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What are the key sales KPIs for the Auto Loan and Auto Finance industry in 2027?

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Direct Answer

The nine KPIs that actually run an auto loan and auto finance business in 2027 are: Originations Volume (units and $), Managed Portfolio Size ($AUM), Net Interest Margin (NIM %), 30+ Day Delinquency %, 60+ Day Delinquency %, Net Charge-Off Rate %, Subprime Mix %, Weighted-Average Loan Term (months), and **Indirect vs.

Direct Origination Mix %**. Together they answer the only three questions a board, a warehouse lender, and an ABS investor care about: are you booking the right paper, is the back book performing, and is the spread between funding cost and yield still covering credit losses.

TL;DR
— Auto finance is a spread-and-loss business. If 30+ day delinquency runs above 4.5%, net charge-offs above 2.0%, or NIM compresses below 3.5%, the model breaks. The 2026 Experian baseline is a 69.48-month new-vehicle term, 15.75% subprime mix of total originations, and 6.65% subprime 60+ day delinquency — the highest since the series began in 1993.
Track originations and delinquency daily, NIM and charge-offs monthly, and re-baseline subprime mix and EV residual exposure every quarter.

Why Auto Loan and Auto Finance Works Differently

Auto finance looks like consumer lending but it is actually three businesses stapled together — origination, servicing, and collateral disposition. Four mechanics make it its own category.

Indirect channel dominance and dealer captives. Roughly 75% of US auto originations are booked indirectly through a franchised or independent dealer F&I office, not direct-to-consumer. That means your real customers are dealer finance managers, not borrowers, and the KPI that matters is look-to-book ratio by dealer rooftop.

Captives like Ford Credit, GM Financial, and Toyota Financial Services own the prime end through subvention; banks like Ally, Chase Auto, and Capital One fight for near-prime; Westlake, Credit Acceptance, and Santander Consumer USA own deep subprime.

Collateral that depreciates and gets repossessed. Unlike a credit card or personal loan, the loan is secured by an asset that loses 15–20% of value the moment it leaves the lot and another 15% per year. Loss-given-default in auto is therefore a function of Manheim Used Vehicle Value Index swings — when wholesale values fell ~7% from peak in 2024–2025, severity on charged-off loans jumped 300+ basis points across the industry.

Repossession recovery rates of 50–60% of outstanding principal are the normal range; below 45% means the wholesale market is broken.

Funding stack and ABS dependence. Most non-bank auto lenders fund through warehouse lines plus quarterly term ABS issuance. Fitch's auto ABS index, S&P's monthly auto loan static pool data, and KBRA's surveillance reports are the external scorecards that determine your cost of funds.

A 50-basis-point widening in subprime auto ABS spreads compresses NIM by ~30 bps on new originations — which is why finance CFOs watch Fitch's Auto ABS Index more closely than the Fed funds rate.

EV residual risk and the lengthening term. Two structural shifts changed the operating model after 2024. First, Hertz's 2024 EV writedown signaled that EV residuals can fall faster than legacy ICE — captives like Ford Credit and GM Financial now carry EV-specific residual reserves.

Second, the average new-vehicle loan term hit 69.48 months in Q1 2026 per Experian, with nearly one-third of originations beyond 72 months. Long terms generate larger absolute interest income but extend the loss curve and inflate negative-equity rollover into the next loan.

The 9 KPIs, In Depth

1. Originations Volume (units and $). Headline top-of-funnel metric, reported both as unit count and dollar volume. Ally Financial originated ~$10.2B in retail auto in Q1 2026.

Decompose by channel (indirect vs. Direct), tier (super-prime through deep subprime), and vehicle type (new, used, EV). Volume without mix discipline is how books blow up two years later.

2. Managed Portfolio Size ($AUM). Total serviced receivables on and off balance sheet. Ally carries ~$84B in retail auto, Capital One's auto book is ~$75B, Credit Acceptance ~$8B in net loans receivable. The ratio of on-balance-sheet to off-balance-sheet (sold to ABS trusts) tells you the funding model and the gain-on-sale exposure.

