What innovative features could Home Credit add to its credit scoring system to better assess creditworthiness for customers with limited financial history?

Introduction

To improve Home Credit's credit scoring system for customers with limited financial history, we need to explore innovative features that can provide a more comprehensive assessment of creditworthiness. This challenge is crucial in expanding financial inclusion while managing risk effectively. I'll approach this by examining user segments, analyzing pain points, generating solutions, and proposing evaluation metrics.

Step 1

Clarifying Questions

• Looking at the product context, I'm thinking about the specific definition of "limited financial history" in this case. Could you clarify what Home Credit considers as limited history - is it no credit score, less than 6 months of credit history, or something else?

Why it matters: Determines the scope of our target user base and the depth of alternative data we need to consider. Expected answer: Less than 1 year of formal credit history. Impact on approach: Would focus on short-term behavioral indicators and alternative data sources.

• Considering user behavior, I'm curious about the current application process. Can you tell me about the typical user journey when applying for credit through Home Credit, including the touchpoints where financial information is collected?

Why it matters: Helps identify opportunities to integrate new data collection methods seamlessly. Expected answer: Online application with basic personal and financial information input, followed by manual review. Impact on approach: Would look for ways to enhance data collection during the application process and automate decision-making.

• Regarding pain points and market position, how does Home Credit's approval rate for this segment compare to traditional lenders, and what's the target improvement?

Why it matters: Establishes a baseline for current performance and sets a goal for our innovative features. Expected answer: 20% higher approval rate than traditional lenders, aiming for an additional 10% improvement. Impact on approach: Would focus on features that can significantly boost approval rates while maintaining risk levels.

• Thinking about external factors, I'm interested in the regulatory environment. Are there any specific regulations or data privacy concerns we need to consider when innovating in this space?

Why it matters: Ensures our solutions are compliant and ethically sound. Expected answer: Strict data protection laws and fair lending regulations in place. Impact on approach: Would prioritize transparent, explainable models and secure data handling in our innovation efforts.