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Banking · 2018
Banco ABC Brasil: A wholesale-focused Brazilian bank
- Problem
- Expand corporate credit while controlling default, sector and economic-group concentration, and portfolio deterioration.
- Role
- Data science specialist contributing to B2B credit scoring, corporate risk assessment, and portfolio monitoring.
- Approach
- Contributed to corporate credit scoring and rating analytics, financial and sector-risk assessment, economic-group exposure analysis, limit-setting support, and early-warning portfolio monitoring.
- Impact
- Contributed to B2B credit analytics during a period in which the bank’s expanded credit portfolio reached R$26.2 billion, up 7.0% year over year, led by 29.6% growth in the Corporate segment. Portfolio quality remained strong, with loans over 90 days past due at approximately 0.3% and provision coverage reaching 684% at year-end 2018.
- Lessons
- In wholesale credit, early warning and concentration monitoring create more decision value than highly precise models that identify deterioration too late.
Related capabilities
- Credit risk decisioning
- Risk-aware AI in regulated contexts
- Stakeholder management
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Employers are named and consulting clients stay anonymized. Company-level figures such as portfolio size, GMV or delinquency show the context of the period in which the work took place.