Three stress cycles, one missing layer.

Bottom line

Three cycles, three different macro regimes, and the same three causes of death every time: losses baked in at origination that reserving failed to recognize, funding concentration that turned a credit problem into a liquidity event, and collateral deterioration that no party outside the borrower could independently see.

This cycle borrowed its plumbing from 1997. The money that can run sits in warehouse lines and private credit, which is where Tricolor and PrimaLend died and where Car-Mart's balance sheet came apart. The three outcomes are worth keeping separate: Tricolor liquidated under Chapter 7 with its founder facing a life-maximum charge, PrimaLend liquidated under a confirmed Chapter 11 plan, and Car-Mart is still open, still selling cars, and carrying a going-concern qualification with 60 of its 154 dealerships closed. But the recoveries tell a 2008 story the auction index hides. Lenders got back 37.74 cents on the repossessed dollar in 2025, the worst year in S&P's data, while wholesale prices held steady. Through the last data anyone can confirm, which is Q1 2026, unemployment was the only thing that had not moved.

Underneath all three cycles is the same hole. In specialty finance, every downstream party reads a tape that one party writes, and no lender's mandate reaches past its own book. That hole killed lenders in a boom, in a crash, and now in an economy that looks fine.

The read

For a household in the bottom half, the car payment is the last bill to go unpaid. You need the car to get to work. TransUnion has measured that hierarchy since 2004 and found only two brief inversions: mortgage-first during pandemic accommodation programs, and card-before-mortgage in Q3 2008 when home equity went negative. So the last-paid bill going unpaid at a 32-year record, while prime delinquency sits at an eight-year low and unemployment sits at 4.2%, narrows the field considerably. Whatever is happening is happening to one cohort, and it is happening while that cohort is employed.

Hold that against the other two cycles. In 1997-98, twelve subprime auto lenders filed for bankruptcy while GDP grew almost 4%. They died of funding withdrawal and losses that were wrong from origination. In 2008-09, the whole economy broke, and per asset-manager reporting no senior auto ABS tranche is documented to have taken a principal loss. The structures held while individual lenders nearly died of the same funding withdrawal. In 2025-26, Tricolor, PrimaLend, and Car-Mart failed or nearly failed on funding, fraud, and liquidity while the labor market stayed intact.

What Issue 5 established

Issue 5 read the three 2025-26 failures side by side. That finding sets the terms for everything below, so it goes first.

Detection did not fail three times. It failed once. PrimaLend's lenders caught the deterioration fourteen months before the bankruptcy: CIBC's borrowing-base mechanics fired the quarter the first over-advance appeared, and the bank acted on it. Silver Point priced America's Car-Mart's distress accurately in advance, from audited public filings, and structured to take control when the default it expected arrived. Monitoring worked in both cases. What monitoring could not do was manufacture credit quality that had already deteriorated, or conjure a funding market that had repriced on someone else's fraud.

Tricolor is the detection failure, and the shape of that failure is precise. Each warehouse lender checked VINs against its own portfolio. No party could see across facilities, so a scheme that double-pledged roughly $800 million in bogus collateral survived seven years against three sophisticated banks, a Big Four agreed-upon-procedures review, a rating agency, and a trustee. It was unwound by one junior analyst at a mezzanine lender who noticed that loans reported as current were not paying down principal. The gap was never intelligence or resources. It was mandate: every institution in the chain did roughly what its role required, and the job of looking across facilities belonged to nobody.

PrimaLend's funders had analytics and used them well, so the missing piece was something else: cross-facility visibility and independent verification of borrower-reported data. The sector has gone without both through three complete macro regimes. The 1997-98 autopsy prescribed the fix explicitly: "the ability to reliably track the performance of loans purchased from each dealer, on a static pool basis." The National Auto Finance Association was, in 1998, "working on creating standardized financial performance reporting guidelines." Twenty-eight years later, banks hold more than $2 billion in identified commitments to roughly a dozen BHPH lenders against self-reported borrowing bases, the Fed counts roughly $32 billion in BHPH receivables with no census of the finance companies that fund the long tail, and bank-reported probability of default on BHPH lending repriced nearly 150% in a single quarter. After Tricolor. Not before.

