A Conceptual Framework for Data-Driven Decision Making in Enterprise IT Management

References

[1] Adebisi, B., Aigbedion, E., Ayorinde, O. B., & Onukwulu, E. C. (2021). A Conceptual Model for Predictive Asset Integrity Management Using Data Analytics to Enhance Maintenance and Reliability in Oil & Gas Operations. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 534–54. https://doi.org/10.54660/.IJMRGE.2021.2.1.534-541

[2] Adeleke, A. K., Igunma, T. O., & Nwokediegwu, Z. S. (2021). Modeling Advanced Numerical Control Systems to Enhance Precision in Next-Generation Coordinate Measuring Machines. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 638-649. ISSN: 2582-7138.

[3] Adepoju, P. A., Austin-Gabriel, B., Hussain, Y., Ige, B., Amoo, O. O., & Adeoye, N. (2021). Advancing zero trust architecture with AI and data science for

[4] Alonge, E. O., Eyo-Udo, N. L., Ubanadu, B. C., Daraojimba, A. I., Balogun, E. D., & Ogunsola, K. O. (2021). Enhancing data security with machine learning: A study on fraud detection algorithms. Journal of Frontiers in Multidisciplinary Research, 2(1), 19–31. https://doi.org/10.54660/.IJFMR.2021.2.1.19-31

[5] Alonge, E. O., Eyo-Udo, N. L., Ubanadu, B. C., Daraojimba, A. I., Balogun, E. D., & Ogunsola, K. O. (2021). Real-time data analytics for enhancing supply chain efficiency. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 759–771. https://doi.org/10.54660/.IJMRGE.2021.2.1.759-771

[6] Alonge, E. O., Eyo-Udo, N. L., Ubanadu, B. C., Daraojimba, A. I., Balogun, E. D., & Ogunsola, K. O. (2021). Digital transformation in retail banking to enhance customer experience and profitability. Iconic Research and Engineering Journals, 4(9).

[7] Alonge, E. O., Eyo-Udo, N. L., Ubanadu, B. C., Daraojimba, A. I., Balogun, E. D., & Ogunsola, K. O. (2021). Enhancing data security with machine learning: A study on fraud detection algorithms. Journal of Frontiers in Multidisciplinary Research, 2(1), 19–31. https://doi.org/10.54660/.IJFMR.2021.2.1.19-31

[8] Alonge, E. O., Eyo-Udo, N. L., Ubanadu, B. C., Daraojimba, A. I., Balogun, E. D., & Ogunsola, K. O. (2021). Digital transformation in retail banking to enhance customer experience and profitability. Iconic Research and Engineering Journals, March 2021.

[9] AL-Shboul, M. (2018). Towards better understanding of determinants logistical factors in smes for cloud erp adoption in developing economies. Business Process Management Journal, 25(5), 887-907. https://doi.org/10.1108/bpmj-01-2018-0004

[10] Amoli, M., Talebzadehhosseini, S., & Salehi, M. (2012). The necessity of implementation of operations research for managers for decision-making and productivity increase in production. Advanced Materials Research, 488-489, 1651-1656. https://doi.org/10.4028/www.scientific.net/amr.488-489.1651

[11] Ansell, C. and Gash, A. (2007). Collaborative governance in theory and practice. Journal of Public Administration Research and Theory, 18(4), 543-571. https://doi.org/10.1093/jopart/mum032

[12] Austin-Gabriel, B., Hussain, N. Y., Ige, A. B., Adepoju, P. A., Amoo, O. O., & Afolabi, A. I., 2021. Advancing zero trust architecture with AI and data science for enterprise cybersecurity frameworks. Open Access Research Journal of Engineering and Technology, 01(01), pp.047-055. https://doi.org/10.53022/oarjet.2021.1.1.0107

[13] Babalola, F. I., Kokogho, E., Odio, P. E., Adeyanju, M. O., & Sikhakhane-Nwokediegwu, Z. (2021). The evolution of corporate governance frameworks: Conceptual models for enhancing financial performance. International Journal of Multidisciplinary Research and Growth Evaluation, 1(1), 589-596. https://doi.org/10.54660/.IJMRGE.2021.2.1-589-596​:contentReference[oaicite:7]{index=7}.

[14] Bechini, A., Cimino, M., Marcelloni, F., & Tomasi, A. (2008). Patterns and technologies for enabling supply chain traceability through collaborative e-business. Information and Software Technology, 50(4), 342-359. https://doi.org/10.1016/j.infsof.2007.02.017

[15] Carrión, A., Caballer, M., Blanquer, I., Kotowski, N., Jardim, R., & Dávila, A. (2017). Managing workflows on top of a cloud computing orchestrator for using heterogeneous environments on e-science. International Journal of Web and Grid Services, 13(4), 375. https://doi.org/10.1504/ijwgs.2017.087326

[16] Chernyakhovskaya, L., Никулина, Н., & Malakhova, A. (2019). Principles of the knowledge base formation as a part of intellectual decision support system in innovative projects management.. https://doi.org/10.2991/csit-19.2019.21

[17] Chianumba, E. C., Ikhalea, N., Mustapha, A. Y., Forkuo, A. Y., & Osamika, D. (2021). A conceptual framework for leveraging big data and AI in enhancing healthcare delivery and public health policy. IRE Journals, 5(6), 303–305.

