What the tape said: the future of subprime

Six issues of reading the tape after the fact have left me with a view I want on the record before the data catches up to it. Subprime auto is about to start pricing operators on whether they can prove what sits in their own book, and four things get us there. Severity has moved somewhere it can be forecast. The industry benchmark is dissolving under its own composition. The verification layer nobody built in 1998 is finally going to get built by somebody, on terms that will matter a great deal to whoever is being measured. And the next failure lands in the same layer as the last three. What follows is the evidence for each, the parts I cannot confirm, and one prediction specific enough that you could catch me being wrong about it.

37.74%

Full-year 2025 subprime recovery average, lowest in S&P data back to 2007

6.18%

Full-year 2025 subprime 60+ DQ vs 5.78% in 2024 (S&P). Annual, no seasonal distortion

$2.2B vs $1.4B

Tricolor collateral pledged against collateral that existed, per the SDNY indictment

1998

Year the trade body said it was building standardized static-pool reporting

Data currencyFitch's monthly subprime index is confirmable at 6.90% (January 2026, a record), 6.80% (February), and 6.11% (March, the tax-refund seasonal trough, with annualized net losses of 8.80% and recoveries of 37.48%). April through July 2026 monthly prints are not confirmable from a named source and are treated as unobserved. S&P's full-year 2025 figures are confirmed and carry the argument wherever a current-condition claim is made. The July 2026 employment report and Credit Acceptance's Q2, both released in the first week of August, are included. America's Car-Mart is confirmed through its June 19, 2026 covenant amendment and its FY2026 10-K filed July 14, 2026; any resolution after that date is unobserved.

Bottom line

The claim is one sentence. Operators who can prove what sits in their own book are going to price differently from operators who can only assert it, and that gap is about to become explicit rather than implied.

Four things get us there. Each is a call, and each is labeled as one.

Severity has moved into origination, which makes it forecastable for the first time. Recoveries hit a 2007 low in a year when wholesale prices rose. That combination means loss severity is now set by amount financed, term and rolled negative equity rather than by the auction lane, and every one of those is knowable on the day the loan is written. Anyone still reading Manheim as the severity signal is watching a gauge that has been disconnected from the engine.

The industry benchmark is dissolving. Deep subprime is now roughly a third of S&P's subprime composite, and Fitch attributes part of its own record to composition effects. An index whose definition drifts cannot serve as a benchmark, so proving outperformance is about to require like-for-like static pools that most operators do not produce.

The verification layer will be built, and the only open question is who owns it. The Structured Finance Association has a task force, vendors are selling into the gap, and rating-agency criteria have not moved yet. Those three routes produce three different market structures and three different answers to who pays.

The next failure surfaces in the same place as the last three. Term ABS absorbed the whole 2025 stress without structural failure. The pre-securitization stack did not. That asymmetry has not been fixed, so the next event is a warehouse withdrawal rather than a bond downgrade.

The read The industry keeps reading 2025 as a wave of failures and drawing the wrong lesson from it. One fraud that nobody could see, plus two distressed operators the market saw perfectly well and priced in advance. If detection failed once rather than three times, then better underwriting was never the missing piece. What was missing is the ability to prove, to someone outside your walls, that the collateral you say you hold is real, singular, and paying the way you say it is. Everything below is what follows from taking that seriously.

I · What 2025 settled

The numbers are on the record and Issue 6 works through them. Full-year 2025 subprime 60-day delinquency at 6.18% against 5.78%, a record. Recoveries at 37.74%, the lowest annual figure in S&P's data back to 2007. Fitch's monthly index at a record 6.90% in January 2026, easing to 6.11% by March on the tax-refund seasonal. Term ABS absorbed all of it: a second consecutive record issuance year at $127 billion, with spreads widening at the BBB and BB subprime end around the Tricolor headlines and senior paper holding throughout.

The three failures are covered case by case in Issue 5. What matters here is the shape they made together, because the whole forward argument rests on it.