The three cycles below are the evidence.

Cycle 1 · 1997-98: twelve bankruptcies in a boom

The macro backdrop was as strong as any in modern history. Real GDP grew 3.9% in 1997. Unemployment averaged 4.9%, the lowest since 1973. CPI inflation eased to 1.6%. There was no recession anywhere near this crisis.

And the sector collapsed anyway. In January 1997, Mercury Finance Co., the largest independent subprime auto lender at roughly $1 billion in assets, disclosed accounting irregularities forcing a four-year earnings restatement: 1996 net income restated from $120.7M to $56.7M, shareholders' equity from $353M to $263M (Mercury 8-K, SEC, January 29, 1997). The principal accounting officer disappeared. The treasurer was later indicted. CEO John Brincat ultimately received ten years for wire fraud (DOJ, 2002). Mercury's stock fell 93.9% in 1997 and the company was gone.

Then the dominoes: Jayhawk Acceptance (Chapter 11, February 1997, after a $15.5M charge for unexpected credit losses), First Merchants Acceptance (Chapter 11, July 1997, after defaulting on its credit agreement; stock down 99.8%), Western Fidelity Funding (Chapter 11, August 1997), then Reliance Acceptance Group, Search Financial, First Enterprise Financial, and Keller Financial through early 1998 (ABI Journal, May 1998). Moody's counted 12 subprime auto originators filing for bankruptcy across 1997-1999, with 11 exits and 18 acquisitions; the ABI autopsy names nine through early 1998, a narrower window rather than a discrepancy. Net losses ran from under 3% in January 1995 to more than 10% by December 1997.

What actually killed them

The ABI Journal's contemporaneous autopsy names the sequence. Twenty-plus subprime auto IPOs in 1991-94 flooded the space with capital chasing volume, and underwriting standards deteriorated to win paper. Under gain-on-sale accounting, lenders securitized loans, kept the subordinated residual tranches valued on their own optimistic cash-flow models, then pledged those residuals as collateral for warehouse lines to buy still more loans. When losses ran above projection, residual values collapsed, advance rates broke, covenants tripped, and liquidity vanished. Commercial paper first, warehouse lines behind it.

The Moody's special report of January 16, 1998, quoted in the ABI autopsy, made a pointed observation about the provision spikes: "Ironically, the boost to the loan-loss provision was not driven by a sudden deterioration in portfolio performance, but was due to inadequate reserving at loan inception." Read carefully, that is a finding about accounting timing. Borrower behavior was doing plenty: losses more than tripled across the same window. The underwriting of the land-grab years had already decided the shape of the loss curve. What broke was recognition. Reserves did not catch up until the cash flows made denial impossible, and by then the funding structure had turned a credit problem into a liquidity death.

The survivor

When the Russia default and LTCM crisis froze capital markets in autumn 1998, BB-rated AmeriCredit was running cash-flow deficits and dependent on securitization. Its guarantor, Financial Security Assurance, withdrew reinsurance, forcing AmeriCredit to fund the full 8% cash reserve on each securitization itself, roughly $50M more per $1B securitized (CFO.com). CFO Daniel Berce deliberately shrank originations to preserve liquidity. AmeriCredit lived; only four of the roughly thirty specialty finance companies that IPO'd in the 1990s remained listed. Protect the funding lifeline first. Everything else is second.

Cycle 2 · 2008-09: the structures held, the lenders nearly didn't

The opposite regime. Unemployment peaked at 10.0% in October 2009. The Manheim Used Vehicle Value Index fell 12.6% over three months in 2008 and took seven months to recover (Cox Automotive, via trade press; see Limits). Defaults surged at exactly the moment each repossession recovered less. Both barrels at once, which is what separates a real recession from everything else in this file.

Subprime auto dramatically outperformed subprime mortgage. Four reasons. Payment priority: borrowers pay the car first because they need it for work. Repossession is fast and certain, against slow judicial foreclosure. Short duration means pools deleverage quickly. And most fundamentally, auto finance never assumed collateral appreciation. Cars were underwritten as depreciating assets; houses in 2006 were underwritten as appreciating ones. That single modeling assumption is why auto ABS held and mortgage ABS detonated.