[18] Chianumba, E. C., Ikhalea, N., Mustapha, A. Y., Forkuo, A. Y., & Osamika, D. (2021). A conceptual framework for leveraging big data and AI in enhancing healthcare delivery and public health policy. IRE Journals, 5(6), 303–305.

[19] Chukwuma-Eke, E. C., Ogunsola, O. Y., & Isibor, N. J. (2021). Designing a robust cost allocation framework for energy corporations using SAP for improved financial performance. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 809–822. https://doi.org/10.54660/.IJMRGE.2021.2.1.809-822

[20] Daraojimba, A. I., Ubamadu, B. C., Ojika, F. U., Owobu, O., Abieba, O. A., & Esan, O. J. (2021, July). Optimizing AI models for cross-functional collaboration: A framework for improving product roadmap execution in agile teams. IRE Journals, 5(1), 14. ISSN: 2456-8880.

[21] Dutta, A., Peng, G., & Choudhary, A. (2013). Risks in enterprise cloud computing: the perspective of it experts. Journal of Computer Information Systems, 53(4), 39-48. https://doi.org/10.1080/08874417.2013.11645649

[22] Ebert, C., Vizcaíno, A., & Manjavacas, A. (2020). It governance. Ieee Software, 37(6), 13-20. https://doi.org/10.1109/ms.2020.3016099

[23] Egbumokei, P. I., Dienagha, I. N., Digitemie, W. N., & Onukwulu, E. C. (2021). Advanced pipeline leak detection technologies for enhancing safety and environmental sustainability in energy operations. International Journal of Science and Research Archive, 4(1), 222–228. https://doi.org/10.30574/ijsra.2021.4.1.0186

[24] Elujide, I., Fashoto, S. G., Fashoto, B., Mbunge, E., Folorunso, S. O., & Olamijuwon, J. O. (2021). Informatics in Medicine Unlocked.

[25] Elujide, I., Fashoto, S. G., Fashoto, B., Mbunge, E., Folorunso, S. O., & Olamijuwon, J. O. (2021). Application of deep and machine learning techniques for multi-label classification performance on psychotic disorder diseases. Informatics in Medicine Unlocked, 23, 100545.

[26] Emden, Z., Calantone, R., & Dröge, C. (2006). Collaborating for new product development: selecting the partner with maximum potential to create value. Journal of Product Innovation Management, 23(4), 330-341. https://doi.org/10.1111/j.1540-5885.2006.00205.x

[27] Ezeife, E., Kokogho, E., Odio, P. E., & Adeyanju, M. O. (2021). The future of tax technology in the United States: A conceptual framework for AI-driven tax transformation. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 542-551. https://doi.org/10.54660/.IJMRGE.2021.2.1.542-551​:contentReference[oaicite:4]{index=4}.

[28] Faizi, S. and Rahman, S. (2019). Securing cloud computing through it governance. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3360869

[29] Ferreira, P., Shamsuzzoha, A., Toscano, C., & Cunha, P. (2012). Framework for performance measurement and management in a collaborative business environment. International Journal of Productivity and Performance Management, 61(6), 672-690. https://doi.org/10.1108/17410401211249210

[30] Fredson, G., Adebisi, B., Ayorinde, O. B., Onukwulu, E.C., Adediwin, O., Ihechere, A. O. (2021). Driving Organizational Transformation: Leadership in ERP Implementation and Lessons from the Oil and Gas Sector. International Journal of Multidisciplinary Research and Growth Evaluation, DOI:10.54660/IJMRGE.2021.2.1.508-520

[31] Fredson, G., Adebisi, B., Ayorinde, O. B., Onukwulu, E.C., Adediwin, O., Ihechere, A. O. (2021). Revolutionizing Procurement Management in the Oil and Gas Industry: Innovative Strategies and Insights from High-Value Projects. International Journal of Multidisciplinary Research and Growth Evaluation, DOI:10.54660/IJMRGE.2021.2.1.521-533

[32] Gas, S. N., & Kanu, M. O. (2021): Innovative Material Reuse Strategies for Achieving Cost Efficiency in Large-Scale Energy Infrastructure Projects.

[33] Gronchi, G. and Giovannelli, F. (2018). Dual process theory of thought and default mode network: a possible neural foundation of fast thinking. Frontiers in Psychology, 9. https://doi.org/10.3389/fpsyg.2018.01237

[34] Hassan, Y. G., Collins, A., Babatunde, G. O., Alabi, A. A., & Mustapha, S. D. (2021). AI-driven intrusion detection and threat modeling to prevent unauthorized access in smart manufacturing networks. Artificial intelligence (AI), 16.

