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What we build from loan-level data

Issuer Comparison Matrix — Issuer Overview dashboard visualization Enterprise
Issuer Overview

Issuer Comparison Matrix

Cross-issuer comparison of pool size, seasoning, delinquency, FICO composition, vehicle age, and loan size for all 20+ issuers tracked from SEC ABS-EE filings.

Markov Chain Flow Diagram — Transition Flow dashboard visualization Enterprise
Transition Flow

Markov Chain Flow Diagram

Balance-weighted one-month transition probabilities across delinquency states for FICO < 660 loans across 17 issuers. Shows exactly where every dollar flows each month.

Roll Rate Matrix — Heatmap dashboard visualization Enterprise
Heatmap

Roll Rate Matrix

Balance-weighted transition probability matrix showing cure, roll, and chargeoff rates across all delinquency states for subprime auto ABS pools.

Industry Ranking Bar Chart — Distribution dashboard visualization Enterprise
Distribution

Industry Ranking Bar Chart

Ranked bar chart of cumulative chargeoff rates by NAICS industry sector for all SBA 7(a) and 504 loans approved since FY 2010, with loan counts per sector.

Volatility Dumbbell Chart — Distribution dashboard visualization Enterprise
Distribution

Volatility Dumbbell Chart

Dumbbell chart showing the range of 5-year charge-off rates across seasoned vintages by industry sector. Wider bars indicate more volatile sectors.

Delinquency Trend — Trend dashboard visualization Enterprise
Trend

Delinquency Trend

Monthly 60+ DPD rate with cure and chargeoff exit decomposition for subprime auto pools.

Delinquency Duration Mix — Trend dashboard visualization Enterprise
Trend

Delinquency Duration Mix

Percentage composition of 60+ delinquent balances by duration bucket, revealing structural shifts in workout timelines.

Credit Band Loss Distribution — Distribution dashboard visualization Enterprise
Distribution

Credit Band Loss Distribution

Box plot showing the distribution of cumulative default rates at MOB 12 across FICO score bands.

Surveillance Scorecard — Scorecard dashboard visualization Enterprise
Scorecard

Surveillance Scorecard

Executive-level metric cards with sparkline trends: 30+ DQ, 60+ DQ, Chargeoff Rate, and Cure Rate with percentile rankings.

Vintage Curve Comparison — Vintage dashboard visualization Enterprise
Vintage

Vintage Curve Comparison

Multi-vintage line chart tracking cumulative metrics by month-on-book — the foundational view for ABS credit analysis.

Ghost Vintage Chart — Vintage dashboard visualization Enterprise
Vintage

Ghost Vintage Chart

All vintages plotted as faded background lines with the latest vintage highlighted in neon — instantly reveals whether the newest cohort is tracking better or worse.

Cohort Lifecycle Stack — Vintage dashboard visualization Enterprise
Vintage

Cohort Lifecycle Stack

Stacked area showing the competing-risks lifecycle of a loan cohort: current, delinquent, prepaid, and defaulted.

Percentile Fan Chart — Distribution dashboard visualization Enterprise
Distribution

Percentile Fan Chart

Percentile corridor (5th to 95th) across vintages with the highlighted cohort overlaid, showing where it falls within historical experience.

Ridgeline Distribution — Distribution dashboard visualization Enterprise
Distribution

Ridgeline Distribution

Stacked kernel density plots showing FICO score distributions across issuers or vintages.

Hexbin Density Map — Distribution dashboard visualization Enterprise
Distribution

Hexbin Density Map

Hexagonal density map showing where loans concentrate across the FICO and LTV origination surface. Instantly reveals an issuer's credit box.

Hexbin Rate Map — Distribution dashboard visualization Enterprise
Distribution

Hexbin Rate Map

Hexagonal scatter colored by chargeoff rate across the FICO and LTV surface. Shows exactly where in the credit box losses concentrate.

Quadrant Bubble Chart — Issuer Overview dashboard visualization Enterprise
Issuer Overview

Quadrant Bubble Chart

Bubble scatter plot positioning issuers across two dimensions with bubble size representing pool volume.