Fitch's subprime auto annualized net loss index peaked around 7.45% in August 2008 and roughly 8.78% in Q1 2009 (via trade press; see Limits). Elevated, and nothing like the RMBS wipeouts. S&P later designated the 2007-08 subprime auto vintages the "recessionary peak" benchmark. Per asset-manager reporting (Western Asset, November 2019), senior highly-rated auto ABS tranches came through the crisis with no documented principal losses and few downgrades. No verbatim agency statement of the same claim has been located, so the attribution stays with the asset manager everywhere it appears here.

The lenders were a different story. AmeriCredit's annualized net charge-offs hit 9.5% in the December 2008 quarter, and fiscal-2009 charge-offs ran 7.9% against 6.2% the prior year (AmeriCredit 8-Ks, SEC EDGAR; figures pending primary re-confirmation, see Limits). Its 2008-2 securitization prospectus carried going-concern language: "substantial doubt about AmeriCredit's ability to continue as a going concern" absent completing the deal and renegotiating warehouse lines (SEC 424B5, 2008). It was rescued partly by a significant-shareholder investment before GM bought it for $3.5B in 2010. The same lesson as 1998, ten years apart: the thing that nearly killed the strongest survivor was the funding line, not the loan book.

The structural counter-example. Credit Acceptance's advance and holdback model transfers first loss: on Portfolio-program paper (72.1% of net receivables today), CACC advances dealers a fraction of expected collections and pays dealer holdback only after it has been made whole, so a vintage miss is absorbed by forfeited holdback, which is dealer money, before it touches CACC equity. Its 2009 vintage materially outperformed its initial forecast through the worst recession in eighty years. Structural loss absorption beats equity absorption, because equity absorbs losses only until it runs out.

Cycle 3 · 2022-26: a record set in a good economy

Unemployment has stayed inside 3.4 to 4.3% across the entire 2022-2025 window and printed 4.2% in June 2026 (BLS, July 2, 2026). And subprime auto delinquency set an all-time record: Fitch's 60+ index printed 6.56% in January 2025, then a record 6.90% in January 2026, up 34 basis points year over year and a 385-month high back to January 1994 (Fitch via Wolf Street; independent analysis by Bill Ploog). S&P's full-year 2025 subprime delinquency read 6.18% against 5.78% in 2024, described as an all-time high. Prime held at 0.4%, equal to January 2018 and less than half the 0.9% Great Recession peak. The bifurcation is the story: a tenfold-plus gap between prime and subprime, sustained for a year.

That index is seasonal. The records print in January, when holiday spending and pre-refund cash gaps collide, and the rate eases through the spring as tax refunds land. February 2026 came in at 6.80%, and no monthly print after February is confirmable from a named source as of this writing, so the seasonal path through summer 2026 is unknown here. Which is why the annual figure carries the argument: S&P's full-year 2025 reading of 6.18% against 5.78% in 2024 has no seasonality in it at all. January against January, and year against year, both point the same direction. Quoting a January peak in August and calling it current is the error, and the honest version is that the last confirmable monthly reading is five months old.

The 4.2% needs an asterisk too. June's rate came with payrolls up just 57,000 and labor-force participation down 0.3 points to 61.5%. Some of that stability is people leaving the labor force rather than finding work. "The labor market is fine" carries a lot of weight in this cycle's story, here included.

What got more expensive

Everything about owning a car got more expensive at once. New-vehicle average transaction price crossed $50,000 for the first time in September 2025 and set a record $50,326 in December 2025 (Kelley Blue Book / Cox Automotive), roughly a third above February 2020. The average new-vehicle payment reached $767 a month, with the average amount financed up $1,882 year over year to $43,582 and the average used payment at $537 (Experian, Q4 2025). Insurance rose about 54% from 2020 to 2024 (USAFacts), with BLS data putting premiums up 55% since February 2020, almost all of it between 2022 and 2024. Cumulative CPI of roughly 22 to 25% since 2020 landed on stagnant real wages for bottom-half earners, student-loan 90+ delinquency reached 10.3% of balances (NY Fed, Q1 2026), and pandemic savings are gone for the lower quintiles.

