For Bread Financial's installment lending product, how do we weigh ease of approval against potential default rates?

Introduction

For Bread Financial's installment lending product, we need to carefully balance the ease of approval against potential default rates. This trade-off is crucial for the success of our lending business, impacting both customer acquisition and financial stability. I'll analyze this challenge through multiple lenses, considering user experience, risk management, and business growth.

Step 1

Clarifying Questions (3 minutes)

• Business Context: I'm thinking our revenue model heavily relies on interest from successful loans. Could you confirm if this is our primary revenue stream or if we have significant other sources?

Why it matters: Helps prioritize customer acquisition vs. risk management Expected answer: Interest is primary revenue, with some fees Impact on approach: Would focus on optimizing approval rate while maintaining acceptable risk

• User Impact: Based on our target demographic, I assume we're primarily serving consumers who may not qualify for traditional bank loans. Is this accurate, and can you share any key user segments we're focusing on?

Why it matters: Informs our approach to risk assessment and user experience Expected answer: Primarily serving near-prime and subprime borrowers Impact on approach: Would explore alternative data sources for risk assessment

• Technical Feasibility: I'm curious about our current risk assessment capabilities. Do we have a robust machine learning model in place, or are we relying on more traditional credit scoring methods?

Why it matters: Determines our ability to fine-tune approval criteria Expected answer: Mix of traditional and ML models Impact on approach: Would consider investing in advanced ML capabilities

• Resource Constraints: Considering the potential impact on our portfolio, I imagine this is a high-priority initiative. Can you give me an idea of the resources (team, budget) available for improving our approval process?

Why it matters: Helps scope the scale of potential solutions Expected answer: Moderate resources available, competing priorities Impact on approach: Would focus on high-impact, efficient improvements

• Timeline Pressure: Given the competitive landscape in fintech lending, how urgent is this initiative? Are we looking at a near-term overhaul or a longer-term optimization process?

Why it matters: Influences the depth and breadth of potential solutions Expected answer: Medium-term priority, looking for quick wins and long-term strategy Impact on approach: Would propose a phased approach with immediate improvements and long-term enhancements