[35] Hassan, Y. G., Collins, A., Babatunde, G. O., Alabi, A. A., & Mustapha, S. D. (2021). AI-driven intrusion detection and threat modeling to prevent unauthorized access in smart manufacturing networks. Artificial intelligence (AI), 16.

[36] Hinkelmann, K., Gerber, A., Karagiannis, D., Thoenssen, B., Merwe, A., & Woitsch, R. (2016). A new paradigm for the continuous alignment of business and it: combining enterprise architecture modelling and enterprise ontology. Computers in Industry, 79, 77-86. https://doi.org/10.1016/j.compind.2015.07.009

[37] Hoegl, M. and Gemuenden, H. (2001). Teamwork quality and the success of innovative projects: a theoretical concept and empirical evidence. Organization Science, 12(4), 435-449. https://doi.org/10.1287/orsc.12.4.435.10635

[38] Huang, L., Liu, F., & Liu, C. (2013). Design and research on collaborative learning program based on cloud-services. Advanced Materials Research, 756-759, 1199-1203. https://doi.org/10.4028/www.scientific.net/amr.756-759.1199

[39] Hussain, N. Y., Austin-Gabriel, B., Ige, A. B., Adepoju, P. A., Amoo, O. O., & Afolabi, A. I., 2021. AI-driven predictive analytics for proactive security and optimization in critical infrastructure systems. Open Access Research Journal of Science and Technology, 02(02), pp.006-015. https://doi.org/10.53022/oarjst.2021.2.2.0059

[40] Idris, A. A., Asokere, A. S., Ajemunigbohun, S. S., Oreshile, A. S., & Olutade, E. O. (2012). An empirical study of the efficacy of marketing communication mix elements in selected insurance companies in Nigeria. Australian Journal of Business and Management Research, 2(5), 8.

[41] Isi, L. R., Ogu, E., Egbumokei, P. I., Dienagha, I. N., & Digitemie, W. N. (2021). Pioneering Eco-Friendly Fluid Systems and Waste Minimization Strategies in Fracturing and Stimulation Operations.

[42] Isi, L. R., Ogu, E., Egbumokei, P. I., Dienagha, I. N., & Digitemie, W. N. (2021). Advanced Application of Reservoir Simulation and DataFrac Analysis to Maximize Fracturing Efficiency and Formation Integrity.

[43] Isibor, N. J., Ewim, C. P.-M., Ibeh, A. I., Adaga, E. M., Sam-Bulya, N. J., & Achumie, G. O. (2021). A generalizable social media utilization framework for entrepreneurs: Enhancing digital branding, customer engagement, and growth. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 751–758. https://doi.org/10.54660/.IJMRGE.2021.2.1.751-758

[44] Juta, L. B., & Olutade, E. O. (2021). Evaluation of street vending towards socioeconomic growth and employment in Mafikeng Local Municipality. African Renaissance, 18(1), 223.

[45] Khudyakova, T., Zhuravlyov, V., Varkova, N., Aliukov, S., Shmidt, S., & Zhuravlyov, N. (2020). Improving approaches to strategic enterprise management in the context of sustainable development. Sustainability, 12(20), 8375. https://doi.org/10.3390/su12208375

[46] Law, K., Cheng, J., Fruchter, R., & Sriram, R. (2016). Engineering applications of the cloud., 489-504. https://doi.org/10.1002/9781118821930.ch40

[47] Li-fang, S. and Zhao, Z. (2021). New model construction of enterprise information resource management under e-commerce. Mobile Information Systems, 2021, 1-9. https://doi.org/10.1155/2021/4776555

[48] Loh, D. and Rykiel, E. (1992). Integrated resource management systems: coupling expert systems with data-base management and geographic information systems. Environmental Management, 16(2), 167-177. https://doi.org/10.1007/bf02393822

[49] Luftman, J. (2003). Assessing it - business alignment.. https://doi.org/10.1201/9781420031393.ch1

[50] Mandinach, E. B. (2012). A perfect time for data use: Using data-driven decision making to inform practice. Educational Psychologist, 47(2), 71-85.

[51] Manikandasaran, S. S. (2016). Cloud computing with data confidentiality issues. International Journal of Advanced Research in Computer and Communication Engineering, 5(1), 97-100.