The cleanest evidence that this lands on one cohort is in the credit data itself. Prime 60+ delinquency sat at 0.4% in January 2026, unchanged from January 2018 and less than half its Great Recession peak, while subprime set a 32-year record in the same month. Same economy, same month, same asset class, a tenfold gap sustained for a year. Fitch reads it the same way, describing inflation stress offsetting solid aggregate balance sheets "especially for lower-income households." The widely-cited Moody's estimate that the top 10% of earners drove 49.2% of consumer spending in Q2 2025 points in the same direction, and its methodology is contested by the Minneapolis Fed and others, so nothing above rests on it.

The severity read most people have is wrong

The standard read, and the one an earlier draft of this series carried, is that severity has gone quiet because wholesale values stabilized. Manheim peaked at a record 257.7 around January 2022, fell 14.9% in 2022, the largest one-year decline in series history, bottomed at 196.1 in June 2024, and closed 2025 at 205.5, still far above the pre-pandemic norm.

The recovery data says otherwise. S&P reports subprime auto ABS recoveries averaged 37.74% in 2025, the lowest annual level in data back to 2007. Worse than any Great Recession year in the series. Wholesale prices measure the general fleet at auction. Subprime repossession recovery is a different animal: older units, higher mileage, worse condition, rising repossession and transport and reconditioning costs, in a segment the Fed just documented running a 16.63x repossession rate against traditional auto lending. A stable wholesale index with collapsing realized recoveries means severity is deteriorating through cost and mix, invisible to anyone reading Manheim off a chart.

The same caveat that applies to the delinquency record applies here. The recovery average is a pool-level figure, and issuer mix, vehicle age, and deep-subprime share all drift over eighteen years, so deterioration and composition cannot be separated from public data on either number. What survives the caveat is narrower and still holds. Whatever the mix, the cash coming back per repossessed dollar is the lowest S&P has recorded since 2007, and the wholesale index would never tell you.

And the deterioration is now being built in at origination. In Q4 2025, 29.3% of new-vehicle trade-ins carried negative equity, the highest share since Q1 2021, and the average amount owed on underwater trade-ins hit a record $7,214, with 27% carrying $10,000 or more, also a record (Edmunds). 40.7% of negative-equity purchases were financed on 84-month terms, at an average $916 a month.

How the 2025-26 lenders actually failed

Issue 5 covers these cases in depth. The short version, with the numbers current to August:

Automotive Credit Corp (Southfield, MI, 33 years old) paused all originations indefinitely on August 7, 2025, citing "internal and external financial conditions."

Tricolor Holdings filed Chapter 7, a liquidation rather than a reorganization, on September 10, 2025. Per the DOJ indictment unsealed December 17, 2025: approximately $2.2B pledged against approximately $1.4B of real collateral, roughly $800M in bogus collateral, double-pledged and fabricated across three warehouse lenders over seven years. JPMorgan charged off roughly $170M; Fifth Third disclosed $178M; $348M combined. CFO Jerome Kollar and finance executive Ameryn Seibold pleaded guilty December 16, 2025. COO David Goodgame pleaded guilty to six counts on June 24, 2026 and is cooperating. The same day, a superseding eight-count indictment against founder and CEO Daniel Chu added a Continuing Financial Crimes Enterprise charge, the rarely-used financial kingpin statute, which carries a maximum of life. Chu pleaded not guilty; trial is set for October 19, 2026. Allegations are unproven as to Chu.

PrimaLend Capital Partners (BHPH warehouse and floor-plan lender, roughly $280M in dealer loans) filed Chapter 11 on October 22, 2025, after dealer-borrower defaults pushed it into over-advance beginning August 2024. Its lenders caught the deterioration fourteen months before the filing and acted on it, the monitoring counter-example per Issue 5. Plan confirmed as a liquidation February 20, 2026.