Rank Bump Chart — Issuer Overview dashboard visualization Enterprise
Issuer Overview

Rank Bump Chart

Tracks how issuer rankings shift over time across key metrics — quickly spots who is improving or deteriorating relative to peers.

Dot Rank Chart — Issuer Overview dashboard visualization Enterprise
Issuer Overview

Dot Rank Chart

Ranked dot chart comparing issuers on a single metric with confidence intervals.

Trellis Heatmap — Heatmap dashboard visualization Enterprise
Heatmap

Trellis Heatmap

Small-multiple heatmaps breaking delinquency rates by FICO segment, vintage, and months on book. Pinpoints exactly where and when stress is building.

Deviation Heatmap — Heatmap dashboard visualization Enterprise
Heatmap

Deviation Heatmap

Delta heatmap showing positive and negative deviations from a baseline transition matrix, revealing structural changes in roll behavior.

Calendar Heatmap — Heatmap dashboard visualization Enterprise
Heatmap

Calendar Heatmap

Calendar heatmap of payment share by day of month and reporting period. Reveals borrower payment behavior patterns, early-pay clusters, and late-pay drift.

Sankey Flow Diagram — Transition Flow dashboard visualization Enterprise
Transition Flow

Sankey Flow Diagram

Alluvial flow diagram showing how starting current balance distributes across delinquency states at 6 and 12 months.

Attrition Funnel — Transition Flow dashboard visualization Enterprise
Transition Flow

Attrition Funnel

Staged attrition staircase showing how an initial cohort reduces through each delinquency stage.

Waterfall Bridge — Distribution dashboard visualization Enterprise
Distribution

Waterfall Bridge

Waterfall chart decomposing the change in a key metric into its contributing factors.

Regime Path Chart — Trend dashboard visualization Enterprise
Trend

Regime Path Chart

Connected scatter tracing a portfolio's movement through cure rate and delinquency delta space over time. Each point is a month, showing regime shifts at a glance.

Percentile Corridor Panels — Distribution dashboard visualization Enterprise
Distribution

Percentile Corridor Panels

Small-multiple percentile corridors by FICO segment with the highlighted cohort overlaid. Shows whether current performance is inside or outside historical norms for each risk tier.

Box and Swarm Plot — Distribution dashboard visualization Enterprise
Distribution

Box and Swarm Plot

Box plots with jittered individual observations overlaid by vintage. Shows not just the median and quartiles but every data point driving the distribution.

Dumbbell Comparison — Vintage dashboard visualization Enterprise
Vintage

Dumbbell Comparison

Before/after dumbbell chart comparing two vintages across multiple metrics simultaneously.

Area and Line Combo — Vintage dashboard visualization Enterprise
Vintage

Area and Line Combo

Stacked area chart showing chargeoff and total liquidation with a loss-to-liquidation ratio line overlaid. Three views in one: where losses sit within the liquidation curve.

Stacked Bar Composition — Trend dashboard visualization Enterprise
Trend

Stacked Bar Composition

Monthly stacked bar chart decomposing the delinquency rate into 10-29, 30-59, 60-89, and 90+ DPD buckets. Shows how the mix of stress shifts over time.

Grouped Bar Comparison — Distribution dashboard visualization Enterprise
Distribution

Grouped Bar Comparison

Grouped bar chart comparing cumulative loss rates across FICO bands for multiple vintages side by side. Reveals how credit tier performance diverges by origination year.

Long-Horizon Trend Line — Trend dashboard visualization Enterprise
Trend

Long-Horizon Trend Line

Multi-metric calendar time series tracking 30+, 60-89, and 90+ DPD rates across a full history. Clean long-horizon view with labeled endpoints.

Percentile Band Chart — Trend dashboard visualization Enterprise
Trend

Percentile Band Chart

Current period rate plotted against a shaded historical percentile corridor. Instantly shows whether today’s performance is inside or outside of normal.

Distribution Pyramid — Distribution dashboard visualization Enterprise
Distribution

Distribution Pyramid

Back-to-back horizontal bar chart comparing FICO tier distributions across two origination vintages. Surplus overlays highlight where composition shifted.

