- Own portfolio performance problems end-to-end
Identify leakages across the repayment lifecycle (early delinquency, roll-forwards, low cure, high cost) and define structured problem statements - Drive first-principles problem solving
Break down ambiguous problems into hypotheses, design experiments, and quantify impact - Design and test interventions at scale
Across: - Build intelligence layers on top of collections: Work with DS/Analytics to create
- Close the loop with risk and product: Use collections insights to influence:
- Partner with OPS teams to drive execution: Ensure strategies translate into measurable on-ground impact
- Drive leadership visibility: Communicate insights, trade-offs, and outcomes clearly to senior stakeholders
Customer segmentation
Communication strategies
Payment nudges and incentives
Policy and product levers
Channel mix (digital vs assisted vs agency)
Propensity / payback models
Early warning signals
Prioritization frameworks
Underwriting strategies
Fraud detection
Product design decisions
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3–8 years of experience in consulting, fintech, lending, analytics, or strategy roles
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Strong first-principles thinking and structured problem solving
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Ability to operate in ambiguity and independently define problem statements
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High comfort with data (SQL/Excel/analytics mindset)
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Clear ownership mindset — ability to drive outcomes, not just analysis
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Strong business intuition and understanding of customer behaviour
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Ability to deal with ambiguous problem statements
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Excellent communication and stakeholder management skills