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Building Predictive Identity Threat Models Using Behavioral Biometrics and Zero Trust Cybersecurity Principles

Tamuka Mavenge Moyo, Sylvester Tafirenyika, Abimbola Eunice Ajayi, Ajao Ebenezer, Taiwo, Amardas Tuboalabo, Tahir Tayor Bukhari

Abstract

This review explores the integration of behavioral biometrics and Zero Trust cybersecurity principles in building predictive identity threat models for advanced cyber defense. As traditional perimeter-based security becomes increasingly ineffective against sophisticated identity-based attacks, the fusion of behavioral biometrics—such as keystroke dynamics, mouse movement, touchscreen behavior, and gait recognition—with Zero Trust frameworks offers a more dynamic and continuous method of user authentication and threat prediction. By leveraging machine learning algorithms to analyze behavioral patterns in real time, organizations can identify anomalies indicative of account compromise, insider threats, or unauthorized access. Zero Trust, which operates on the principle of “never trust, always verify,” ensures that every user and device is continuously authenticated, authorized, and validated based on risk context and behavioral insights. This paper synthesizes the state-of-the-art technologies, architectures, and analytical techniques underpinning predictive identity threat modeling. It also examines use cases across sectors, implementation challenges, and future directions for securing digital identities in an era of pervasive cyber threats.

Keywords

Behavioral Biometrics; Identity Threat Detection; Zero Trust Architecture; Predictive