3. Net Interest Margin (NIM %). Yield on earning assets minus cost of funds. Ally's Q1 2026 NIM ex-OID was 3.52%, with full-year guidance of 3.60–3.70%.

Banks typically run 3.5–4.5%; specialty subprime lenders like Credit Acceptance run a much wider gross spread but carry far higher losses. Watching NIM trend matters more than the absolute number — a 30 bps compression two quarters running is a structural problem.

4. 30+ Day Delinquency %. The leading indicator. Ally's Q1 2026 retail auto 30+ DPD improved to 4.60% from 5.25% in Q4 2025, signaling the post-pandemic credit cycle is rolling over. Industry benchmark per the New York Fed is ~5.2% of outstanding auto debt 90+ days delinquent as of Q4 2025.

Anything above 5% at 30+ DPD in a near-prime book means the next two quarters will print elevated charge-offs.

5. 60+ Day Delinquency %. The roll-rate confirmation. Ally improved to 0.97% at 60+ DPD in Q1 2026 from 1.14% the prior quarter — for context, subprime auto 60+ DPD hit 6.65% in October 2025, the highest reading since the Fed series began in 1993. The 30-to-60 roll rate (typically 35–45%) is the single best predictor of charge-offs 90 days out.

6. Net Charge-Off Rate %. Annualized losses net of recoveries divided by average managed receivables. Ally posted 1.97% NCO in Q1 2026, inside its 1.8–2.0% full-year guide.

Prime captives run 0.5–1.0%, near-prime banks 1.5–2.5%, subprime specialists like Credit Acceptance and Westlake routinely run 6–10%+ but price for it. NCO above guidance two quarters in a row triggers ABS rating watch and warehouse covenant scrutiny.

7. Subprime Mix %. Share of originations with FICO below 620. Per Experian's Q1 2026 State of the Automotive Finance Market, total subprime hit 15.75% of vehicle financing — up from 14.40% YoY — with new-vehicle subprime climbing to 6.88% from 5.61%.

A rising subprime mix in a softening labor market is the leading indicator of the next loss cycle.

8. Weighted-Average Loan Term (months). New-vehicle average reached 69.48 months in Q1 2026, used at 67.73 months, with roughly 30% of new originations beyond 72 months. Longer terms shrink monthly payments and qualify more buyers but extend cumulative loss curves by 12–18 months and dramatically increase negative-equity rollover at trade-in.

9. Indirect vs. Direct Origination Mix %. Indirect (dealer F&I) versus direct (consumer-facing app or branch).

Ally and Chase Auto are ~95%+ indirect; Capital One Auto Navigator pushed direct above 30%; Carvana Finance and Affirm Auto are 100% direct embedded at checkout. Direct originations carry lower acquisition cost and better data but smaller volume; indirect scales fast but pays dealer reserve of 100–250 bps.

flowchart TD A[Dealer F&I or Direct App] --> B{Credit Tier} B -->|Super-Prime 780+| C[Captive Subvention 2-4% APR] B -->|Prime 660-779| D[Bank Indirect 6-9% APR] B -->|Near-Prime 600-659| E[Bank or Finco 10-14% APR] B -->|Subprime under 600| F[Specialty Finco 15-22%+ APR] C --> G[Booked Loan] D --> G E --> G F --> G G --> H[Warehouse Line] H --> I[Term ABS Securitization] I --> J[Servicing + Collections] J --> K{Performance} K -->|Current| L[Net Interest Margin] K -->|30+ DPD| M[Collections Workout] M -->|Cures 55-65%| L M -->|Charge-Off| N[Repo + Auction] N --> O[Recovery 50-60% of Principal] L --> P[Earnings + ROE] O --> P P --> Q[Capital for New Originations] Q --> A

Real Operators

Ally Financial is the benchmark independent auto lender — ~$84B retail auto book, 3.52% NIM, 1.97% NCO in Q1 2026, targeting mid-teens ROTCE. Capital One Auto Finance runs ~$75B with a heavier direct channel via Auto Navigator. GM Financial and Ford Credit are the Detroit captives, deeply tied to OEM subvention and EV residual risk.