Case	Warning available	Who saw it	Outcome
PrimaLend	14 months	CIBC, through borrowing-base over-advance	Chapter 11, liquidated
Car-Mart	Priced in advance	Silver Point, from audited public filings	Default, unresolved
Tricolor	Effectively none	One analyst, at a mezzanine lender	Chapter 7, criminal case

Two of the three were seen clearly and acted on. The one that was not involved information no counterparty could independently reach.

Detection did not fail three times. It failed once.

Time from the first signal a counterparty could act on to the terminal event.

Schematic, not measured data. Dates from the DOJ SDNY indictment, PrimaLend's First Day Declaration and case coverage, and America's Car-Mart SEC filings. Warning-date placement reflects the public record; private creditor knowledge predates public disclosure by an unknown interval.

II · Severity moved into origination, so it can be forecast

Here is the finding with the longest forward reach, and it is the one getting the least attention.

Recoveries fell to their worst annual level since 2007 in a year when Manheim rose 2.1%. Those two facts together rule out the auction lane as the cause. What is left is the amount financed: larger balances, longer terms, and negative equity rolled forward from the last car onto the next one. Loss severity used to be discovered at remarketing, months after default, and it was genuinely hard to predict because it depended on where used-car prices happened to be. That is no longer where it is being set.

InferenceIf severity is determined by loan structure rather than by auction outcomes, then severity became computable at origination. Advance rate against actual collateral value, term, and rolled negative equity are all known on the day the contract is written. An operator can price expected loss-given-default per deal at the point of sale, which was never reliably possible when the answer depended on the auction eighteen months later. The same shift makes the wholesale index a broken proxy: watching Manheim to gauge severity now measures a variable that has been disconnected from the outcome.

Recoveries at a 2007 low while wholesale prices hold

In 2008 and 2009, recoveries fell because auction prices fell. In 2025 they fell to a comparable level while Manheim rose.

Manheim anchors per Cox Automotive; path smoothed between anchors. Recovery figure and the 2007 to 2024 comparison per S&P Global Ratings via Auto Remarketing; the shaded zone represents the licensed claim that 2025 is the series low, not per-year values, which sit in paywalled S&P data. Both series are pool-level composites subject to composition drift.

Loss is built at origination now

Negative equity carried into the next loan, by quarter.

Edmunds negative-equity data, Q2 2025 through Q2 2026. Figures reflect new-vehicle trade-ins; subprime and BHPH used-vehicle terms differ but move with the same affordability pressure. Quarter-to-quarter comparisons are affected by seasonality, which is why the record claim is stated against prior second quarters only.

III · The benchmark is dissolving

The second forward consequence is that the number everyone quotes is losing its ability to mean anything.

Fitch attributes part of its own record to a trailing average "driven by collateral deterioration and composition effects as stronger pre-pandemic vintages amortized and were replaced by weaker post-pandemic cohorts," with weakness "most acute in the 2022-2023 vintages." S&P notes deep subprime now makes up roughly a third of its subprime composite. Both indices measure whoever happens to be issuing, in whatever mix they happen to be issuing.

InferenceAn index whose composition drifts cannot function as a benchmark for very long. If a lender's book improves while the composite worsens because deep subprime issuers took a larger share of the composite, the lender has no way to demonstrate that from public data, and no counterparty has a way to check it. The consequence lands on funding: as the composite becomes less usable, the burden of proof shifts onto the individual operator, and the only instrument that carries that proof is a like-for-like static pool by vintage. Operators who already produce those will be able to show a lender exactly where they sit against their own history. Operators who cannot will be priced against a composite that no longer describes them.

IV · Who builds the verification layer

The third consequence is the one with the most money attached, and the mechanism is already visible.

