Integrating Consumer Insights into Credit Scoring Models
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Project scope
Categories
Data analysis Data modelling Financial modelingSkills
financial modeling credit risk customer insights sparse data analysisThis project aims to develop a financial model that integrates consumer survey data into traditional credit scoring systems, specifically targeting emerging markets where conventional credit data is often sparse. The problem addressed is the limited predictive power of traditional credit scoring methods in these regions. By leveraging Kasi Insights' proprietary survey data, the project seeks to enhance the accuracy of credit risk assessments. The goal is to create a model that combines self-reported financial attitudes and spending intentions with observed credit behavior, thereby improving predictive accuracy and promoting financial inclusion. This project will provide learners with the opportunity to apply their knowledge of financial modeling and data analysis to a real-world problem, demonstrating the practical applications and economic impact of using alternative data sources in credit scoring.
The deliverables for this project include a comprehensive financial model that integrates consumer survey data with traditional credit scoring metrics. Additionally, a detailed report explaining the methodology, findings, and potential implications for financial inclusion in emerging markets will be required. The team will also prepare a presentation to showcase their model and findings, highlighting the enhanced predictive power and practical applications of their approach.
Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.
Scheduled check-ins to discuss progress, address challenges, and provide feedback.
About the company
Kasi Insight exists to empower decision makers with context, insights and foresight needed to win in Africa. We provide real time, aggregated and trended primary data on and across Africa at a speed and ease not matched by traditional market research.
We are an authentic African success story born, funded, led and supported by Africans. We want our story to inspire our clients that they can achieve the impossible.
Mission: We empower decision makers with context, insights and foresight needed to win in Africa.
Vision: To unlock the Africa where you can win and inspire with confidence.
We navigate African Insights for you. We fuse exclusive real-time data with applied AI to decode African opinions, actions, and the future. With our cutting-edge platform, we tap into 609 million African voices, conducting 12,000+ monthly interviews across 20+ major economies, crafting tailored projects spanning every corner of the continent.
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