Toyota Financial Services runs the most disciplined captive book with the lowest loss rates in the industry. Chase Auto dominates prime indirect lending through dealer relationships. Wells Fargo Dealer Services exited indirect auto in 2024, redistributing share to Ally, Chase, and Capital One.

Westlake Financial and Santander Consumer USA are the largest subprime indirect lenders. Credit Acceptance runs the unique dealer-participation model with 30%+ portfolio yields offset by 10%+ losses. Carvana Finance and Affirm Auto are the direct-to-consumer disruptors embedding credit at digital checkout.

Tricolor Auto specializes in deep-subprime Hispanic-market lending.

Failure Modes

The four that kill auto finance books. (1) Term creep without re-pricing risk — booking 84-month paper at 72-month spreads inflates volume but blows out cumulative losses two years later. (2) Dealer concentration without enforcement — letting 10% of rooftops generate 40% of originations without portfolio caps and fraud monitoring; Santander's $550M CFPB settlement and the 2024 round of dealer fraud cases all traced back here.

(3) Subprime mix drift in a softening labor market — every 100 bps of incremental subprime mix adds roughly 25–40 bps of expected loss at the portfolio level, and the labor market turns faster than credit policy committees move. (4) EV residual mispricing — carrying ICE-era residual curves on EV leases and loans; Hertz's 2024 writedown was the public version, and captives are still rebuilding the model.

Reporting Cadence

Daily: application volume, approval rate, look-to-book ratio, funded units. Weekly: originations by tier and channel, weighted-average APR and term, dealer concentration, early-stage delinquency (1–29 DPD). Monthly: full delinquency buckets (30/60/90 DPD), net charge-offs, recovery rates, subprime mix, NIM by vintage.

Quarterly: managed portfolio walk, ABS issuance and spreads, EV residual reserves, ALLL/CECL reserve adequacy, segment P&L and ROE for the earnings call.

flowchart TD A[Daily Origination Telemetry] --> B[Apps + Approvals + Look-to-Book + Funded Units] B --> C[Weekly Originations Review] C --> D[Mix by Tier + Channel + WA APR + WA Term + Dealer Concentration] D --> E[Monthly Credit Review] E --> F[30/60/90 DPD + NCO + Recoveries + Vintage NIM] F --> G[Quarterly Earnings + ABS Surveillance] G --> H[Portfolio Walk + ABS Spreads + EV Reserves + CECL] H --> I[Re-baseline Pricing + Credit Box + Dealer Caps + Funding Plan] I --> A

30/60/90 Day Plan

Days 1–30: instrument the nine KPIs end-to-end. Reconcile booked units and dollars across the loan origination system, the servicing platform, and the general ledger — they will not tie on day one and that gap is the first finding. Pull 24 months of static-pool data by vintage and produce baseline loss curves by FICO band, term, and channel.

Days 31–60: ship the delinquency-roll-rate and NIM-by-vintage dashboards. Wire collections workflow data to credit policy so the 30-to-60 roll rate becomes a live feedback loop into pricing tier cutoffs. Identify the bottom-decile dealer rooftops by early-default rate and brief the dealer relations team on portfolio caps.

Days 61–90: rebuild the originations forecast around the new credit box, including explicit EV exposure caps and term limits. Stress-test the portfolio against a Manheim wholesale value decline of 10% and a 100 bps subprime ABS spread widening. Present the revised operating plan and capital allocation to the CFO and ALCO with monthly KPI checkpoints.

FAQ

Is gross or net charge-off the right metric to track? Net, always — gross numbers exclude recoveries and overstate severity. Watch the recovery rate trend separately because it telegraphs Manheim wholesale weakness 30–60 days before it shows up in net losses.

