ACCELERATING MODEL DEVELOPMENT IN FINANCE: A MODERN FRAMEWORK FOR ENHANCED EFFICIENCY AND PERFORMANCE
Keywords:
Model Risk Management, Machine Learning Integration, Automated Model Development, Digital Banking Transformation, Financial Risk AnalyticsAbstract
A modernized framework for accelerating model development in consumer finance addresses key challenges in traditional approaches by leveraging machine learning algorithms, unified data processing, continuous performance evaluation, and dynamic variable exploration. The framework enhances model development efficiency and effectiveness while maintaining regulatory compliance. Implementation at major financial institutions demonstrates significant reductions in development time and costs while improving performance and risk management capabilities. The documented results from a leading consumer finance institution highlight practical benefits and strategic advantages gained through adopting this innovative approach to model development and validation.
References
Tooba Khan, "Top 5 Current Fintech Trends [2022 - 2025]," SquadStack Blog, 2023. Available: https://www.squadstack.com/blog/top-5-fintech-trends-and-predictions
BDO, "Model Risk Management: Current Advancements, Challenges, and Future Trends," 2023. Available: https://www.bdo.com/insights/advisory/model-risk-management-current-advancements-challenges-and-future-trends
Philipp Härle, et al., "The future of bank risk management," McKinsey&Company, 2015. Available: https://www.mckinsey.com/~/media/mckinsey/dotcom/client_service/risk/pdfs/the_future_of_bank_risk_management.pdf
GDSLink, "Digital Banking: Opportunities and Challenges," 2023. Available: https://www.gdslink.com/digital-banking-opportunities-and-challenges/
Dharmendra Biswas, "Financial Modeling With Machine Learning," ResearchGate, 2021. Available: https://www.researchgate.net/publication/354532482_Financial_Modeling_With_Machine_Learning
Met Office, "The Next Generation Modelling Systems Programme." Available: https://www.metoffice.gov.uk/research/approach/modelling-systems/next-gen-modelling-systems
CFI Team, "Industry Analysis: Understanding the competitiveness of an industry," CFI. Available: https://corporatefinanceinstitute.com/resources/management/industry-analysis-methods/
Maryam Akram, "Reimagining Model Risk Management: New Tools and Approaches for a New Era," Chartis, 2024. Available: https://www.chartis-research.com/custom-insights/7947251/reimagining-model-risk-management-new-tools-and-approaches-for-a-new-era
Team DigitalDefynd, "15 Digital Transformation in Finance Case Studies [2025]," Digital Defynd. Available: https://digitaldefynd.com/IQ/digital-transformation-in-finance-case-studies/
Velina Derilova, "Top 5 Generative AI Implementation Frameworks to Use in 2024," Scalefocus, 2024. Available: https://www.scalefocus.com/blog/top-5-generative-ai-implementation-frameworks-to-use-in-2024