[52] Manjavacas, A., Vizcaíno, A., Ruíz, F., & Piattini, M. (2020). Global software development governance: challenges and solutions. Journal of Software Evolution and Process, 32(10). https://doi.org/10.1002/smr.2266

[53] Mateo, R., Yang, H., & Lee, J. (2012). Collaboration framework based on social semantic web for cloud systems. Journal of Internet Computing and Services, 13(1), 65-74. https://doi.org/10.7472/jksii.2012.13.1.65

[54] McGregor, C. and Schiefer, J. (2004). A web-service based framework for analyzing and measuring business performance. Information Systems and E-Business Management, 2(1). https://doi.org/10.1007/s10257-003-0027-x

[55] Melander, L. (2017). Achieving sustainable development by collaborating in green product innovation. Business Strategy and the Environment, 26(8), 1095-1109. https://doi.org/10.1002/bse.1970

[56] Milosevic, D. and Srivannaboon, S. (2006). A theoretical framework for aligning project management with business strategy. Project Management Journal, 37(3), 98-110. https://doi.org/10.1177/875697280603700310

[57] Min, L., Zhao, D., & Yu, Y. (2015). Toe drivers for cloud transformation: direct or trust-mediated?. Asia Pacific Journal of Marketing and Logistics, 27(2), 226-248. https://doi.org/10.1108/apjml-03-2014-0040

[58] Mohamed, M., Stankosky, M., & Murray, A. (2004). Applying knowledge management principles to enhance cross‐functional team performance. Journal of Knowledge Management, 8(3), 127-142. https://doi.org/10.1108/13673270410541097

[59] Momm, C., Gebhart, M., & Abeck, S. (2009). A model-driven approach for monitoring business performance in web service compositions., 343-350. https://doi.org/10.1109/iciw.2009.57

[60] Mustapha, S. D., Adeoye, B. A. I., & AbdulWahab, R. (2017). Estimation of drivers’ critical gap acceptance and follow-up time at four-legged unsignalized intersection. CARD International Journal of Science and Advanced Innovative Research, 1(1), 98-107. CARD International Journal of Science and Advanced Innovative Research.

[61] Norta, A. and Grefen, P. (2007). Discovering patterns for inter-organizational business process collaboration. International Journal of Cooperative Information Systems, 16(03n04), 507-544. https://doi.org/10.1142/s0218843007001664

[62] Nussbaumer, N. and Liu, X. (2013). Cloud migration for smes in a service oriented approach., 457-462. https://doi.org/10.1109/compsacw.2013.71

[63] Nwabekee, U. S., Aniebonam, E. E., Elumilade, O. O., & Ogunsola, O. Y. (2021): Predictive Model for Enhancing Long-Term Customer Relationships and Profitability in Retail and Service-Based.

[64] Nwabekee, U. S., Aniebonam, E. E., Elumilade, O. O., & Ogunsola, O. Y. (2021). Integrating Digital Marketing Strategies with Financial Performance Metrics to Drive Profitability Across Competitive Market Sectors.

[65] Odio, P. E., Kokogho, E., Olorunfemi, T. A., Nwaozomudoh, M. O., Adeniji, I. E., & Sobowale, A. (2021). Innovative financial solutions: A conceptual framework for expanding SME portfolios in Nigeria's banking sector. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 495-507.

[66] Odunaiya, O. G., Soyombo, O. T., & Ogunsola, O. Y. (2021). Economic incentives for EV adoption: A comparative study between the United States and Nigeria. Journal of Advanced Education and Sciences, 1(2), 64–74. https://doi.org/10.54660/.JAES.2021.1.2.64-74

[67] Odunaiya, O. G., Soyombo, O. T., & Ogunsola, O. Y. (2021). Energy storage solutions for solar power: Technologies and challenges. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 882–890. https://doi.org/10.54660/.IJMRGE.2021.2.4.882-890

[68] Ogunnowo, E., Ogu, E., Egbumokei, P., Dienagha, I., & Digitemie, W. (2021). Theoretical framework for dynamic mechanical analysis in material selection for high-performance engineering applications. Open Access Research Journal of Multidisciplinary Studies, 1(2), 117-131.

[69] Oh, W., & Pinsonneault, A. (2007). On the Assessment of the Strategic Value of Information Technologies: Conceptual and Analytical Approaches. MIS Quarterly, 31(2), 239–265. https://doi.org/10.2307/25148790

[70] Ojika, F. U., Owobu, W. O., Abieba, O. A., Esan, O. J., Ubamadu, B. C., & Ifesinachi, A. (2021). Optimizing AI Models for Cross-Functional Collaboration: A Framework for Improving Product Roadmap Execution in Agile Teams.

[71] Okolie, C. I., Hamza, O., Eweje, A., Collins, A., & Babatunde, G. O. (2021). Leveraging Digital Transformation and Business Analysis to Improve Healthcare Provider Portal. IRE Journals, 4(10), 253-254. https://doi.org/10.54660/IJMRGE.2021.4.10.253-254​:contentReference[oaicite:0]{index=0}.

[72] Okolie, C.I., Hamza, O., Eweje, A., Collins, A., Babatunde, G.O., & Ubamadu, B.C., 2021. Leveraging Digital Transformation and Business Analysis to Improve Healthcare Provider Portal. Iconic Research and Engineering Journals, 4(10), pp.253-257.

[73] Olamijuwon, O. J. (2020). Real-time Vision-based Driver Alertness Monitoring using Deep Neural Network Architectures (Master's thesis, University of the Witwatersrand, Johannesburg (South Africa)).