Panel Line Grid — Vintage dashboard visualization Enterprise
Vintage

Panel Line Grid

Small-multiple line grid showing hazard rates by month-on-book for each vintage within distinct stress panels. Surfaces timing differences across cohorts.

Transition Delta Heatmap — Heatmap dashboard visualization Enterprise
Heatmap

Transition Delta Heatmap

Difference heatmap between two transition matrices showing which flows accelerated or slowed. Red cells flag worsening roll behavior; blue cells show improvement.

Loan State Raster — Loan Level dashboard visualization Enterprise
Loan Level

Loan State Raster

Each row is an individual loan, each column a month on book. Color-coded cells trace every loan through current, delinquent, modified, repo, and chargeoff states across its full lifecycle.

Path Treemap — Loan Level dashboard visualization Enterprise
Loan Level

Path Treemap

Treemap of the most common loan lifecycle paths sized by volume and colored by average loss rate. Reveals the dominant behavioral archetypes hiding inside a pool.

3D Loss Surface — Loss Surface dashboard visualization Rotating 3D Preview Interactive
Loss Surface

3D Loss Surface

High-resolution 3D surface with 20-point FICO and 5-point LTV buckets, smoothed for visual clarity. Shows granular loss gradient across the full origination credit box at a 24-month horizon.

Interactive Trend Explorer — Trend dashboard visualization Interactive
Trend

Interactive Trend Explorer

Interactive vintage-level 30+ days past due rate curves plotted by month on book for all non-lease auto ABS pools. Hover to compare delinquency trajectories across origination cohorts from 2017 through 2025.

Interactive Radar Chart — Issuer Overview dashboard visualization Interactive
Issuer Overview

Interactive Radar Chart

Spider chart comparing the top 6 auto ABS issuers across delinquency rate, loss frequency, credit quality, and pool size. Normalized scores reveal each issuer's relative risk profile at a glance.

Interactive Issuer Comparison — Issuer Overview dashboard visualization Interactive
Issuer Overview

Interactive Issuer Comparison

All 19 tracked auto ABS issuers compared on 30+ delinquency rate, weighted average FICO score, and current pool size. Bars show delinquency and scale; diamonds mark credit quality.

Interactive Segment Comparison — Distribution dashboard visualization Interactive
Distribution

Interactive Segment Comparison

Cumulative gross loss rates at month 24 segmented by FICO score band, original loan term, and loan-to-value ratio. Shows how credit tier, term structure, and leverage each contribute to loss outcomes.

Interactive Portfolio Treemap — Distribution dashboard visualization Interactive
Distribution

Interactive Portfolio Treemap

Interactive treemap showing the auto ABS universe broken down by issuer and FICO tier, sized by current outstanding balance. Click any issuer to drill into their credit composition.

Interactive Box Plot — Distribution dashboard visualization Interactive
Distribution

Interactive Box Plot

Interactive box and whisker plots with individual observations overlaid, grouped by issuer, FICO bucket, term, or LTV. Hover any point to see the underlying loan pool detail.

Interactive Parallel Coordinates — Issuer Overview dashboard visualization Interactive
Issuer Overview

Interactive Parallel Coordinates

Parallel coordinates chart comparing all tracked issuers across FICO, LTV, delinquency, and balance dimensions simultaneously. Drag axes to filter and highlight peer groups.

Interactive Transition Matrix — Transition Flow dashboard visualization Interactive
Transition Flow

Interactive Transition Matrix

Interactive heatmap of month-over-month transition probabilities across delinquency states. Hover any cell to see the exact probability and underlying balance driving the transition.

Interactive Geographic Map — Distribution dashboard visualization Interactive
Distribution

Interactive Geographic Map

State-level choropleth showing loan volume, chargeoff rates, or average credit quality across the United States. Hover any state for detailed pool metrics.

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This website is an independent third-party analytics platform. It is not affiliated with, endorsed by, or sponsored by the U.S. Securities and Exchange Commission (SEC), the U.S. Small Business Administration (SBA), or any other government agency. Data displayed here may be derived from publicly available filings and government datasets, but the original agency records and filings are the authoritative source. The information on this site is provided for informational purposes only and does not constitute investment, legal, tax, accounting, lending, or other professional advice.

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