Submit your papersSubmit Now
For Enquiries: [email protected]
IIARD LogoIIARD

Advances in Artificial Intelligence Driven Forensic Schedule Analytics for Construction Claims Resolution

Dominic Feboh, Abeebat Ajirotutu, Ogochukwu T. Izuchukwu

Abstract

The growing complexity and increasing scale of construction projects necessitate advanced techniques for managing delays and disputes. In this context, Artificial Intelligence (AI) driven forensic schedule analytics has emerged as a transformative tool for construction claims resolution. This review paper explores the advances in AI applications for analyzing construction project schedules, emphasizing its role in identifying, assessing, and mitigating project delays. AI technologies such as machine learning, deep learning, and natural language processing have enabled the automation of complex scheduling tasks, providing unprecedented accuracy in detecting discrepancies, validating claims, and forecasting potential delays. Furthermore, AI-driven solutions facilitate the integration of multiple data sources, improving the overall efficiency of claims resolution by offering real-time insights and predictive capabilities. This paper reviews the latest developments in AI for forensic schedule analysis, focusing on algorithmic advancements, data integration strategies, and the application of AI in dispute resolution. Through a detailed examination of case studies and existing AI models, the paper highlights the strengths, limitations, and future directions of AI in forensic scheduling. Ultimately, it underscores the potential for AI to streamline the construction claims process, reduce legal disputes, and improve project outcomes. The paper concludes with a discussion on the challenges and ethical considerations in the implementation of AI in construction claims resolution.

Keywords

Artificial IntelligenceForensic Schedule AnalyticsConstruction Claims ResolutionMachine LearningDelay AnalysisDispute Resolution.

References

Agbabiaka, J., Okonkwo, C.S., Ogunwole, O., Mayo, W. & Okeke, O.T., 2019. Supply Chain Risk Management Model for EPC and Gas Processing Projects. IRE Journals, 3(2), pp.968–980. DOI: 10.64388/IREV3I2-1713124. Ahmed, K.S. & Odejobi, O.D., 2018. Conceptual Framework for Scalable and Secure Cloud Architectures for Enterprise Messaging. IRE Journals, 2(1), pp.1-15. Ahmed, K.S. & Odejobi, O.D., 2018. Resource Allocation Model for Energy-Efficient Virtual Machine Placement in Data Centers. IRE Journals, 2(3), pp.1-10. Ahmed, K.S., Odejobi, O.D. & Oshoba, T.O., 2019. Algorithmic Model for Constraint Satisfaction in Cloud Network Resource Allocation. IRE Journals, 2(12), pp.1-10. Ahmed, K.S., Odejobi, O.D. & Oshoba, T.O., 2020. Predictive Model for Cloud Resource Scaling Using Machine Learning Techniques. Journal of Frontiers in Multidisciplinary Research, 1(1), pp.173-183. DOI: 10.54660/.IJFMR.2020.1.1.173-183. Ahmed, K.S., Odejobi, O.D. & Oshoba, T.O., 2021. Certifying Algorithm Model for Horn Constraint Systems in Distributed Databases. International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 7(1), pp.537-554. DOI: 10.32628/IJSRCSEIT21711205. Akindamola Samuel Akinola, Chizoba Michael Okafor, Omoize Fatimetu Dako, & Olaolu Samuel Adesanya. (2020). Evidence-informed Advisory for Ultra-High-Net-Worth Clients: Portfolio Governance and Fiduciary Risk Controls. Journal of Frontiers in Multidisciplinary Research, 1(2), pp.112-120. Akindamola Samuel Akinola, Olaolu Samuel Adesanya, Chizoba Michael Okafor, & Blessing Olajumoke Farounbi. (2018). Automated Payroll Compliance Assurance: Linking Withholding Algorithms to Financial Statement Reliability. IRE Journals, 1(7). Aminu-Ibrahim, A. Y., Ogbete, J. C., & Ambali, K. B. (2018). Developing sustainable diagnostic laboratory infrastructure models for emerging and resource constrained health systems. Iconic Research and Engineering Journals, 1(8), 118-132. https://doi.org/10.64388/IREV1I8-1713586 Aminu-Ibrahim, A.Y., Ogbete, J.C. & Ambali, K.B., 2019. Capital Project Delivery Models for High Risk Healthcare Infrastructure in Developing National Health Systems. Iconic Research and Engineering Journals, 2(10), pp.626–649. DOI: 10.64388/IREV2I10- 1713588. Aminu-Ibrahim, A.Y., Ogbete, J.C. & Ambali, K.B., 2020. Infrastructure Driven Expansion of Diagnostic Access Across Underserved and Rural Healthcare Regions. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.691–706. DOI: 10.54660/IJMRGE.2020.1.5.691-706. Anichukwueze, C. C., Osuji, V. C., & Oguntegbe, E. E. (2019). Global marketing law and consumer protection challenges: a strategic framework for multinational compliance. IRE Journals, 3(6), 325-333. www.iiardpub.org Anichukwueze, C. C., Osuji, V. C., & Oguntegbe, E. E. (2020). Designing ethics and compliance training frameworks to drive measurable cultural and behavioral change. Int J Multidiscip Res Growth Eval, 1(3), 205-20. Anichukwueze, C. C., Osuji, V. C., & Oguntegbe, E. E. (2021). Blockchain-based architectures for tamper-proof regulatory recordkeeping and real-time audit readiness. Int J Multidiscip Res Growth Eval, 2(6), 485-504. Anichukwueze, C. C., Osuji, V. C., & Oguntegbe, E. E. (2021). Digital Marketing Compliance Risk Mitigation: Balancing Growth Objectives with Multi-Jurisdictional Regulations. Anioke, S. C., & Atima, M. E. (2018). Regulatory Analytics Approaches for Improving Occupational Health Safety Outcomes Across Public and Private Workplaces. ANIOKE, S. C., & ATIMA, M. E. (2019). Digital Employer Risk Rating Frameworks Supporting Public Health Oriented Social Insurance Compliance Systems. Arowogbadamu, A. A., Oziri, S. T., & Bibire Seyi-Lande, O., 2020. Geo-Marketing Analytics for Driving Strategic Retail Expansion and Improving Market Penetration in Telecommunications. International Journal of Multidisciplinary Futuristic Development, 1(2), pp. 50–60. DOI: 10.54660/IJMFD.2020.1.2.50-60 Arowogbadamu, A. A.-G., Oziri, S. T., & Bibire, O. S.-L., 2018. A Comprehensive Framework for High-Value Analytical Integration to Optimize Network Resource Allocation and Strategic Growth. IRE Journals, 1(11), pp.76-87. DOI: 10.32628/IRE1710817. Arowogbadamu, A. A.-G., Oziri, S. T., & Bibire, O. S.-L., 2021. Data-Driven Customer Value Management Strategies for Optimizing Usage, Retention, and Revenue Growth in Telecoms. Shodhshauryam, International Scientific Refereed Research Journal, 4(4), pp.294-314. DOI: 10.32628/SHISRRJ214455 Atima, M. E., & Anioke, S. C. (2020). Policy Enforcement Mechanisms Linking Occupational Health Regulation with Population Level Public Health Protection. Policy, 1(5). Baker, H., & Reid, S. (2018). Machine learning applications in construction schedule delay analysis. Journal of Construction Engineering and Management. Bamgboye, E. A., Gado, P., Olusanmi, I. M., Magaji, D., Atobatele, A., Iwuala, F., & Ladipo, O. A. (2019). Mode of transmission of HIV infection among orphans and vulnerable children in some selected States in Nigeria. Journal of AIDS and HIV Research, 11(5), 47-51. Bibire Seyi-Lande, O., Arowogbadamu, A. A., & Oziri, S. T., 2020. End-to-End Product Lifecycle Management as a Strategic Framework for Innovation in Telecommunications Services. International Journal of Multidisciplinary Evolutionary Research, 1(2), pp. 54– 64. DOI: 10.54660/IJMER.2020.1.2.54-64. Bibire, O. S.-L., Arowogbadamu, A. A.-G., & Oziri, S. T., 2019. Dynamic Tariff Modeling as a Predictive Tool for Enhancing Telecom Network Utilization and Customer Experience. IRE Journals, 2(12), pp.436-447. DOI: 10.32628/IRE1710815. Bibire, O. S.-L., Arowogbadamu, A. A.-G., & Oziri, S. T., 2021. Agile and Scrum-Based Approaches for Effective Management of Telecommunications Product Portfolios and www.iiardpub.org Services. Gyanshauryam, International Scientific Refereed Research Journal, 4(3), pp.169-191. DOI: 10.32628/GISRRJ1213319. Blessing Olajumoke Farounbi, Chizoba Michael Okafor, & Esther Ebunoluwa Oguntegbe. (2020). Strategic Capital Markets Model for Optimizing Infrastructure Bank Exit and Liquidity Events. Journal of Frontiers in Multidisciplinary Research, 1(2), pp.121-130. Blessing Olajumoke Farounbi, Chizoba Michael Okafor, & Esther Ebunoluwa Oguntegbe. (2019). Framework for Leveraging Private Debt Financing to Accelerate SME Development and Expansion. IRE Journals, 2(10). Blessing Olajumoke Farounbi, Chizoba Michael Okafor, & Esther Ebunoluwa Oguntegbe. (2019). Conceptual Model for Innovative Debt Structuring to Enhance Mid-Market Corporate