[74] Olutade, E. O. (2020). Social media as a marketing strategy to influence young consumers' attitude towards fast-moving consumer goods: a comparative study (Doctoral dissertation, North-West University (South Africa)).

[75] Olutade, E. O. (2021). Social media marketing: A new platform that influences Nigerian Generation Y to engage in the actual purchase of fast-moving consumer goods. Journal of Emerging Technologies, 1(1), 19-32.

[76] Olutade, E. O., & Chukwuere, J. E. (2020). Greenwashing as Influencing Factor to Brand Switching Behavior Among Generation Y in the Social Media Age. In Green Marketing as a Positive Driver Toward Business Sustainability (pp. 219-248). IGI Global Scientific Publishing.

[77] Olutade, E. O., Potgieter, M., & Adeogun, A. W. (2019). Effect of social media platforms as marketing strategy of achieving organisational marketing goals and objectives aong innovative consumers: Acomparative study. International Journal of Business and Management Studies, 8(1), 213-228.

[78] Onaghinor, O., Uzozie, O. T., Esan, O. J., Etukudoh, E. A., & Omisola, J. O. (2021). Predictive modeling in procurement: A framework for using spend analytics and forecasting to optimize inventory control. IRE Journals, 5(6), 312–314.

[79] Onaghinor, O., Uzozie, O. T., Esan, O. J., Osho, G. O., & Etukudoh, E. A. (2021). Gender-responsive leadership in supply chain management: A framework for advancing inclusive and sustainable growth. IRE Journals, 4(7), 135–137.

[80] Onaghinor, O., Uzozie, O. T., Esan, O. J., Osho, G. O., & Omisola, J. O. (2021). Resilient supply chains in crisis situations: A framework for cross-sector strategy in healthcare, tech, and consumer goods. IRE Journals, 4(11), 334–335.

[81] Onoja, J. P., Hamza, O., Collins, A., Chibunna, U. B., Eweja, A., & Daraojimba, A. I. (2021). Digital Transformation and Data Governance: Strategies for Regulatory Compliance and Secure AI-Driven Business Operations.

[82] Onukwulu, E. C., Agho, M. O., & Eyo-Udo, N. L. (2021). Advances in smart warehousing solutions for optimizing energy sector supply chains. Open Access Research Journal of Multidisciplinary Studies, 2(1), 139-157. https://doi.org/10.53022/oarjms.2021.2.1.0045

[83] Onukwulu, E. C., Agho, M. O., & Eyo-Udo, N. L. (2021). Framework for sustainable supply chain practices to reduce carbon footprint in energy. Open Access Research Journal of Science and Technology, 1(2), 012–034. https://doi.org/10.53022/oarjst.2021.1.2.0032

[84] Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N., & Egbumokei, P. I. (2021, June 30). Framework for decentralized energy supply chains using blockchain and IoT technologies. IRE Journals. https://www.irejournals.com/index.php/paper-details/1702766

[85] Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N., & Egbumokei, P. I. (2021, September 30). Predictive analytics for mitigating supply chain disruptions in energy operations. IRE Journals. https://www.irejournals.com/index.php/paper-details/1702929

[86] Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N., & Egbumokei, P. I.  2021; AI-driven supply chain optimization for enhanced efficiency in the energy sector. Magna Sci Adv Res Rev. 2021; 2 (1): 87–108.

[87] Onukwulu, E. C., Dienagha, I. N., Digitemie, W. N.,& Egbumokei, P. I (2021). AI-driven supply chain optimization for enhanced efficiency in the energy sector. Magna Scientia Advanced Research and Reviews, 2(1) 087-108 https://doi.org/10.30574/msarr.2021.2.1.0060

[88] Oprins, R., Frijns, H., & Stettina, C. (2019). Evolution of scrum transcending business domains and the future of agile project management., 244-259. https://doi.org/10.1007/978-3-030-19034-7_15

[89] Otokiti, B. O., Igwe, A. N., Ewim, C. P. M., & Ibeh, A. I. (2021). Developing a framework for leveraging social media as a strategic tool for growth in Nigerian women entrepreneurs. Int J Multidiscip Res Growth Eval, 2(1), 597-607.

[90] Owobu, W. O., Abieba, O. A., Gbenle, P., Onoja, J. P., Daraojimba, A. I., Adepoju, A. H., & Ubamadu, B. C. (2021). Review of enterprise communication security architectures for improving confidentiality, integrity, and availability in digital workflows. IRE Journals, 5(5), 370–372.

[91] Owobu, W. O., Abieba, O. A., Gbenle, P., Onoja, J. P., Daraojimba, A. I., Adepoju, A. H., & Ubamadu, B. C. (2021). Modelling an effective unified communications infrastructure to enhance operational continuity across distributed work environments. IRE Journals, 4(12), 369–371.