The Structured Finance Association stood up a Fraud Mitigation Task Force and, with Ernst & Young, published survey findings on March 31, 2026 in which respondents "identified double-pledging of collateral as the most concerning fraud risk," with fictitious loans and originator misrepresentation also cited frequently. The SFA committed to "establish asset class working groups (Auto ABS, Consumer Loan ABS, RMBS and CRE/CMBS) to explore sector-specific nuances, map financial transactions, and develop recommendations for improved collateral tracking throughout the lifecycle." Respondents flagged legacy systems and inconsistent data quality as what slows progress. Meanwhile KBRA, S&P, Moody's and DBRS continue to apply existing auto-ABS criteria and participated in that survey as respondents rather than as authors of new de-duplication requirements.

Three routes are open, and they are not equivalent for anyone being measured.

Route	What triggers it	What it costs the operator
Rating agency	A criteria change making collateral-uniqueness certification a condition of rating	Fastest and most binding. Compliance becomes the price of term-market access, and the cost falls on issuers immediately.
Industry consortium	The SFA working groups producing an adopted standard	Slowest and cheapest, and the 1998 precedent argues it may not finish. Voluntary standards bind the disciplined and miss everyone else.
Commercial vendor	A registry reaching enough coverage that lenders require it in credit agreements	Fast, and it puts a private party between you and your funding, pricing access to proof of your own collateral.

Assessment of routes visible as of August 2026, labeled as inference. No rating agency has announced a criteria change; the SFA working groups are formed but have published no standard; vendor coverage at scale is unverified.

InferenceThe route matters more than the timing. A rating-agency criteria change makes verification a gate on funding, which favors operators who can already produce the evidence and prices everyone else out quickly. A vendor-owned registry creates a toll on proving your own book. A consortium standard is the cheapest outcome for operators and the least likely to arrive, on the evidence of the 1998 attempt at the same thing. In every version, the operator who already runs cross-facility reconciliation and static-pool reporting is on the right side of the change, because the layer verifies what that operator is already producing.

Where each participant can see, and where nobody can

Every row sees its own slice. One column is dark for everyone.

Schematic and qualitative. Visibility varies by contract and is illustrative of structure rather than a measured dataset. Synthesized from the Federal Reserve FEDS Note (May 8, 2026), the SDNY indictment, and the SFA and Ernst & Young survey (March 31, 2026). That dark column is where Tricolor lived.

Twenty-eight years between the diagnosis and the build

Regulation eventually standardized the securitized layer. The layer where the 2025 failures happened stayed empty.

Schematic, not measured data. Track A per the ABI Journal (May 1998) and SEC Regulation AB II (2014). Track B is a qualitative representation of the absence of an industry standard. Whether the 1998 NAFA effort was formally adopted is not confirmable from a named source; see Limits.

V · The exposures that arrive next

Three things follow that are not yet priced anywhere.

The last channel that has not fired

The July 2026 employment report, released August 7, showed payrolls falling 23,000 against a consensus looking for a gain of 83,000. Unemployment ticked down to 4.1%, and it did so because people left the labor force: participation fell to 61.4%, its lowest in more than five years, and it has declined 0.7 points since January. May and June were revised down a combined 103,000, bringing the twelve-month average job gain to 34,000. This is a labor market cooling from the bottom up, which is the cohort subprime lends to.

Inference, with a discipline flagThe temptation is to convert that into a delinquency forecast using a single elasticity. Resist it. The available parameters measure different quantities and are unstable across regimes. Fritsch and Prescott estimate a relative sensitivity of default probability, roughly 16% in 2006 against roughly 3% post-2020. The Richmond Fed's figure of roughly 0.54 is percentage points of default rate. Presenting those as a range would be a units error. What can be said directionally is that record delinquency and worst-since-2007 recoveries were both produced with this channel switched off, so the base a labor shock would land on is higher than in any prior cycle. The magnitude is not knowable from these parameters, and any threshold derived from them is uncalibrated.