Growth Stability. IRE Journals, 2(12). Blessing Olajumoke Farounbi, Chizoba Michael Okafor, & Esther Ebunoluwa Oguntegbe. (2019). Empirical Review of Risk-Adjusted Return Metrics in Private Credit Investment Portfolios. IRE Journals, 3(4). Blessing Olajumoke Farounbi, Ogochukwu Prisca Onyelucheya, Chizoba Michael Okafor, & Akindamola Samuel Akinola. (2020). Translating Finance Bills into Strategy: Sectoral Impact Mapping and Regulatory Scenario Analysis. Journal of Frontiers in Multidisciplinary Research, 1(2), pp.102-111. Chen, L., & Fan, Z. (2020). Artificial intelligence for forensic schedule analysis: A review of current trends. Automation in Construction. Chizoba Michael Okafor, Blessing Olajumoke Farounbi, Ogochukwu Prisca Onyelucheya, & Omoize Fatimetu Dako. (2019). Detecting Financial Statement Irregularities: Hybrid Benford-Outlier-Process-Mining Anomaly Detection Architecture. IRE Journals, 3(5). Chizoba Michael Okafor, Omoize Fatimetu Dako, & Vivian Chilee Osuji. (2021). Engineering High-Throughput Digital Collections Platforms for Multi-Billion-Dollar Payment Ecosystems. Shodhshauryam, International Scientific Refereed Research Journal, 4(4), pp.315-335. DOI: 10.32628/SHISRRJ Chizoba Michael Okafor, Omoize Fatimetu Dako, Olaolu Samuel Adesanya, & Blessing Olajumoke Farounbi. (2021). Finance-Led Process Redesign and OPEX Reduction: A Casual Inference Framework for Operational Savings. Gyanshauryam, International Scientific Refereed Research Journal, 4(1), pp.209-231. Chizoba Michael Okafor, Vivian Chilee Osuji, & Omoize Fatimetu Dako. (2021). Fintech- Enabled Transformation of Transaction Banking and Digital Lending as a Catalyst for SME Growth and Financial Inclusion. Shodhshauryam, International Scientific Refereed Research Journal, 4(4), pp.336-355. DOI: 10.32628/SHISRRJ Dada, T., Isiekwu, C. P., & Oluwo, K. (2021). Advances in multinational cash flow consolidation and FX risk control using tiered treasury architecture. IRE Journals, 4(11). https://doi.org/10.64388/IREV4I11-1714351 www.iiardpub.org Dada, T., Isiekwu, C. P., & Oluwo, K. (2021). Designing CRM-based sales forecasting models for multichannel lending institutions. IRE Journals, 5(3). https://doi.org/10.64388/IREV513-1714352 Dako, O. F., Okafor, C. M., & Osuji, V. C. (2021). Fintech-enabled transformation of transaction banking and digital lending as a catalyst for SME growth and financial inclusion. Shodhshauryam. International Scientific Refereed Research Journal, 4(4), 336-355. Davis, K., & White, T. (2019). Predictive modeling for construction dispute resolution using neural networks. Legal Technology Review. Efobi, O. Z., Akinleye, O. K., & Fasawe, O. (2017). Framework for Quantitative Evaluation of ESG Adoption within SME Supply Chains in Emerging Economies. measurement. Efobi, O. Z., Akinleye, O. K., & Fasawe, O. (2021). Framework for Data-Driven Operations Management and Performance Improvement in Educational Institutions. Ekechi, A. T. & Fasasi, T. S.(2020). Conceptual Framework for Process Optimization in Gas Turbine Performance and Energy Efficiency. _International Journal of Future Engineering Innovations_, 1(2), 138 - 153. https://doi.org/10.54660/IJMFD.2020.1.2.138-153 Ekechi, A. T. & Fasasi, T. S.(2020). Conceptual Framework for Sustainable Gas Processing and Dehydration Efficiency in Offshore Facilities. _International Journal of Multidisciplinary Futuristic Development_, 1(5), 340 - 357. https://doi.org/10.54660/.IJMRGE.2020.1.5.340-357 Ekechi, A. T. & Fasasi, T. S.(2020). Conceptual Model for Regeneration of Biodiesel from Agricultural Feedstock and Waste Materials. _International Journal of Multidisciplinary Futuristic Development_, 1(2), 154 - 169. https://doi.org/10.54660/IJMFD.2020.1.2.154- 169 Ekechi, A. T. (2019). Framework for Lifecycle Management and Recycling of Spent Lithium- Ion Battery Components. _International Journal of Multidisciplinary Research and Growth Evaluation_, 4(6), 1271 - 1290. https://doi.org/10.54660/.IJMRGE.2023.4.6.1271-1290 Ekechi, A. T. (2020). Framework for Evaluating the Thermodynamic Behavior of Gas Turbine Components under Variable Conditions. _International Journal of Multidisciplinary Futuristic Development_, 1(5), 358 - 374. https://doi.org/10.54660/.IJMRGE.2020.1.5.358-374 