[92] Oxley, J. and Pandher, G. (2015). Equity‐based incentives and collaboration in the modern multibusiness firm. Strategic Management Journal, 37(7), 1379-1394. https://doi.org/10.1002/smj.2392

[93] Oyegbade, I.K., Igwe, A.N., Ofodile, O.C. and Azubuike. C., 2021. Innovative financial planning and governance models for emerging markets: Insights from startups and banking audits. Open Access Research Journal of Multidisciplinary Studies, 01(02), pp.108-116.

[94] Oyeniyi, L. D., Igwe, A. N., Ofodile, O. C., & Paul-Mikki, C. (2021). Optimizing risk management frameworks in banking: Strategies to enhance compliance and profitability amid regulatory challenges.

[95] Paletta, M. and Herrero, P. (2010). An awareness-based learning model to deal with service collaboration in cloud computing., 85-100. https://doi.org/10.1007/978-3-642-15034-0_6

[96] Pan, H., Wu, C., & Lin, S. (2013). The preliminary discussion about key problems of cross-organizational business process collaboration. Applied Mechanics and Materials, 411-414, 2148-2151. https://doi.org/10.4028/www.scientific.net/amm.411-414.2148

[97] Pan, J. (2021). Innovation of enterprise economic management based on knowledge economy. Journal of Innovation and Social Science Research, 8(7). https://doi.org/10.53469/jissr.2021.08(07).11

[98] Panagiotou, G. and Wijnen, R. (2005). The “telescopic observations” framework: an attainable strategic tool. Marketing Intelligence & Planning, 23(2), 155-171. https://doi.org/10.1108/02634500510589912

[99] Panić, M., Veličković, M., Воза, Д., Živković, Ž., & Virglerová, Z. (2019). The impact of enterprise risk management on the performance of companies in transition countries: serbia case study. The Journal of Operational Risk. https://doi.org/10.21314/jop.2019.230

[100] Park, J., An, G., & Chandra, D. (2007). Trusted p2p computing environments with role-based access control. Iet Information Security, 1(1), 27-35. https://doi.org/10.1049/iet-ifs:20060084

[101] Paul, P. O., Abbey, A. B. N., Onukwulu, E. C., Agho, M. O., & Louis, N. (2021). Integrating procurement strategies for infectious disease control: Best practices from global programs. prevention, 7, 9.

[102] Paul, P. O., Abbey, A. B. N., Onukwulu, E. C., Agho, M. O., & Louis, N. (2021). Integrating procurement strategies for infectious disease control: Best practices from global programs. prevention, 7, 9.

[103] Pavlou, P. and Sawy, O. (2011). Understanding the elusive black box of dynamic capabilities. Decision Sciences, 42(1), 239-273. https://doi.org/10.1111/j.1540-5915.2010.00287.x

[104] Pearson, S. and Benameur, A. (2010). Privacy, security and trust issues arising from cloud computing., 693-702. https://doi.org/10.1109/cloudcom.2010.66

[105] Pellathy, D., Mollenkopf, D., Stank, T., & Autry, C. (2019). Cross‐functional integration: concept clarification and scale development. Journal of Business Logistics, 40(2), 81-104. https://doi.org/10.1111/jbl.12206

[106] Peng, H., Chuang, P. Y., Hwang, G. J., Chu, H. C., Wu, T. T., & Huang, S. X. (2009). Ubiquitous performance-support system as Mindtool: A case study of instructional decision making and learning assistant. Journal of Educational Technology & Society, 12(1), 107-120.

[107] Pérez, A., Moltó, G., Caballer, M., & Calatrava, A. (2018). Serverless computing for container-based architectures. Future Generation Computer Systems, 83, 50-59. https://doi.org/10.1016/j.future.2018.01.022

[108] Petrillo, A., Bona, G., Forcina, A., & Silvestri, A. (2018). Building excellence through the agile reengineering performance model (arpm). Business Process Management Journal, 24(1), 128-157. https://doi.org/10.1108/bpmj-03-2016-0071

[109] Poberschnigg, T., Pimenta, M., & Hilletofth, P. (2020). How can cross-functional integration support the development of resilience capabilities? the case of collaboration in the automotive industry. Supply Chain Management an International Journal, 25(6), 789-801. https://doi.org/10.1108/scm-10-2019-0390

[110] Pope-Ruark, R. (2014). Introducing agile project management strategies in technical and professional communication courses. Journal of Business and Technical Communication, 29(1), 112-133. https://doi.org/10.1177/1050651914548456

[111] Prange, C. and Hennig, A. (2019). From strategic planning to strategic agility patterns. Journal of Creating Value, 5(2), 111-123. https://doi.org/10.1177/2394964319867778

[112] Rajpoot, Q., Jensen, C., & Krishnan, R. (2015). Attributes enhanced role-based access control model., 3-17. https://doi.org/10.1007/978-3-319-22906-5_1