Where the next failure surfaces

Term ABS absorbed the entire 2025 stress without structural failure while the pre-securitization stack produced all three casualties. Warehouse lines and private credit reprice and withdraw on confidence rather than on cash flow, and they still fund against borrower-reported collateral that no independent party continuously verifies. Nothing in the record since has changed that asymmetry.

Inference, and a falsifiable oneThe next subprime auto event should present as a warehouse withdrawal or a facility non-renewal rather than as a bond downgrade, and it should become visible through a borrowing-base or covenant disclosure before it appears in any ABS performance series. If the next failure instead arrives through the term market, this reading is wrong and the structural argument in Issue 6 needs revisiting.

The measurement gap becomes a legal exposure

Demand is moving toward thinner-file borrowers. Fitch noted that transactions with higher exposure to thin-file and undocumented immigrant borrowers experienced greater stress, reflecting income disruption and payment discontinuity following immigration-related borrower departures. Underwriting is moving with it, toward cash-flow and bank-transaction data that suits thin-file borrowers better than a thin-file score does. The affordability pressure driving that shift sits in the chart below, and it lands on one cohort.

InferenceAlternative-data underwriting in a product this close to protected classes carries disparate-impact exposure, and defending against that claim requires exactly the evidence this sector does not standardize: like-for-like cohort performance, documented at origination, reproducible by a third party. An operator who cannot produce a static pool by vintage for a credit committee also cannot produce one for a regulator or a plaintiff. The same missing layer that made Tricolor possible is what leaves the next generation of underwriting undefendable.

One product, two economies

The same payment curve that is an inconvenience at the top is a default at the bottom.

Delinquency per Fitch Ratings via Auto Remarketing and Wolf Street; payments per Edmunds Q2 2026 (released July 16, 2026). Delinquency series are securitized-pool composites; payment figures are national averages across all credit tiers, so the two panels describe the same pressure rather than the same population.

Limits: what the record does not show

Fitch monthly prints after March 2026. Confirmed at 6.90% (January), 6.80% (February) and 6.11% (March). April through July are not confirmable from a named source and are treated as unobserved. Do not infer a summer trajectory from the March number, which is a tax-refund trough. Fitch itself expected the March improvement to be short-lived.

The January 2025 baseline is disputed between trade sources. Wolf Street reports 6.56%, which is arithmetically consistent with the stated 34-basis-point year-over-year move to 6.90%. Auto Remarketing reports 6.45%. This study uses 6.56% and flags the conflict rather than picking silently.

The three build routes are an assessment, not a forecast with probabilities attached. No rating agency has announced a post-Tricolor criteria change as of this writing. The SFA working groups are formed and have published no standard. Vendor coverage at scale is unverified, which is why no vendor is named in the body. Which route arrives first, or whether any does, is genuinely open.

Severity computable at origination is an inference about capability, not a published method. The claim rests on the observed divergence between recoveries and wholesale prices. No public study was located that decomposes 2025 subprime severity into loan-structure and collateral-value components, so the size of each contribution is unquantified here.

Credit Acceptance detail not independently confirmed. The quarterly forecast-change figures, the liquidity position, and the core subprime market-share movement cited in some coverage of the Q2 release could not be tied to a named primary source and are excluded from the body. The reported income, EPS, revenue, dealer count, volume and buyback figures are confirmed. The specific NYAG reserve figures that circulate in coverage, near $82.6 million in contingent losses against a potential $75.5 million payment, could not be confirmed and are excluded; the unresolved New York tail is confirmed through the April 24, 2025 CFPB withdrawal and the pending motion to dismiss.

America's Car-Mart's resolution. Confirmed through the June 19, 2026 amendment and the July 14, 2026 10-K. Whether the September window produced Chapter 11, rescue capital, or a going-concern resolution is unobserved as of August 8, 2026. The debt components are stated at face value against a carrying total and do not sum.