Ekeocha A.H, Aganga A.A, Adejoro F.A, Oyebanji A, Oluwadele J.F, and Tawose O.M. (2021). Phenotypic Characteristics of Indigenous Chickens in Selected Regions of Nigeria. J. World Poult. Res. 11(3): 352-358, 2021; pii: S2322455X2100042-11.DOI: https://dx.doi.org/10.36380/jwpr.2021.42. Elebe, O., & Imediegwu, C. C. (2021). Business Requirements Documentation as a Tool for Enhancing Financial Compliance in Nigerian Banks. Int J Multidiscip Res Growth Eval, 2(4), 919-27. www.iiardpub.org Ezeh, F. E., Oparah, O. S., Gado, P., Adeleke, A. S., Gbaraba, S. V., & Omotayo, O. (2021). Predictive analytics framework for forecasting emergency room visits and optimizing healthcare resource allocation. DOI: https://doi. org/10.54660/. IJMRGE, 4-1095. Ezeh, F.E., Oparah, O.S., Gado, P., Adeleke, A.S., Gbaraba, S.V. & Omotayo, O., 2021. Predictive Analytics Framework for Forecasting Emergency Room Visits and Optimizing Healthcare Resource Allocation. International Journal of Multidisciplinary Research and Growth Evaluation, 2(4), pp.1095–1112. DOI: 10.54660/IJMRGE.2021.2.4.1095-1112. Fadayomi, O., Bello, A. D., Elebe, O., Hammed, N. I., & Omoegun, G. O. (2021). An integrated cybersecurity and anti-money laundering governance framework for financial crime prevention. Iconic Research and Engineering Journals, 4(11), 584–600. https://doi.org/10.64388/IREV4I11-1713552 Gado, P., Oparah, O.S., Ezeh, F.E., Gbaraba, S.V., Adeleke, A.S. & Omotayo, O., 2020. Framework for Developing Data-Driven Nutrition Interventions Targeting High-Risk Low-Income Communities Nationwide. International Journal of Multidisciplinary Research and Growth Evaluation, 1(3), pp.244–271. DOI: 10.54660/IJMRGE.2020.1.3.244-271. Gunduz, M., & Almuajebh, M. A. (2019). Critical success factors for sustainable construction project management. Sustainability. Isiekwu, C. P., Oluwo, K., & Dada, T. (2021). A conceptual model for CFO-led strategic finance in joint venture and cross-border partnerships. IRE Journals, 4(7). https://doi.org/10.64388/IREV417-1714350 Lawal, O. A., & Oduleye, T. E. (2018). A conceptual model for financial analytics-driven enterprise value creation in technology firms. IRE Journals, 2(2), 174. Lawal, O. A., & Oduleye, T. E. (2018). A review and conceptual framework for tax governance and cross-border compliance analytics. IRE Journals, 2(5), 336. Lawal, O. A., & Oduleye, T. E. (2019). A conceptual risk assessment model for transfer pricing in multinational corporations. IRE Journals, 2(12), 587. Lawal, O. A., & Oduleye, T. E. (2019). Conceptualizing data-driven executive decision systems for strategic financial planning. IRE Journals, 3(3), 370. Lawal, O. A., & Oduleye, T. E. (2021). A conceptual decision model for capital allocation using financial analytics. Gyanshauryam, International Scientific Refereed Research Journal, 4(2), 269–295. https://doi.org/10.32628/GISRRJ Lawal, O. A., & Oduleye, T. E. (2021). Aligning financial planning analytics with corporate strategy: A conceptual integration model. Shodhshauryam, International Scientific Refereed Research Journal, 4(3), 319–346. Mayo, W., Ogbole, J. I., Okoruwa, P. O., & Babatope, O. M. (2021). Designing an AI-Predictive Maintenance Model for E-Commerce Systems Using Machine Learning and Cloud Analytics. Michael, O.N. & Ogunsola, O.E., 2021. Analyzing the Alignment of Agricultural Policy Frameworks with National Sustainable Development Priorities. International Journal of www.iiardpub.org Scientific Research in Computer Science, Engineering and Information Technology, 7(1), pp.492-518. DOI: 10.32628/IJSRCSEIT. Michael, O.N. & Ogunsola, O.E., 2021. Assessing the Role of Digital Agriculture Tools in Shaping Sustainable and Inclusive Food Systems. Gyanshauryam, International Scientific Refereed Research Journal, 4(4), pp.154-181. DOI: 10.32628/GISRRJ. Michael, O.N. & Ogunsola, O.E., 2021. Impact of Data-Driven Agricultural Policy Models on Food Production Efficiency and Resource Optimization. Gyanshauryam, International Scientific Refereed Research Journal, 4(4), pp.182-208. DOI: 10.32628/GISRRJ. Michael, O.N., Ogunsola, O.E., 2019. Determinants of Access to Agribusiness Finance and Their Influence on Enterprise Growth in Rural Communities. Iconic