[113] Rajpoot, Q., Jensen, C., & Krishnan, R. (2015). Integrating attributes into role-based access control., 242-249. https://doi.org/10.1007/978-3-319-20810-7_17

[114] Redmond, J. and Walker, E. (2008). A new approach to small business training: community based education. Education + Training, 50(8/9), 697-712. https://doi.org/10.1108/00400910810917073

[115] Ribeiro, J. (2016, April 11). Data-driven decision making and strategic technology spending in school districts. Paper presented at the American Educational Research Association (AERA) Annual Meeting

[116] Ruotsala, R. (2014). Developing a tool for cross-functional collaboration: the trajectory of an annual clock. Outlines Critical Practice Studies, 15(2), 31-53. https://doi.org/10.7146/ocps.v15i2.16830

[117] Sabherwal, R. and Chan, Y. (2001). Alignment between business and is strategies: a study of prospectors, analyzers, and defenders. Information Systems Research, 12(1), 11-33. https://doi.org/10.1287/isre.12.1.11.9714

[118] Sabherwal, R., Hirschheim, R., & Goles, T. (2001). The dynamics of alignment: insights from a punctuated equilibrium model. Organization Science, 12(2), 179-197. https://doi.org/10.1287/orsc.12.2.179.10113

[119] Saini, H., Upadhyaya, A., & Khandelwal, M. (2019). Benefits of cloud computing for business enterprises: a review. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3463631

[120] Salah, A., Ramadan, N., & Ahmed, H. (2017). Towards a hybrid approach for software project management using ontology alignment. International Journal of Computer Applications, 168(6), 12-19. https://doi.org/10.5120/ijca2017914438

[121] Sanders, N. (2007). An empirical study of the impact of e‐business technologies on organizational collaboration and performance. Journal of Operations Management, 25(6), 1332-1347. https://doi.org/10.1016/j.jom.2007.01.008

[122] Sandhu, R., Bhamidipati, V., Coyne, E., Ganta, S., & Youman, C. (1997). The arbac97 model for role-based administration of roles., 41-50. https://doi.org/10.1145/266741.266752

[123] Sandhu, R., Coyne, E., Feinstein, H., & Youman, C. (1996). Role-based access control models. Computer, 29(2), 38-47. https://doi.org/10.1109/2.485845

[124] Sandhu, R., Ferraiolo, D., & Kühn, R. (2000). The nist model for role-based access control.. https://doi.org/10.1145/344287.344301

[125] Sarin, S. and McDermott, C. (2003). The effect of team leader characteristics on learning, knowledge application, and performance of cross‐functional new product development teams. Decision Sciences, 34(4), 707-739. https://doi.org/10.1111/j.1540-5414.2003.02350.x

[126] Senarathna, I., Wilkin, C., Warren, M., Yeoh, W., & Salzman, S. (2018). Factors that influence adoption of cloud computing: an empirical study of australian smes. Australasian Journal of Information Systems, 22. https://doi.org/10.3127/ajis.v22i0.1603

[127] Sheppard, S. and Meitner, M. (2005). Using multi-criteria analysis and visualisation for sustainable forest management planning with stakeholder groups. Forest Ecology and Management, 207(1-2), 171-187. https://doi.org/10.1016/j.foreco.2004.10.032

[128] Shepperd, M. and Schofield, C. (1997). Estimating software project effort using analogies. Ieee Transactions on Software Engineering, 23(11), 736-743. https://doi.org/10.1109/32.637387

[129] Skafi, M., Yunis, M., & Zekri, A. (2020). Factors influencing smes’ adoption of cloud computing services in lebanon: an empirical analysis using toe and contextual theory. Ieee Access, 8, 79169-79181. https://doi.org/10.1109/access.2020.2987331

[130] Sobowale, A., Nwaozomudoh, M. O., Odio, P. E., Kokogho, E., Olorunfemi, T. A., & Adeniji, I. E. (2021). Developing a conceptual framework for enhancing interbank currency operation accuracy in Nigeria's banking sector. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 481–494. ANFO Publication House.

[131] Sobowale, A., Odio, P. E., Kokogho, E., Olorunfemi, T. A., Nwaozomudoh, M. O., & Adeniji, I. E. (2021). Innovative financial solutions: A conceptual framework for expanding SME portfolios in Nigeria's banking sector. International Journal of Multidisciplinary Research and Growth Evaluation, 2(1), 495–507. ANFO Publication House.

