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Finance

6 cases — pick one that interests you

A/B Testing · Statistical Rigor · Conversion
Foundational

Did our cross-sell campaign actually drive incremental card signups, and should we scale the Travel Perks creative to all eligible deposit customers?

JPMorganCapital OneGoldman Sachs
Anomaly Detection · Precision vs Recall · Cost Analysis
Foundational

Which ATM withdrawal patterns should we prioritize for manual review?

JPMorganCapital OneGoldman Sachs
Classification · Feature Importance · Class Imbalance
Foundational

Which credit card applications should we auto-approve, and which should we route to manual review? Specifically: is 'thin-file' a useful signal for routing, and what actually drives default risk here?

JPMorganCapital OneGoldman Sachs
Anomaly Detection · Precision vs Recall · Cost Analysis
Advanced

How should the fraud team prioritize reviews and what thresholds minimize total business cost?

StripePayPalSquare
Classification · Feature Importance · Class Imbalance
Advanced

Which loans are at highest risk of defaulting, and what risk factors should the collections team act on?

JPMorganCapital OneGoldman Sachs
Metric Decomposition · Root Cause Analysis · Time Series
Advanced

What is driving the increase in payment decline rates, and how should we reverse the trend?

StripeAdyenShopify