Research and Engineering Journals, 2(12), pp.533–548. Michael, O.N., Ogunsola, O.E., 2019. Strengthening Agribusiness Education and Entrepreneurial Competencies for Sustainable Youth Employment in Sub-Saharan Africa. Moyo, T. M., Taiwo, A. E., Ajayi, A. E., Tafirenyika, S., Tuboalabo, A., & Bukhari, T. T. (2021). Designing Smart BI Platforms for Government Healthcare Funding Transparency and Operational Performance Improvement. NDUKA, S. (2020). Analytical Framework for Linking Soil Fertility Parameters with Agricultural Output Efficiency. _International Journal of Multidisciplinary Research and Growth Evaluation_, 1(5), 244 - 262. https://doi.org/10.54660/.IJMRGE.2020.1.5.244- 262 NDUKA, S. (2020). Analytical Model for Examining Fertiliser Subsidy Performance and Economic Outcomes. _International Journal of Multidisciplinary Research and Growth Evaluation_, 1(5), 291 - 310. https://doi.org/10.54660/.IJMRGE.2020.1.5.291-310 NDUKA, S. (2020). Integrated Approach for Combining Spatial Data and Economic Indicators in Land Evaluation. _International Journal of Multidisciplinary Research and Growth Evaluation_, 1(5), 311 - 328. https://doi.org/10.54660/.IJMRGE.2020.1.5.311-328 NDUKA, S. (2020). Modelling Approach to Evaluate Carbon Retention and Climate Interaction in Dryland Farming. _International Journal of Multidisciplinary Research and Growth Evaluation_, 1(5), 263 - 280. https://doi.org/10.54660/.IJMRGE.2020.1.5.263-280 Nwafor, M.I., Ajirotutu, R.O. & Uduokhai, D.O., 2020. Framework for Integrating Cultural Heritage Values into Contemporary African Urban Architectural Design. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.394–401. DOI: 10.54660/IJMRGE.2020.1.5.394-401. Nwafor, M.I., Desmond Stephen, G.O.I., Uduokhai, D.O. & Aransi, A.N., 2018. Socioeconomic Determinants Influencing the Affordability and Sustainability of Urban Housing in Nigeria. IRE Journals, 2(3), pp.154–169. DOI: 10.64388/IREV2I3-1712237. Nwafor, M.I., Desmond Stephen, G.O.I., Uduokhai, D.O. & Aransi, A.N., 2019. Architectural Interventions for Enhancing Urban Resilience and Reducing Flood Vulnerability in African Cities. IRE Journals, 2(8), pp.321–334. DOI: 10.64388/IREV2I8-1712238. www.iiardpub.org Nwafor, M.I., Stephen, G.O.D.I., Uduokhai, D.O. & Aransi, A.N., 2018. Socioeconomic Determinants Influencing the Affordability and Sustainability of Urban Housing in Nigeria. IRE Journals, 2(3), pp.154-169. Nwafor, M.I., Stephen, G.O.D.I., Uduokhai, D.O. & Aransi, A.N., 2019. Architectural Interventions for Enhancing Urban Resilience and Reducing Flood Vulnerability in African Cities. IRE Journals, 2(8), pp.321-334. Nwafor, M.I., Uduokhai, D.O. & Ajirotutu, R.O., 2020. Multi-Criteria Decision-Making Model for Evaluating Affordable and Sustainable Housing Alternatives. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.402–410. DOI: 10.54660/IJMRGE.2020.1.5.402-410. Nwafor, M.I., Uduokhai, D.O. & Ajirotutu, R.O., 2020. Spatial Planning Strategies and Density Optimization for Sustainable Urban Housing Development. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.411–419. DOI: 10.54660/IJMRGE.2020.1.5.411-419 Nwafor, M.I., Uduokhai, D.O., Desmond Stephen, G.O.I. & Aransi, A.N., 2018. Comparative Study of Traditional and Contemporary Architectural Morphologies in Nigerian Settlements. IRE Journals, 1(7), pp.138–152. DOI: 10.64388/IREV1I7-1712234. Nwafor, M.I., Uduokhai, D.O., Desmond Stephen, G.O.I. & Aransi, A.N., 2018. Impact of Climatic Variables on the Optimization of Building Envelope Design in Humid Regions. IRE Journals, 1(10), pp.322–335. DOI: 10.64388/IREV1I10-1712236. Nwafor, M.I., Uduokhai, D.O., Desmond Stephen, G.O.I. & Aransi, A.N., 2019. Developing an Analytical Framework for Enhancing Efficiency in Public Infrastructure Delivery Systems. IRE Journals, 2(11), pp.657–670. DOI: 10.64388/IREV2I11-1712239. Nwafor, M.I., Uduokhai, D.O., Desmond Stephen, G.O.I. & Aransi, A.N., 2019. Quantitative Evaluation of Locally Sourced Building Materials for Sustainable Low-Income Housing Projects. IRE Journals, 3(4), pp.568–582. DOI: 10.64388/IREV3I4-1712240. Nwafor, M.I., Uduokhai, D.O., Ifechukwu, G.O.D.S. & Aransi, A.N., 2018. Impact of Climatic Variables on the Optimization of Building Envelope Design in