How do you compare bank auto lenders to subprime specialty fincos? Different business models, different ratios. Banks like Ally and Chase target 3.5–4.5% NIM with 1.5–2.5% losses; specialty fincos like Credit Acceptance and Westlake price for 20%+ gross yields and 8–12% losses. Compare risk-adjusted yield (NIM minus NCO), not headline NIM.

Why does loan term matter so much in 2027? Because at 69-month average new-vehicle terms, the borrower is upside-down on the collateral for the first 40+ months. That negative equity rolls into the next loan, compounds, and shows up as severity in the static pools 24–36 months later.

How exposed is the industry to EV residual risk? Material and growing. Captives carry the most direct exposure through leases; indirect lenders carry it through loan-to-value compression on used EV trade-ins. Toyota Financial Services and GM Financial publish EV-specific residual reserves; most independents still bury it inside general residual assumptions.

Sources

Federal Reserve G.19 Consumer Credit Report (monthly release, 2026)
Experian — State of the Automotive Finance Market Report, Q1 2026
Consumer Financial Protection Bureau — Auto Loan Market Outlook 2026/2027
Federal Reserve Bank of New York — Quarterly Report on Household Debt and Credit, Q4 2025
Fitch Ratings — US Auto ABS Indices and Sector Surveillance Reports
Ally Financial Inc. — Form 10-K and Q1 2026 Form 8-K Earnings Materials
Capital One Financial Corp. — Form 10-K (Auto Finance Segment Disclosures)
Credit Acceptance Corporation — Form 10-K and Investor Presentations
American Financial Services Association (AFSA) — Vehicle Finance Conference Data
Manheim Used Vehicle Value Index — Cox Automotive Monthly Release
Kroll Bond Rating Agency (KBRA) — Auto Loan ABS Surveillance Reports

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### Direct Answer

The nine KPIs that actually run an auto loan and auto finance business in 2027 are: **Originations Volume (units and $)**, **Managed Portfolio Size ($AUM)**, **Net Interest Margin (NIM %)**, **30+ Day Delinquency %**, **60+ Day Delinquency %**, **Net Charge-Off Rate %**, **Subprime Mix %**, **Weighted-Average Loan Term (months)**, and **Indirect vs. Direct Origination Mix %**. Together they answer the only three questions a board, a warehouse lender, and an ABS investor care about: are you booking the right paper, is the back book performing, and is the spread between funding cost and yield still covering credit losses.

> **TL;DR** — Auto finance is a spread-and-loss business. If 30+ day delinquency runs above 4.5%, net charge-offs above 2.0%, or NIM compresses below 3.5%, the model breaks. The 2026 Experian baseline is a 69.48-month new-vehicle term, 15.75% subprime mix of total originations, and 6.65% subprime 60+ day delinquency — the highest since the series began in 1993. Track originations and delinquency daily, NIM and charge-offs monthly, and re-baseline subprime mix and EV residual exposure every quarter.

## Why Auto Loan and Auto Finance Works Differently

Auto finance looks like consumer lending but it is actually three businesses stapled together — origination, servicing, and collateral disposition. Four mechanics make it its own category.

**Indirect channel dominance and dealer captives.** Roughly 75% of US auto originations are booked indirectly through a franchised or independent dealer F&I office, not direct-to-consumer. That means your real customers are dealer finance managers, not borrowers, and the KPI that matters is **look-to-book ratio** by dealer rooftop. Captives like Ford Credit, GM Financial, and Toyota Financial Services own the prime end through subvention; banks like Ally, Chase Auto, and Capital One fight for near-prime; Westlake, Credit Acceptance, and Santander Consumer USA own deep subprime.

**Collateral that depreciates and gets repossessed.** Unlike a credit card or personal loan, the loan is secured by an asset that loses 15–20% of value the moment it leaves the lot and another 15% per year. Loss-given-default in auto is therefore a function of **Manheim Used Vehicle Value Index** swings — when wholesale values fell ~7% from peak in 2024–2025, severity on charged-off loans jumped 300+ basis points across the industry. Repossession recovery rates of 50–60% of outstanding principal are the normal range; below 45% means the wholesale market is broken.