[132] Sow, M. and Aborbie, S. (2018). Impact of leadership on digital transformation. Business and Economic Research, 8(3), 139. https://doi.org/10.5296/ber.v8i3.13368

[133] Subashini, S. and Kavitha, V. (2011). A survey on security issues in service delivery models of cloud computing. Journal of Network and Computer Applications, 34(1), 1-11. https://doi.org/10.1016/j.jnca.2010.07.006

[134] Swink, M. and Schoenherr, T. (2014). The effects of cross‐functional integration on profitability, process efficiency, and asset productivity. Journal of Business Logistics, 36(1), 69-87. https://doi.org/10.1111/jbl.12070

[135] Tereso, A., Ribeiro, P., Fernandes, G., Loureiro, I., & Ferreira, M. (2018). Project management practices in private organizations. Project Management Journal, 50(1), 6-22. https://doi.org/10.1177/8756972818810966

[136] Trent, R. and Monczka, R. (1994). Effective cross‐functional sourcing teams: critical success factors. International Journal of Purchasing and Materials Management, 30(3), 2-11. https://doi.org/10.1111/j.1745-493x.1994.tb00267.x

[137] Vrieze, P. and Xu, L. (2015). An analysis of resilience of a cloud based incident notification process., 110-121. https://doi.org/10.1007/978-3-319-24141-8_10

[138] Wells, H. (2012). How effective are project management methodologies? an explorative evaluation of their benefits in practice. Project Management Journal, 43(6), 43-58. https://doi.org/10.1002/pmj.21302

[139] Wilson, B., Khazaei, B., & Hirsch, L. (2016). Towards a cloud migration decision support system for small and medium enterprises in tamil nadu.. https://doi.org/10.1109/cinti.2016.7846430

[140] Wu, D., Thames, J., Rosen, D., & Schaefer, D. (2012). Towards a cloud-based design and manufacturing paradigm: looking backward, looking forward., 315-328. https://doi.org/10.1115/detc2012-70780

[141] Yang, Y., Mei, Z., Zheng, B., & Qiu, S. (2021). Design of enterprise management system based on edge computing architecture. Mobile Information Systems, 2021, 1-12. https://doi.org/10.1155/2021/5512958

[142] Yigitbasioglu, O. (2015). The role of institutional pressures and top management support in the intention to adopt cloud computing solutions. Journal of Enterprise Information Management, 28(4), 579-594. https://doi.org/10.1108/jeim-09-2014-0087

[143] Young, B. (2003). Managing communication with young people who have a potentially life threatening chronic illness: qualitative study of patients and parents. BMJ, 326(7384), 305-305. https://doi.org/10.1136/bmj.326.7384.305

[144] Zdravković, J. & Johanesson, P. (2004). Cooperation of processes through message level agreement., 564-579. https://doi.org/10.1007/978-3-540-25975-6_40

[145] Zhou, W. (2017). Analysis of the key issues of enterprise management innovation.. https://doi.org/10.2991/emim-17.2017.345

@article{1708518,
      author = {Oyinomomo-emi Emmanuel Akpe, Samuel Owoade, Bright Chibunna Ubanadu, Andrew Ifesinachi Daraojimba, Toluwase Peter Gbenle},
      title = {A Conceptual Framework for Data-Driven Decision Making in Enterprise IT Management},
      journal = {Iconic Research And Engineering Journals},
      year = {2021},
      volume = {5},
      number = {3},
      pages = {318-339},
      issn = {2456-8880},
      url = {https://www.irejournals.com/formatedpaper/1708518.pdf},
      abstract = {In the rapidly evolving digital landscape, enterprise IT management faces increasing complexity due to the proliferation of technologies, data sources, and performance expectations. This paper proposes a conceptual framework for data-driven decision making (DDDM) in enterprise IT management, aimed at improving operational efficiency, strategic alignment, and value delivery across business functions. The framework integrates principles from business intelligence, analytics, and IT governance to provide a structured approach for leveraging data as a strategic asset in decision processes. This conceptual framework is built upon five core components: data acquisition and integration, data quality and governance, analytical processing, insight generation, and actionable decision execution. It emphasizes the cyclical nature of DDDM, where continuous feedback and performance evaluation refine data usage and inform subsequent decisions. By aligning IT metrics with key business performance indicators, the framework bridges the gap between technical capabilities and strategic outcomes. It also considers organizational culture, stakeholder involvement, and digital maturity as enablers of successful implementation. A comprehensive literature review and analysis of existing DDDM models reveal that many current approaches fall short in addressing enterprise-wide integration, real-time responsiveness, and adaptive learning. The proposed framework addresses these limitations by promoting a unified architecture that fosters data democratization, real-time analytics, and evidence-based IT strategy formulation. It is applicable across various industries and can be tailored to organizational size, technological infrastructure, and strategic objectives. The novelty of this study lies in its holistic approach to DDDM in enterprise IT, positioning data not merely as a resource, but as a critical driver of intelligent decision-making. The framework supports CIOs, IT managers, and decision-makers in fostering a culture of analytical thinking, transparency, and accountability. Future research is encouraged to empirically validate the framework across diverse enterprise environments and explore its integration with emerging technologies such as AI, machine learning, and predictive analytics.},
      keywords = {Data-Driven Decision Making, Enterprise IT Management, Business Intelligence, IT Governance, Conceptual Framework, Real-Time Analytics, Digital Transformation, Strategic IT Alignment, Data Quality, Performance Metrics.},
      month = {September},
  }