Humid Regions. IRE Journals, 1(10), pp.322-335. Nwafor, M.I., Uduokhai, D.O., Ifechukwu, G.O.D.S. & Aransi, A.N., 2018. Comparative Study of Traditional and Contemporary Architectural Morphologies in Nigerian Settlements. IRE Journals, 1(7), pp.138-152. Nwafor, M.I., Uduokhai, D.O., Ifechukwu, G.O.D.S. & Aransi, A.N., 2019. Quantitative Evaluation of Locally Sourced Building Materials for Sustainable Low-Income Housing Projects. IRE Journals, 3(4), pp.568-582. Nwankwo, C. O., Okeke, O. T., & Ugwu-Oju, U. M. (2021). Conceptual model improving customer support quality within digital service environments. International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 7(2), 721–734. www.iiardpub.org Nwankwo, C. O., Ugwu-Oju, U. M., & Okeke, O. T. (2020). Conceptual model improving endpoint security across mixed operating system environments. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), 457–467. Odejobi, O.D. & Ahmed, K.S., 2018. Performance Evaluation Model for Multi-Tenant Microsoft 365 Deployments Under High Concurrency. IRE Journals, 1(11), pp.92-107. Odejobi, O.D. & Ahmed, K.S., 2018. Statistical Model for Estimating Daily Solar Radiation for Renewable Energy Planning. IRE Journals, 2(5), pp.1-12. Odejobi, O.D., Hammed, N.I. & Ahmed, K.S., 2019. Approximation Complexity Model for Cloud-Based Database Optimization Problems. IRE Journals, 2(9), pp.1-10. Odejobi, O.D., Hammed, N.I. & Ahmed, K.S., 2020. IoT-Driven Environmental Monitoring Model Using ThingsBoard API and MQTT. Journal of Frontiers in Multidisciplinary Research, 1(1), pp.184-192. DOI: 10.54660/.LJFMR.2020.1.1.184-192. Ogbete, J.C., Aminu-Ibrahim, A.Y. & Ambali, K.B., 2018. Optimizing Laboratory Spatial Planning Strategies to Improve Diagnostic Accuracy, Safety, and Clinical Throughput. Iconic Research and Engineering Journals, 2(1), pp.87–113. DOI: 10.64388/IREV917- 1713587. Ogbete, J.C., Aminu-Ibrahim, A.Y. & Ambali, K.B., 2019. Regulatory Compliant Design Systems for Molecular and Pathology Laboratories in Highly Controlled Environments. Iconic Research and Engineering Journals, 3(4), pp.607–631. DOI: 10.64388/IREV3I4- 1713589. Ogbete, J.C., Aminu-Ibrahim, A.Y. & Ambali, K.B., 2020. Sustainable Materials Selection and Energy Efficiency Strategies for Modern Medical Laboratory Facilities. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.674–690. DOI: 10.54660/IJMRGE.2020.1.5.674-690. Ogunwole, O., Okonkwo, C.S., Agbabiaka, J., Mayo, W. & Okeke, O.T., 2021. Supply Chain Resilience Framework for Critical Infrastructure and Gas Processing Plants. Shodhshauryam, International Scientific Refereed Research Journal, 4(4), pp.444–461. DOI: 10.32628/SHISRRJ214462. Okafor, C. M., Dako, O. F., & Osuji, V. C. (2021). Engineering High-Throughput Digital Collections Platforms for Multi-Billion-Dollar Payment Ecosystems. Okeke, O. T., Nwankwo, C. O., & Ugwu-Oju, U. M. (2020). Advances in technical documentation processes improving organizational knowledge transfer. Journal of Frontiers in Multidisciplinary Research, 1(2), 1–9. Okeke, O. T., Ugwu-Oju, U. M., & Nwankwo, C. O. (2019). Advances in operating system integration improving productivity in business environments. IRE Journals, 2(9), 432– 441. Okeke, O. T., Ugwu-Oju, U. M., & Nwankwo, C. O. (2019). Conceptual model improving troubleshooting performance in enterprise information technology support. IRE Journals, 3(1), 614–622. www.iiardpub.org Okonkwo, C.S., Agbabiaka, J., Ogunwole, O., Mayo, W. & Okeke, O.T., 2021. Conceptual Model for Materials Readiness and Maintenance-Driven Supply Chain Performance. International Journal of Multidisciplinary Research and Growth Evaluation, 2(6), pp.584– 594. DOI: 10.54660/IJMRGE.2021.2.6.584-594. Okonkwo, C.S., Agbabiaka, J., Ogunwole, O., Mayo, W. & Okeke, O.T., 2020. Model for Demurrage Elimination and Port Logistics Efficiency in Emerging Economies. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.552– 562. DOI: 10.54660/IJMRGE.2020.1.5.552-562. Okonkwo, C.S., Ogunwole, O. & Okeke, O.T., 2018. Framework for Strategic Procurement Optimization in Oil and Gas Operations. IRE Journals, 1(7), pp.153–168. DOI: 10.64388/IREV1I7-1713119. Okonkwo, C.S., Ogunwole, O. & Okeke, O.T., 2018. Model for Inventory Availability and Plant Uptime Improvement in Energy Facilities. IRE Journals, 2(4), pp.160–172. DOI: 10.64388/IREV2I4-1713120. Okonkwo, C.S., Ogunwole, O., Mayo, W. & Okeke, O.T., 2021. Framework for Regulatory- Compliant Procurement in High-Risk Energy Environments. International Journal of Multidisciplinary Research and Growth Evaluation, 2(6), pp.595–605. DOI: 10.54660/IJMRGE.2021.2.6.595-605. Okonkwo, C.S., Ogunwole, O., Okeke, O.T. & Mayo, W., 2019. Conceptual Framework for Cost Reduction Through Contract Negotiation and Vendor Governance. IRE Journals, 2(9), pp.468–482. DOI: 10.64388/IREV2I9-1713121. Olatunji, G.I., Oparah, O.S., Ezeh, F.E. & Ajayi, O.O., 2021. Community Health Education Model for Preventing Non-Communicable Diseases Through Evidence-Based Behavior Change. International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 7(1), pp.367–410. DOI: 10.32628/IJSRCSEIT. Omoize Fatimetu Dako, Chizoba Michael Okafor, Olaolu Samuel Adesanya, & Ogochukwu Prisca Onyelucheya. (2021). Industrial-Scale Transfer Pricing Operations: Methods, Toolchains, and Quality Assurance for High-Volume Filings. Shodhshauryam, International Scientific Refereed Research Journal, 4(5), pp.110-133. Omotayo, O. O., Kuponiyi, A., & Ajayi, O. O. (2020). Telehealth expansion in post-COVID healthcare systems: challenges and opportunities. Iconic Research and Engineering Journals, 3(10), 496-513. Onovo, A., Atobatele, A., Kalaiwo, A., Obanubi, C., James, E., Ogundehin, D., ... & Goldstein, R. (2020). Aggregating loss to follow-up behaviour in people living with HIV on ART: a cluster analysis using unsupervised machine learning algorithm in R. Oparah, O.S., Ezeh, F.E., Olatunji, G.I. & Ajayi, O.O., 2021. AI-Based Risk Stratification Framework for Large-Scale Public Health Emergency Preparedness and Response Planning. International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 7(1), pp.332-366. DOI: 10.32628/IJSRCSEIT. www.iiardpub.org Oparah, O.S., Gado, P., Ezeh, F.E., Gbaraba, S.V., Omotayo, O. & Adeleke, A.S., 2021. Framework for Scaling Mobile Health Solutions for Chronic Disease Monitoring and Treatment Adherence Improvement. International Journal of Multidisciplinary Research and Growth Evaluation, 2(4), pp.1074–1094. DOI: 10.54660/IJMRGE.2021.2.4.1074- 1094. Oshoba, T.O., Hammed, N.I. & Odejobi, O.D., 2019. Secure Identity and Access Management Model for Distributed and Federated Systems. IRE Journals, 3(4), pp.1-18. Oshoba, T.O., Hammed, N.I. & Odejobi, O.D., 2020. Blockchain-Enabled Compliance and Audit Trail Model for Cloud Configuration Management. Journal of Frontiers in Multidisciplinary Research, 1(1), pp.193-201. DOI: 10.54660/.LJFMR.2020.1.1.193-201. Oshoba, T.O., Hammed, N.I. & Odejobi, O.D., 2021. Adoption Model for Multi-Factor Authentication in Enterprise Microsoft 365 Environments. International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 7(1), pp.519-536. DOI: 10.32628/IJSRCSEIT21711204. Osuji, V. C., Okafor, C. M., & Dako, O. F. (2021). Engineering highthroughput digital collections platforms for multibillion-dollar payment ecosystems. Shodhshauryam. International Scientific Refereed Research Journal, 4(4), 315-335. Oziri, S. T., Arowogbadamu, A. A., & Bibire Seyi-Lande, O., 2020. Predictive Analytics Applications in Reducing Customer Churn and Enhancing Lifecycle Value in Telecommunications Markets. International Journal of Multidisciplinary Futuristic Development, 1(2), pp. 40–49. DOI: 10.54660/IJMFD.2020.1.2.40-49. Oziri, S. T., Arowogbadamu, A. A.-G., & Bibire, O. S.-L., 2018. Leveraging Business Intelligence as a Catalyst for Strategic Decision-Making in Emerging Telecommunications Markets. IRE Journals, 2(3), pp.92-103. DOI: 10.32628/IRE1710818. Oziri, S. T., Arowogbadamu, A. A.-G., & Bibire, O. S.-L., 2019. Pricing Strategy and Consumer Behavior Interactions: Analytical Insights from Emerging Economy Telecommunications Sectors. IRE Journals, 2(9), pp.326-337. DOI: 10.32628/IRE1710813. Patrick, M.C.A., Okonkwo, C.S., Mayo, W. & Okeke, O.T., 2020. A GIS Enabled Framework for Modern ERP Procurement Processes. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.499–508. DOI: 10.54660/IJMRGE.2020.1.5.499-508. Patrick, M.C.A., Okonkwo, C.S., Mayo, W. & Okeke, O.T., 2021. Model for Data Driven Vendor Evaluation and Bid Selection Using Geospatial Intelligence. Shodhshauryam, International Scientific Refereed Research Journal, 4(4), pp.426–443. DOI: 10.32628/SHISRRJ214461. Sanni, J. O., & Atima, M. E. (2021). Analytics driven go-to-market frameworks addressing compliance sustainability complexity service portfolios. International Journal of Multidisciplinary Research and Growth Evaluation, 2(6), 647–660. www.iiardpub.org Sanni, J. O., & Atima, M. E. (2021). Business intelligence dashboard frameworks resolving executive visibility gaps in strategic marketing governance. *International Journal of Multidisciplinary Research and Growth Evaluation, 2*(6), 633–646. Sanni, J. O., Ajiga, D., & Atima, M. E. (2020). Systematic review of product management strategies in mobile network rollouts across emerging markets. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), 661–673. Sanni, J.O. & Atima, M.E., 2021. Analytics Driven go to Market Frameworks Addressing Compliance Sustainability Complexity. International Journal of Multidisciplinary Research and Growth Evaluation, 2(6), pp.647–660. Sanni, J.O. & Atima, M.E., 2021. Business Intelligence Dashboard Frameworks Resolving Executive Visibility Gaps in Strategic Marketing Governance. International Journal of Multidisciplinary Research and Growth Evaluation, 2(6), pp.633–646. DOI: 10.54660/IJMRGE.2021.2.6.633-646 Sanni, J.O., Ajiga, D. & Atima, M.E., 2020. Analytical Models Addressing Measurement Challenges of Marketing Return on Investment in Regulated Services. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.636–648. DOI: 10.54660/IJMRGE.2020.1.5.636-648 Sanni, J.O., Ajiga, D. & Atima, M.E., 2020. Data Driven Brand Positioning Frameworks Resolving Differentiation Challenges in Regulated Professional Markets. International Journal of Multidisciplinary Research and Growth Evaluation, 1(5), pp.649–660. DOI: 10.54660/IJMRGE.2020.1.5.649-660 Uduokhai, D.O., Nwafor, M.I., Stephen, G.O.D.I. & Adio, S.A., 2021. Risk Management Framework for Mitigating Cost Overruns in Public Housing Development Projects. International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 7(5), pp.325-349. DOI: 10.32628/CSEIT217559 Uduokhai, D.O., Nwafor, M.I., Stephen, G.-O.I.D. & Adio, S.A., 2021. Empirical Analysis of Stakeholder Collaboration Models in Large-Scale Public Housing Delivery. International Journal of Multidisciplinary Research and Growth Evaluation, 2(6), pp.556–565. DOI: 10.54660/IJMRGE.2021.2.6.556-565. Ugwu-Oju, U. M., Nwankwo, C. O., & Okeke, O. T. (2021). Conceptual model improving real- time network monitoring across business information systems. International Journal of Scientific Research in Science and Technology, 8(5), 715–732. Ugwu-Oju, U. M., Okeke, O. T., & Nwankwo, C. O. (2018). Advances in cybersecurity protection for sensitive business digital infrastructure. IRE Journals, 1(11), 127–135. Ugwu-Oju, U. M., Okeke, O. T., & Nwankwo, C. O. (2018). Conceptual model improving encryption strategies for organizational information protection. IRE Journals, 2(2), 139– 147. Ugwu-Oju, U. M., Okeke, O. T., & Nwankwo, C. O. (2018). Conceptual model improving digital workflows within organizational information technology operations. IRE Journals, 2(5), 294–302. www.iiardpub.org Ugwu-Oju, U. M., Okeke, O. T., & Nwankwo, C. O. (2018). Review of network protocol stability techniques for enterprise information systems. IRE Journals, 1(8), 196–204. Yeboah, B. K., & Enow, O. F. (2018, September 30). Conceptual framework for reliability- centered maintenance programs in electricity distribution utilities. Iconic Research and Engineering Journals, 2(3), 140–153. Yeboah, B. K., & Ike, P. N. (2020, July–August). Programmatic strategy for renewable energy integration: Lessons from large-scale solar projects. International Journal of Multidisciplinary Research and Growth Evaluation, 1(3), 306–315. https://doi.org/10.54660/.IJMRGE.2020.1.3.306-315 Yeboah, B. K., & Nnabueze, S. B. (2021, January–February). Policy-oriented framework for predictive analytics in maintenance optimization. International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 7(1), 585–602.

More Articles from INTERNATIONAL JOURNAL OF ENGINEERING AND MODERN TECHNOLOGY