**Funding stack and ABS dependence.** Most non-bank auto lenders fund through warehouse lines plus quarterly term ABS issuance. Fitch's auto ABS index, S&P's monthly auto loan static pool data, and KBRA's surveillance reports are the external scorecards that determine your cost of funds. A 50-basis-point widening in subprime auto ABS spreads compresses NIM by ~30 bps on new originations — which is why finance CFOs watch Fitch's Auto ABS Index more closely than the Fed funds rate.

**EV residual risk and the lengthening term.** Two structural shifts changed the operating model after 2024. First, Hertz's 2024 EV writedown signaled that EV residuals can fall faster than legacy ICE — captives like Ford Credit and GM Financial now carry **EV-specific residual reserves**. Second, the average new-vehicle loan term hit 69.48 months in Q1 2026 per Experian, with nearly one-third of originations beyond 72 months. Long terms generate larger absolute interest income but extend the loss curve and inflate negative-equity rollover into the next loan.

## The 9 KPIs, In Depth

**1. Originations Volume (units and $).** Headline top-of-funnel metric, reported both as unit count and dollar volume. Ally Financial originated ~$10.2B in retail auto in Q1 2026. Decompose by channel (indirect vs. Direct), tier (super-prime through deep subprime), and vehicle type (new, used, EV). Volume without mix discipline is how books blow up two years later.

**2. Managed Portfolio Size ($AUM).** Total serviced receivables on and off balance sheet. Ally carries ~$84B in retail auto, Capital One's auto book is ~$75B, Credit Acceptance ~$8B in net loans receivable. The ratio of on-balance-sheet to off-balance-sheet (sold to ABS trusts) tells you the funding model and the gain-on-sale exposure.

**3. Net Interest Margin (NIM %).** Yield on earning assets minus cost of funds. Ally's Q1 2026 NIM ex-OID was 3.52%, with full-year guidance of 3.60–3.70%. Banks typically run 3.5–4.5%; specialty subprime lenders like Credit Acceptance run a much wider gross spread but carry far higher losses. Watching NIM trend matters more than the absolute number — a 30 bps compression two quarters running is a structural problem.

**4. 30+ Day Delinquency %.** The leading indicator. Ally's Q1 2026 retail auto 30+ DPD improved to 4.60% from 5.25% in Q4 2025, signaling the post-pandemic credit cycle is rolling over. Industry benchmark per the New York Fed is ~5.2% of outstanding auto debt 90+ days delinquent as of Q4 2025. Anything above 5% at 30+ DPD in a near-prime book means the next two quarters will print elevated charge-offs.

**5. 60+ Day Delinquency %.** The roll-rate confirmation. Ally improved to 0.97% at 60+ DPD in Q1 2026 from 1.14% the prior quarter — for context, **subprime auto 60+ DPD hit 6.65% in October 2025, the highest reading since the Fed series began in 1993**. The 30-to-60 roll rate (typically 35–45%) is the single best predictor of charge-offs 90 days out.

**6. Net Charge-Off Rate %.** Annualized losses net of recoveries divided by average managed receivables. Ally posted 1.97% NCO in Q1 2026, inside its 1.8–2.0% full-year guide. Prime captives run 0.5–1.0%, near-prime banks 1.5–2.5%, subprime specialists like Credit Acceptance and Westlake routinely run 6–10%+ but price for it. NCO above guidance two quarters in a row triggers ABS rating watch and warehouse covenant scrutiny.

**7. Subprime Mix %.** Share of originations with FICO below 620. Per Experian's Q1 2026 State of the Automotive Finance Market, total subprime hit 15.75% of vehicle financing — up from 14.40% YoY — with new-vehicle subprime climbing to 6.88% from 5.61%. A rising subprime mix in a softening labor market is the leading indicator of the next loss cycle.

