IIARD International Institute of Academic Research and Development

IIARD INTERNATIONAL JOURNAL OF GEOGRAPHY AND ENVIRONMENTAL MANAGEMENT (IJGEM )

E-ISSN 2504-8821
P-ISSN 2695-1878
VOL. 11 NO. 6 2025
DOI: 10.56201/ijgem.vol.11.no6.2025.pg1.11

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Advances in Quantitative Risk Analysis for Compliance Reporting in Cloud-Based Financial Environments

Oluwademilade Aderemi Agboola, Oyinomomoemi Emmanuel Akpe, Abraham, Ayodeji Abayomi, Jeffrey Chidera Ogeawuchi

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Abstract

This paper investigates the convergence of quantitative risk analysis and compliance reporting within the context of cloud-based financial systems. As regulatory expectations become increasingly stringent and data volumes grow, traditional compliance mechanisms are proving inadequate. The study first explores the regulatory landscape, outlining key frameworks such as Sarbanes-Oxley, Basel III, and the General Data Protection Regulation, which mandate rigorous risk quantification and reporting protocols. It then examines the core theoretical models underpinning modern risk analysis—including Value at Risk, Monte Carlo simulations, and stress testing—alongside the unique risks introduced by cloud computing, such as data breaches, service outages, and vendor dependencies. Methodologically, the paper analyzes statistical, machine learning, and AI-driven approaches to risk modeling, supported by cloud- native platforms and business intelligence tools that facilitate real-time, scalable, and integrated compliance workflows. Case studies from global banks and fintechs illustrate the practical adoption of these innovations, while a comparative evaluation of on-premise and cloud-based systems reveals the growing advantages of digital transformation. The paper concludes by identifying future research opportunities in explainable AI, real-time analytics, and global compliance harmonization. It emphasizes the transformative potential of quantitative analytics and cloud technologies in building resilient, transparent, and proactive compliance ecosystems for financial institutions operating in an increasingly complex regulatory environment.

keywords:

Quantitative Risk Analysis, Compliance Reporting, Cloud Computing, Financial

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References:

[1]
M.-S. Jameaba, "Digitization revolution, FinTech disruption, and financial stability:
Using the case of Indonesian banking ecosystem to highlight wide-ranging digitization
opportunities and major challenges," FinTech Disruption, and Financial stability:
Using the Case of Indonesian Banking Ecosystem to highlight wide-ranging digitization
opportunities and major challenges (July 16 2, 2020), 2020.
[2]
M. Palmié, J. Wincent, V. Parida, and U. Caglar, "The evolution of the financial
technology ecosystem: An introduction and agenda for future research on disruptive
innovations in ecosystems," Technological forecasting and social change, vol. 151, p.
119779, 2020.
[3]
P. Gomber, R. J. Kauffman, C. Parker, and B. W. Weber, "On the fintech revolution:
Interpreting the forces of innovation, disruption, and transformation in financial
services," Journal of management information systems, vol. 35, no. 1, pp. 220-265,
[4]
V. Asimakopoulos, "Cloud security and privacy," ???????????? ????????, 2023.
[5]
R. Kumar and R. Goyal, "Assurance of data security and privacy in the cloud: A three-
dimensional perspective," Software Quality Professional, vol. 21, no. 2, pp. 7-26, 2019.
[6]
C. Oko-Odion and O. Angela, "Risk management frameworks for financial institutions
in a rapidly changing economic landscape," Int J Sci Res Arch, vol. 14, no. 1, pp. 1182-
1204, 2025.
[7]
I. A. Adeniran, A. O. Abhulimen, A. N. Obiki-Osafiele, O. S. Osundare, E. E. Agu, and
C. P. Efunniyi, "Strategic risk management in financial institutions: Ensuring robust
regulatory compliance," Finance & Accounting Research Journal, vol. 6, no. 8, pp.
1582-1596, 2024.
[8]
H. Idris, "Exploring Financial Risk Management: A Qualitative Study on Risk
Identification, Evaluation, and Mitigation in Banking, Insurance, and Corporate
Finance," Golden Ratio of Finance Management, vol. 4, no. 2, pp. 213-225, 2024.
[9]
A. Chapelle, Operational risk management: Best practices in the financial services
industry. John Wiley & Sons, 2019.
[10]
M. Krambia-Kapardis, "Financial Crisis Prevention Through Regulation," in Corporate
Fraud and Corruption: A Holistic Approach to Preventing Financial Crises: Springer,
2016, pp. 39-75.
[11]
E. Zharikova, "Post-crisis reforms to the UK regulation of the corporate governance of
banking institutions: an analysis of changes to the UK risk governance framework,"
University of Manchester, 2019.
[12]
E. Kokogho, R. Okon, B. M. Omowole, C. P.-M. Ewim, and O. C. Onwuzulike,
"Enhancing cybersecurity risk management in fintech through advanced analytics and
machine learning," 2025.
[13]
C. O. Ozobu, F. E. Adikwu, O. O. Cynthia, F. O. Onyeke, and E. O. Nwulu,
"Developing an AI-powered occupational health surveillance system for real-time
detection and management of workplace health hazards," World Journal of Innovation
and Modern Technology, vol. 9, no. 1, pp. 156-185, 2025.
[14]
C. O. Ozobu, F. E. Adikwu, O. Odujobi, F. O. Onyekwe, and E. O. Nwulu, "A review
of health risk assessment and exposure control models for hazardous waste
management
operations
in
Africa,"
International
Journal
of
Advanced
Multidisciplinary Research and Studies, vol. 5, no. 2, pp. 570-582, 2025.
[15]
C. A. Udeh, Customer Engagement Techniques in Green Spare Parts Initiatives. Deep
Science Publishing, 2025.
[16]
N. Y. Hussain, F. I. Babalola, E. Kokogho, and P. E. Odio, "A Robust Model for
Integrating Artificial Intelligence into Financial Risk Management: Addressing
IIARD International Journal of Geography & Environmental Management
Vol. 11 No. 6 2025 E-ISSN 2504-8821 P-ISSN 2695-1878 www.iiardjournals.org online version
IIARD – International Institute of Academic Research and Development
Page 9
Compliance, Accuracy, and Scalability Issues," International Journal of Research and
Innovation in Social Science, vol. 9, no. 2, pp. 3651-3668, 2025.
[17]
E. Kokogho, P. E. Odio, O. Y. Ogunsola, and M. O. Nwaozomudoh, "A Cybersecurity
framework for fraud detection in financial systems using AI and Microservices," Gulf
Journal of Advance Business Research, vol. 3, no. 2, pp. 410-424, 2025.
[18]
E. Ezeife, E. Kokogho, P. E. Odio, and M. O. Adeyanju, "Agile tax technology
development in the US: A conceptual framework for scalable and efficient enterprise
solutions," Gulf Journal of Advance Business Research, vol. 3, no. 2, pp. 512-526,
[19]
O. Famoti et al., "A Practical Model for Agile Project Management to Streamline
Engineering Delivery in Energy Projects," 2025.
[20]
N. L. Eyo-Udo, C. E. Apeh, B. Bristol-Alagbariya, C. A. Udeh, and C. P.-M. Ewim,
"Review of ethical considerations and dilemmas in the field of AI and machine
learning," 2025.
[21]
N. L. Eyo-Udo, C. E. Apeh, B. Bristol-Alagbariya, C. A. Udeh, and C. P.-M. Ewim,
"International Trade Law in the Modern World: A Review of Evolving Practices and
Agreements," 2025.
[22]
O. Famoti et al., "A digital transformation framework for US e-commerce supply
chains," International Journal of Scientific Research in Computer Science, Engineering
and Information Technology. 2025d, vol. 11, no. 1, pp. 1670-1701, 2025.
[23]
Y. G. Hassan, A. Collins, G. O. Babatunde, A. A. Alabi, and S. D. Mustapha, "Holistic
software solutions for securing Iot ecosystems against data theft and network-based
cyber threats," Gulf Journal of Advance Business Research, vol. 3, no. 1, pp. 252-261,
[24]
N. S. Egbuhuzor, A. J. Ajayi, E. E. Akhigbe, O. O. Agbede, C. P.-M. Ewim, and D. I.
Ajiga, "AI and data-driven insights: Transforming customer relationship management
(CRM) in financial services," Gulf Journal of Advance Business Research, vol. 3, no.
2, pp. 483-511, 2025.
[25]
O. O. Elumilade, I. A. Ogundeji, G. Ozoemenam, H. E. Omokhoa, and B. M. Omowole,
"Leveraging financial data analytics for business growth, fraud prevention, and risk
mitigation in markets," Gulf Journal of Advanced Business Research, vol. 3, no. 3,
[26]
N. L. Eyo-Udo, C. E. Apeh, B. Bristol-Alagbariya, C. A. Udeh, and C. P.-M. Ewim,
"The Evolution of Blockchain Technology in Accounting: A Review of Its Implications
for Transparency and Accountability," 2025.
[27]
N. L. Eyo-Udo, C. E. Apeh, B. Bristol-Alagbariya, C. A. Udeh, and C. P.-M. Ewim,
"Digital Banking in Africa: A Review of Recent Developments and Challenges," 2025.
[28]
G. O. Babatunde, S. D. Mustapha, C. C. Ike, and A. A. Alabi, "A holistic cyber risk
assessment model to identify and mitigate threats in us and canadian enterprises," 2025.
[29]
C. E. Alozie, O. O. Ajayi, J. I. Akerele, E. Kamau, and T. Myllynen, "The Role of
Automation in Site Reliability Engineering: Enhancing Efficiency and Reducing
Downtime in Cloud Operations," 2025.
[30]
F. I. Babalola, E. Kokogho, P. E. Odio, M. O. Adeyanju, and Z. Sikhakhane-
Nwokediegwu, "Audit Committees and Financial Reporting Quality: A Conceptual
Analysis of Governance Structures and Their Impact on Transparency," 2025.
[31]
A. A. Alabi, S. D. Mustapha, and A. O. Akinade, "Leveraging Advanced Technologies
for Efficient Project Management in Telecommunications," risk management (Cioffi et
al., 2021; Lee et al., 2020), vol. 17, p. 49, 2025.
IIARD International Journal of Geography & Environmental Management
Vol. 11 No. 6 2025 E-ISSN 2504-8821 P-ISSN 2695-1878 www.iiardjournals.org online version
IIARD – International Institute of Academic Research and Development
Page 10
[32]
C. E. Alozie, O. O. Ajayi, J. I. Akerele, E. Kamau, and T. Myllynen, "Standardization
in Cloud Services: Ensuring Compliance and Supportability through Site Reliability
Engineering Practices," 2025.
[33]
O. O. Ajayi, C. E. Alozie, O. A. Abieba, J. I. Akerele, and A. Collins, "Blockchain
technology and cybersecurity in fintech: Opportunities and vulnerabilities,"
Interna

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