References

Abdallah, S., Godwins, O. P. & Ijiga, A. C. (2024). AI-powered nutritional strategies: Analyzing the impact of deep learning on dietary improvements in South Africa, India, and the United States. Magna Scientia Advanced Research and Reviews, 2024, 11(02), 320–345. Abdul-Azeez, O., Ihechere, A. O., & Idemudia, C. (2024). Transformational leadership in SMEs: Driving innovation, employee engagement, and business success. World Journal of Advanced Research and Reviews, 22(3), 1894-1905. Abiola, O. A., Okeke, I. C., & Ajani, O. B. (2024). Integrating taxation, financial controls, and risk management: a comprehensive model for small and medium enterprises to foster economic resilience. International Journal of Management & Entrepreneurship Research. P-ISSN, 2664-3588. Abiola, O. A., Okeke, I. C., & Ajani, O. B. (2024). The role of tax policies in shaping the digital economy Addressing challenges and harnessing opportunities for sustainable growth. International Journal of advanced Economics. P-ISSN, 2707-2134. Abiola, O. B. & Ijiga, M. O. (2025), Implementing Dynamic Confidential Computing for Continuous Cloud Security Posture Monitoring to Develop a Zero Trust-Based Threat Mitigation Model. International Journal of Innovative Science and Research Technology (IJISRT) IJISRT25MAY587, 69-83. DOI: 10.38124/ijisrt/25may587. Adaga, E. M., Egieya, Z. E., Ewuga, S. K., Abdul, A. A., & Abrahams, T. O. (2024). A comprehensive review of ethical practices in banking and finance. Finance & Accounting Research Journal, 6(1), 1-20. Adaga, E. M., Egieya, Z. E., Ewuga, S. K., Abdul, A. A., & Abrahams, T. O. (2024). Tackling economic inequalities through business analytics: A literature review. Computer Science & IT Research Journal, 5(1), 60-80. Adanigbo, O. S., Ezeh, F. S., Ugbaja, U. S., Lawal, C. I., & Friday, S. C. (2024). Advances in Blockchain and IoT Applications for Secure, Transparent, and Scalable Digital Financial Transactions. institutions, 28, 30. Adanigbo, O. S., Kisina, D., Daraojimba, A. I., Ubanadu, B. C., Ochuba, N. A., & Gbenle, T. P. (2024). A conceptual model for AI-powered anomaly detection in airline booking and transaction systems. International Journal of Future Engineering Innovations, 1(1), 93– https://doi.org/10.54660/IJFEI.2024.1.1.93-100 Addy, W. A., Ajayi-Nifise, A. O., Bello, B. G., Tula, S. T., Odeyemi, O., & Falaiye, T. (2024). Transforming financial planning with AI-driven analysis: A review and application insights. World Journal of Advanced Engineering Technology and Sciences, 11(1), 240- Adebayo, A. S., Ajayi, O. O., & Chukwurah, N. (2024). AI-Driven Control Systems for Autonomous Vehicles: A Review of Techniques and Future Innovations. Adebayo, A. S., Ajayi, O. O., & Chukwurah, N. (2024). Explainable AI in robotics: A critical review and implementation strategies for transparent decision-making. Journal of Robotics and AI Systems, 12(4), 101-118. Adebayo, A. S., Chukwurah, N., & Ajayi, O. O. (2024). Leveraging Foundation Models in Robotics: Transforming Task Planning and Contextual Execution. Journal Name Unspecified. Adegoke, T. I., Ofodile, O. C., Ochuba, N. A., & Akinrinol, O. (2024). Evaluating the fairness of credit scoring models: A literature review on mortgage accessibility for under-reserved populations. GSC Advanced Research and Reviews, 18(3), 189-199. Adegoke, T. I., Ofodile, O. C., Ochuba, N. A., & Akinrinola, O. (2024). Data analytics in finance and mortgage: A catalyst for addressing inequities faced by under-reserved populations in the USA. International Journal of Science and Research Archive, 11(2), 338-347. Adegoke, T. I., Ofodile, O. C., Ochuba, N. A., & Akinrinola, O. (2024). Transparent reporting and equity in mortgage lending: A comprehensive review. World Journal of Advanced Research and Reviews, 21(3), 1020-1030. Adekoya, O. O., Daudu, C. D., Okoli, C. E., Isong, D., Adefemi, A., & Tula, O. A. (2024). The role of environmental policies in shaping oil and gas operations: A comparative review of Africa and the USA. International Journal of Science and Research Archive, 11(1), 798- Adekoya, O. O., Isong, D., Daudu, C. D., Adefemi, A., Okoli, C. E., & Tula, O. A. (2024). Reviewing the advancements in offshore drilling technologies in the USA and their global impact. World Journal of Advanced Research and Reviews, 21(1), 2242-2249. Adekunle, B. I., Chukwuma-Eke, E. C., Balogun, E. D., & Ogunsola, K. O. (2024). Optimizing internal control systems through blockchain-based financial reporting: Opportunities and risks. International Journal of Management and Organizational Research, 3(1), 213-222. Adelani, F. A., Okafor, E. S., Jacks, B. S., & Ajala, O. A. (2024). Theoretical frameworks for the role of AI and machine learning in water cybersecurity: Insights from African and US applications. Computer Science & IT Research Journal, 5(3), 681-692. Adepoju, A. H., Eweje, A., Collins, A., & Austin-Gabriel, B. (2024). Automated offer creation pipelines: An innovative approach to improving publishing timelines in digital media platforms. International Journal of Multidisciplinary Research and Growth Evaluation, 5(6), 1475-1489. Adepoju, A. H., Eweje, A., Collins, A., & Austin-Gabriel, B. (2024). Framework for migrating legacy systems to next-generation data architectures while ensuring seamless integration and scalability. International Journal of Multidisciplinary Research and Growth Evaluation, 5(6), 1462-1474. Aderonmu, A. I., & Ajayi, O. O. (2024). Artificial intelligence-based spectrum allocation strategies for dynamic spectrum access in 5G and IMS networks. ATBU Journal of Science, Technology and Education, 12(2), 482-493. Adewale, T. T., Eyo-Udo, N. L., Toromade, A. S., & Ngochindo, A. (2024). Optimizing food and FMCG supply chains: A dual approach leveraging behavioral finance insights and big data analytics for strategic decision-making. Comprehensive Research and Reviews Journal, 2(1). Adewale, T. T., Igwe, A. N., Eyo-Udo, N. L., & Toromade, A. S. (2024). Optimizing the food supply chain through the integration of financial models and big data in procurement: A strategy for reducing food prices. Unpublished manuscript. Adewoyin, M.A., Ogunnowo, E.O., Fiemotongha, J.E., Igunma, T.O. & Adeleke, A.K., 2024. Advances in AI-Based Optimization for Multiphysics Fluid Dynamics in Product Design Engineering. International Journal of Scientific Research in Science and Technology, 11(2), pp.1046-1081. DOI: 10.32628/IJSRST251222713. Adewusi, A. O., Okoli, U. I., Olorunsogo, T., Adaga, E., Daraojimba, D. O., & Obi, O. C. (2024). Artificial intelligence in cybersecurity: Protecting national infrastructure: A USA. World Journal of Advanced Research and Reviews, 21(1), 2263-2275. Adeyemi, A.B., Ohakawa, T.C., Okwandu, A.C., Iwuanyanwu, O. & Gil-Ozoudeh, I., 2024.High- Density Affordable Housing: Architectural Strategies for Maximizing Space and Functionality. International Journal of Engineering Inventions, 13(9), pp.240-247. DOI: Adeyemi, A.B., Ohakawa, T.C., Okwandu, A.C., Iwuanyanwu, O. & Gil-Ozoudeh, I., 2024.Energy-Efficient Building Envelopes for Affordable Housing: Design Strategies and Material Choices. International Journal of Engineering Inventions, 13(9), pp.248-254. DOI: Adeyemi, A.B., Ohakawa, T.C., Okwandu, A.C., Iwuanyanwu, O. & Gil-Ozoudeh, I., 2024.Advanced Building Information Modeling (BIM) for Affordable Housing Projects: Enhancing Design Efficiency and Cost Management. Comprehensive Research and Reviews in Science and Technology, 2(1), pp.001–009. DOI: 10.57219 /crrst. 2024.2.1.0029. Ajayi, A. A., Igba, E., Soyele, A. D., & Enyejo, J. O. (2024). Enhancing Digital Identity and Financial Security in Decentralized Finance (Defi) through Zero-Knowledge Proofs (ZKPs) and Blockchain Solutions for Regulatory Complianc

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