**8. Weighted-Average Loan Term (months).** New-vehicle average reached **69.48 months in Q1 2026**, used at 67.73 months, with roughly 30% of new originations beyond 72 months. Longer terms shrink monthly payments and qualify more buyers but extend cumulative loss curves by 12–18 months and dramatically increase negative-equity rollover at trade-in.

**9. Indirect vs. Direct Origination Mix %.** Indirect (dealer F&I) versus direct (consumer-facing app or branch). Ally and Chase Auto are ~95%+ indirect; Capital One Auto Navigator pushed direct above 30%; Carvana Finance and Affirm Auto are 100% direct embedded at checkout. Direct originations carry lower acquisition cost and better data but smaller volume; indirect scales fast but pays dealer reserve of 100–250 bps.

```mermaid
flowchart TD
    A[Dealer F&I or Direct App] --> B{Credit Tier}
    B -->|Super-Prime 780+| C[Captive Subvention 2-4% APR]
    B -->|Prime 660-779| D[Bank Indirect 6-9% APR]
    B -->|Near-Prime 600-659| E[Bank or Finco 10-14% APR]
    B -->|Subprime under 600| F[Specialty Finco 15-22%+ APR]
    C --> G[Booked Loan]
    D --> G
    E --> G
    F --> G
    G --> H[Warehouse Line]
    H --> I[Term ABS Securitization]
    I --> J[Servicing + Collections]
    J --> K{Performance}
    K -->|Current| L[Net Interest Margin]
    K -->|30+ DPD| M[Collections Workout]
    M -->|Cures 55-65%| L
    M -->|Charge-Off| N[Repo + Auction]
    N --> O[Recovery 50-60% of Principal]
    L --> P[Earnings + ROE]
    O --> P
    P --> Q[Capital for New Originations]
    Q --> A
```

## Real Operators

**Ally Financial** is the benchmark independent auto lender — ~$84B retail auto book, 3.52% NIM, 1.97% NCO in Q1 2026, targeting mid-teens ROTCE. **Capital One Auto Finance** runs ~$75B with a heavier direct channel via Auto Navigator. **GM Financial** and **Ford Credit** are the Detroit captives, deeply tied to OEM subvention and EV residual risk. **Toyota Financial Services** runs the most disciplined captive book with the lowest loss rates in the industry. **Chase Auto** dominates prime indirect lending through dealer relationships. **Wells Fargo Dealer Services** exited indirect auto in 2024, redistributing share to Ally, Chase, and Capital One. **Westlake Financial** and **Santander Consumer USA** are the largest subprime indirect lenders. **Credit Acceptance** runs the unique dealer-participation model with 30%+ portfolio yields offset by 10%+ losses. **Carvana Finance** and **Affirm Auto** are the direct-to-consumer disruptors embedding credit at digital checkout. **Tricolor Auto** specializes in deep-subprime Hispanic-market lending.

## Failure Modes

The four that kill auto finance books. **(1) Term creep without re-pricing risk** — booking 84-month paper at 72-month spreads inflates volume but blows out cumulative losses two years later. **(2) Dealer concentration without enforcement** — letting 10% of rooftops generate 40% of originations without portfolio caps and fraud monitoring; Santander's $550M CFPB settlement and the 2024 round of dealer fraud cases all traced back here. **(3) Subprime mix drift in a softening labor market** — every 100 bps of incremental subprime mix adds roughly 25–40 bps of expected loss at the portfolio level, and the labor market turns faster than credit policy committees move. **(4) EV residual mispricing** — carrying ICE-era residual curves on EV leases and loans; Hertz's 2024 writedown was the public version, and captives are still rebuilding the model.