Tricolor bank losses. JPMorgan disclosed a charge-off of approximately $170 million and Fifth Third disclosed $178 million, for roughly $348 million combined. The Federal Reserve note characterizes the exposures as around $200 million each. Where those two accounts differ, the disclosed figures are used and the difference is noted here rather than averaged.

Figures carried from trade press rather than primary documents. PrimaLend's funded-debt breakdown, the Fed note's BHPH delinquency comparison and its guarantee and structure percentages, and Tricolor's borrower-profile percentages are reported in coverage this study could not tie to a primary document. They are excluded from the body or attributed in place, and any that fail primary confirmation in a future pass get removed rather than softened.

The unemployment-to-delinquency elasticity. Deliberately not quantified. The available parameters measure different quantities and are unstable across regimes. Any single number would be false precision, and any threshold derived from them would be uncalibrated.

The 1998 NAFA effort's fate. The May 1998 ABI Journal confirms the effort was in progress. No primary source confirms formal adoption. That it was superseded by SEC Regulation AB II in 2014 rather than adopted as a trade standard is an inference, labeled as one.

Three questions

Can you price expected severity on a deal at the point of sale? Severity is now set by advance rate against real collateral value, term, and rolled negative equity, all known the day the contract is written. If your severity assumption is still an auction-derived average applied after the fact, you are estimating a number you could be computing.

When the composite stops describing you, what do you show instead? Deep subprime is a third of S&P's subprime composite and the mix keeps moving. The operator who can hand a lender a like-for-like static pool by vintage gets judged on their own book. Everyone else gets judged on someone else's.

When the verification layer arrives, are you being verified or doing the verifying? A rating-agency criteria change, a consortium standard, and a vendor registry are three different bills. In all three, the operator already running cross-facility reconciliation and principal-paydown monitoring is describing what they already do. The rest are rebuilding under deadline, while funding is priced against the gap.

The 2025 record settled what kind of problem this is. One detection failure, two operators the market read correctly, and a severity channel that moved somewhere nobody is watching. What follows from that is a market where proof of your own book becomes the thing that prices you, and the infrastructure to produce that proof gets built by someone within the next few years. That is the future of subprime. The operators who get there early will do it because they decided to know their own data before anyone made them.

Sources & notes

Delinquency and recovery. Fitch Ratings subprime and prime 60+ indices via Auto Remarketing ("Fitch: Stress in subprime surfaces through auto ABS trends," May 21, 2026) and Wolf Street (February 17, 2026): January 2026 record 6.90%, February 6.80%, March 6.11% with annualized net losses of 8.80% and recoveries of 37.48%, trailing-twelve-month average 6.25% from 5.98%, prime 0.4% and unchanged from January 2018 against a 0.9% Great Recession peak, pandemic trough 2.58% in May 2021. The 385-month framing per independent analysis of Fitch data by Bill Ploog and Auto Finance News. S&P Global Ratings full-year 2025 auto ABS review via Auto Remarketing: recoveries 37.74%, "the lowest seen on an annual basis going back to 2007"; 60-day delinquency 6.18% against 5.78%; annualized losses 8.88% against 8.51%; ABS issuance $127 billion in 2025 with $122 billion forecast for 2026. New York Fed Household Debt and Credit, Q1 2026.

Macro and affordability. BLS Employment Situation for July 2026, released August 7, 2026: payrolls −23,000, unemployment 4.1%, participation 61.4%, May and June revised down a combined 103,000, twelve-month average 34,000. Federal Reserve, fed funds target 3.50% to 3.75%. Cox Automotive Manheim Used Vehicle Value Index: June 2026 at 212.9, up 2.1% year over year and 0.1% month over month, mid-July at 211.5. Kelley Blue Book and Cox Automotive average transaction price report for June 2026, released July 14, 2026: ATP $49,758, average payment $763, average rate 9.58% from 9.53% in May. Edmunds Q2 2026 negative-equity data, released July 16, 2026: 29.6% of trade-ins underwater from 26.6% a year earlier, average $6,884, prior quarter $7,183, Q2 2025 $6,754, negative-equity payment $944 against a $777 industry average.

