole, and L. Tewogbade, "Optimizing subscription cost structures in technology enterprises using scalable, data-informed forecasting techniques," International Journal of Scientific Engineering Research and Science Education and Technology, vol. 11, no. 6, pp. 359-392, 2024.
6. J. Vijaya, and M. N., "Artificial Intelligence-Based Customer Churn Prediction for Smart Business in Education Sector," In Artificial Intelligence and Human Agency in Education: Volume One: The Nexus Between AI and Human Agency in Educational Contexts, 2025, pp. 69-107.
7. P. Somasundaram, and K. A. Pillai, "Optimizing trial experiences in cloud platforms: challenges, strategies, and impact on user engagement and conversion rate," International Journal of Recent Technology and Engineering (IJRTE), vol. 12, no. 5, pp. 34-38, 2024. doi: 10.35940/ijrte.e7991.12050124
8. D. B. Olimjonovich, "The subscription economy: Transforming business models," Web of Discoveries: Journal of Analysis and Inventions, vol. 2, no. 3, pp. 71-76, 2024.
9. M. Mukhopadhyay, "Examining Drivers of B2B Subscription Commerce in Digital Ecosystem Using Fuzzy Cognitive Mapping," Journal of Contemporary Business Research, vol. 1, no. 1, pp. 23-33, 2025. doi: 10.1177/3049513x241292862
10. A. M. Anson, "Beyond the classroom: MOOCs and the evolution of lifelong learning," Journal of Computer Science Application and Engineering (JOSAPEN), vol. 2, no. 1, pp. 6-10, 2024. doi: 10.70356/josapen.v2i1.22
11. J. Chen, Y. Zhang, and L. Wang, "The Impact of Service Robot Communication Style on Consumers' Continued Willingness to Use," Collabra: Psychology, vol. 11, no. 1, p. 128020, 2025. doi: 10.1525/collabra.128020
12. D. Muratcehajic, and S. M. C. Loureiro, "Subscriber retention management: SRM framework and future research agenda," Journal of Services Marketing, vol. 38, no. 8, pp. 1030-1057, 2024. doi: 10.1108/jsm-02-2024-0062
13. V. Andersson, "Developing a systematic framework for churn mitigation in a B2B SaaS environment," 2024.
14. A. Karagkouni, "Integrating Sustainable Corporate Performance into Entrepreneurship Education," In Integrating Simulation Tools Into Entrepreneurship Education, 2025, pp. 83-108. doi: 10.4018/979-8-3693-9040-5.ch005
15. J. Li, S. Liu, X. Gong, S. B. Yang, and Y. Liu, "Technology affordance, national polycontextuality, and customer loyalty in the cross-border e-commerce platform: A comparative study between China and South Korea," Telematics and Informatics, vol. 88, p. 102099, 2024.