## Reporting Cadence

**Daily:** application volume, approval rate, look-to-book ratio, funded units. **Weekly:** originations by tier and channel, weighted-average APR and term, dealer concentration, early-stage delinquency (1–29 DPD). **Monthly:** full delinquency buckets (30/60/90 DPD), net charge-offs, recovery rates, subprime mix, NIM by vintage. **Quarterly:** managed portfolio walk, ABS issuance and spreads, EV residual reserves, ALLL/CECL reserve adequacy, segment P&L and ROE for the earnings call.

```mermaid
flowchart TD
    A[Daily Origination Telemetry] --> B[Apps + Approvals + Look-to-Book + Funded Units]
    B --> C[Weekly Originations Review]
    C --> D[Mix by Tier + Channel + WA APR + WA Term + Dealer Concentration]
    D --> E[Monthly Credit Review]
    E --> F[30/60/90 DPD + NCO + Recoveries + Vintage NIM]
    F --> G[Quarterly Earnings + ABS Surveillance]
    G --> H[Portfolio Walk + ABS Spreads + EV Reserves + CECL]
    H --> I[Re-baseline Pricing + Credit Box + Dealer Caps + Funding Plan]
    I --> A
```

## 30/60/90 Day Plan

**Days 1–30:** instrument the nine KPIs end-to-end. Reconcile booked units and dollars across the loan origination system, the servicing platform, and the general ledger — they will not tie on day one and that gap is the first finding. Pull 24 months of static-pool data by vintage and produce baseline loss curves by FICO band, term, and channel.

**Days 31–60:** ship the delinquency-roll-rate and NIM-by-vintage dashboards. Wire collections workflow data to credit policy so the 30-to-60 roll rate becomes a live feedback loop into pricing tier cutoffs. Identify the bottom-decile dealer rooftops by early-default rate and brief the dealer relations team on portfolio caps.

**Days 61–90:** rebuild the originations forecast around the new credit box, including explicit EV exposure caps and term limits. Stress-test the portfolio against a Manheim wholesale value decline of 10% and a 100 bps subprime ABS spread widening. Present the revised operating plan and capital allocation to the CFO and ALCO with monthly KPI checkpoints.

## FAQ

**Is gross or net charge-off the right metric to track?** Net, always — gross numbers exclude recoveries and overstate severity. Watch the recovery rate trend separately because it telegraphs Manheim wholesale weakness 30–60 days before it shows up in net losses.

**How do you compare bank auto lenders to subprime specialty fincos?** Different business models, different ratios. Banks like Ally and Chase target 3.5–4.5% NIM with 1.5–2.5% losses; specialty fincos like Credit Acceptance and Westlake price for 20%+ gross yields and 8–12% losses. Compare risk-adjusted yield (NIM minus NCO), not headline NIM.

**Why does loan term matter so much in 2027?** Because at 69-month average new-vehicle terms, the borrower is upside-down on the collateral for the first 40+ months. That negative equity rolls into the next loan, compounds, and shows up as severity in the static pools 24–36 months later.

**How exposed is the industry to EV residual risk?** Material and growing. Captives carry the most direct exposure through leases; indirect lenders carry it through loan-to-value compression on used EV trade-ins. Toyota Financial Services and GM Financial publish EV-specific residual reserves; most independents still bury it inside general residual assumptions.

## Sources

- Federal Reserve G.19 Consumer Credit Report (monthly release, 2026)
- Experian — State of the Automotive Finance Market Report, Q1 2026
- Consumer Financial Protection Bureau — Auto Loan Market Outlook 2026/2027
- Federal Reserve Bank of New York — Quarterly Report on Household Debt and Credit, Q4 2025
- Fitch Ratings — US Auto ABS Indices and Sector Surveillance Reports
- Ally Financial Inc. — Form 10-K and Q1 2026 Form 8-K Earnings Materials
- Capital One Financial Corp. — Form 10-K (Auto Finance Segment Disclosures)
- Credit Acceptance Corporation — Form 10-K and Investor Presentations
- American Financial Services Association (AFSA) — Vehicle Finance Conference Data
- Manheim Used Vehicle Value Index — Cox Automotive Monthly Release
- Kroll Bond Rating Agency (KBRA) — Auto Loan ABS Surveillance Reports

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