Failures and survivors. U.S. DOJ, SDNY, Tricolor indictment unsealed December 17, 2025 and the superseding eight-count indictment; Kollar and Seibold guilty pleas of December 16, 2025 per DOJ releases; Goodgame's June 24, 2026 guilty plea to six counts and his statement to the court per Reuters and Bloomberg; the Rakoff dismissal per Reuters, June 10, 2026. Wilmington Trust's loan-verification-agent role across nine securitizations, its failure to spot repeated VINs, its resignation as trustee, and the investor suit naming Wilmington Trust and backup servicer Vervent, per Bloomberg Law and Auto Finance News. PrimaLend First Day Declaration and case coverage: over-advance beginning August 2024, roughly $34 million of participations sold, CIBC default notices in February 2025, Chapter 11 filed October 22, 2025, plan confirmed February 20, 2026 with credit bids to CIBC and Amarillo National Bank. SEC EDGAR for America's Car-Mart: FY2026 Form 10-K filed July 14, 2026 reporting a $139.1 million net loss, approximately $722.4 million of total indebtedness including a $300.0 million Silver Point term loan and approximately $458.7 million of non-recourse securitization notes, 94 dealerships from 154, and going-concern language; the June 19, 2026 covenant amendment 8-K; the October 30, 2025 term loan 8-K. Credit Acceptance Q2 2026 release and earnings call, August 4, 2026, with the FactSet consensus of $12.20 per MarketScreener.

Structural. Federal Reserve FEDS Note, Chyruk, Cox, Liu, Wang and Zoulalian, "Subprime Auto Lending: Trends in Buy Here Pay Here Auto Lending," May 8, 2026: roughly $32 billion in BHPH receivables, deep subprime above 50% from approximately 70% in 2018, balance growth of 214% against 34%, approximately 78% subprime origination share against 27%, weighted-average rate 25.39% against 14.60%, 16.63 times the active-repossession likelihood with roughly 5% of balances in active repossession in Q3 2025, more than $2 billion in bank commitments across roughly a dozen lenders and 82 obligors, probability of default up nearly 150% from Q2 to Q3 2025, and Tricolor advances at 60% to 80% of stated value. ABI Journal, "Subprime Auto Finance: The Year of the Bankruptcies," May 1998 (Buenzow, Pate, Sadarangani), for the static-pool prescription and the NAFA reporting-guidelines status. SEC Regulation AB II, 2014. Structured Finance Association and Ernst & Young Fraud Mitigation Survey findings, March 31, 2026.

Regulatory. CFPB withdrawal from the joint action with the New York Attorney General against Credit Acceptance, April 24, 2025, with the case limited to New York consumers and the motion to dismiss pending.

Companion issues. Issue 4 is the Credit Acceptance stress-signal brief, covering the vintage table, the funding-cost series, and the regulatory tail. Issue 5 is the comparative postmortem on Tricolor, PrimaLend and America's Car-Mart, and is the case-level source for the detection argument here. Issue 6 is the three-cycle study covering 1997-98, 2008-09 and 2022-26, and is the source for the warehouse and term-ABS split.

Where this study reasons beyond what a document literally states, it is labeled as an inference. Charts 2, 3 and 4 are schematic or qualitative and are captioned as such; Chart 1's shaded zone represents a licensed comparative claim rather than per-year values. Figures that could not be tied to a named source are flagged in Limits rather than softened. Allegations in the Tricolor indictment are unproven as to Daniel Chu, who has pleaded not guilty; nothing here asserts wrongdoing by any lender. Point-in-time reading of the public record through August 8, 2026, with sector delinquency and recovery data confirmable through March 2026. LendRisk Analytics is an independent research publication with no position in, and no affiliation with, any company mentioned, and this is not investment, legal, or accounting advice.

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The future of subprime.