Services
Analytics-led advisory for auto finance
Engagements are designed to produce operator-ready outputs—decks, specs, monitoring packs, and governance artifacts your teams can use.
Services
We are an analytics-led advisory firm focused on automotive finance—supporting fintechs, lenders, and vendors with portfolio analytics and model development.
What we do
- Vintage and cohort analysis
- Roll rates and transition matrices
- Loss forecasting and scenario analysis
- Segmentation (credit, collateral, dealer, channel)
- Executive-ready reporting and narrative
Deliverables
- Portfolio performance deck (monthly/quarterly template)
- KPI definitions + metric logic
- Reproducible analytics notebooks / SQL specs (as applicable)
What we do
- Feature engineering + data quality evaluation
- Model development (scorecards or ML approaches as appropriate)
- Model documentation and governance alignment
- Cut strategy guidance (risk tiers, decision thresholds)
Deliverables
- Model spec + documentation
- Backtest results + stability analysis
- Monitoring plan (drift, performance, recalibration triggers)
What we do
- Population stability and drift metrics
- Performance monitoring and champion/challenger design
- Portfolio early warning indicators
- Alerts and escalation paths
Deliverables
- Monitoring dashboards / metric pack
- Alert thresholds + playbook
- Monthly monitoring report template
What we do
- Interim analytics leadership support
- Embedded analysts / data science / analytics engineering
- Production support (handoff-ready artifacts)
Deliverables
- Delivery roadmap
- Implementation-ready requirements
- Knowledge transfer documentation