America's Car-Mart is further along than most coverage reflects. The FY2026 10-K, filed July 14, 2026, shows revenue of $1.281B, down 7.9%; a net loss of $139.1M against prior-year net income of $17.9M; full-year EPS of −$16.79; the dealership footprint cut from 154 to 94, a 40% reduction; explicit going-concern language; and, critically, no revolving or warehouse facility at all. The company depends on operations and securitizations. The October 2025 Silver Point term loan ($300M, SOFR+7.50%, warrants for up to 10% of shares) replaced the revolver; by June 2026 Car-Mart was in default, Silver Point had board representation, inventory was down 52%, the stock had touched $1.67, its lowest since the 1992 IPO, and lenders had extended the runway only into early September 2026.

The repricing. Post-Tricolor, warehouse lenders pulled back from subprime broadly (Drive Now Acceptance's CFO confirmed capital providers retreating; Auto Finance News, July 2026) and private credit stepped in at distressed pricing. The Fed's May 8, 2026 FEDS Note on BHPH lending (Chyruk, Cox, Liu, Wang, Zoulalian) is the best structural document of this cycle. BHPH loans are 78% subprime against 27% for traditional auto; BHPH balances grew 214% since 2018 against 34%; BHPH loans are 16.63x more likely to be in active repossession, with roughly 5% of balances in active repossession in Q3 2025; weighted-average BHPH subprime APR of 25.39% against 14.60%; banks holding more than $2B in commitments to roughly a dozen BHPH lenders; and bank-reported probability of default on BHPH lending up nearly 150% from Q2 to Q3 2025. A repricing that happened after Tricolor, reactively, against borrowing bases the borrowers themselves report. The note observes that Tricolor's advances ran at only 60 to 80% of stated value through SPE structures, and the fraud defeated those protections anyway, which is worth sitting with. The banks had the legal structure right and still could not see what they held.

One point from Issue 5 is worth repeating here, because it is the cleanest evidence that the credit line and the funding line are separate systems. Car-Mart's loan book was improving through this entire period, charge-offs declining and newer vintages cleaner, while its funding repriced on another company's fraud. No amount of underwriting discipline reaches that risk. The only thing that does is knowing what your next-best facility costs before the week you need it.

What fired, and when

"This rhymes with 1997" is close, and too loose. What this cycle borrowed from 1997 is the plumbing. The money that can run sits in the pre-securitization layer, warehouse lines and private credit, which is where all three 2025-26 failures happened. Term ABS does not run, and that layer has been structurally sound since the residual-pledging era ended. What it borrowed from 2008 is the severity, hidden in cost and mix rather than price. Four of five channels are on. The one still off did the most damage in 2008.

What happens if unemployment rises

Two published estimates get quoted in this debate, and they are routinely treated as contradicting each other. They do not, because they measure different quantities. A Federal Reserve working paper, pointedly titled Macroeconomic Parameter Instability in Auto Loan Loss Models (Fritsch and Prescott), puts the relative sensitivity of default probability to a one-point unemployment rise at roughly 16% in 2006 and roughly 3% post-2020: a proportional change inside an auto loss model. The Richmond Fed's 2020 work (Zhu Wang) puts the absolute move at roughly 0.54 percentage points of default rate per point of unemployment, with stress projections near 14% default rates at 20% unemployment. One is a percentage change in a probability, the other is percentage points on a rate. Stacking them side by side as a range is a units error.

The finding that survives is the one in the Fed paper's title. The sensitivity itself has fallen since 2006, which is consistent with a default cycle now driven by prices and payment capacity instead of by job loss: when defaults are already being generated by something other than unemployment, unemployment explains less of the variance. Read that way, the low number describes the recent past accurately and says almost nothing about a labor break.

What can be said without a model is narrower, and it comes with a date attached. Through Q1 2026, this cycle's record delinquency and worst-since-2007 recoveries had been produced with the unemployment channel off. The sector spent its good-economy cushion against a benign labor market. A labor break arriving on top of that base would be the first time since 2008 that all five channels fired together. S&P's stress framework, which replays a 10%-unemployment 2008 scenario, argues most senior subprime tranches remain resilient even then.

How much cushion is left as of August is genuinely unknown here. The monthly delinquency series runs cold after February 2026 and the recovery series is annual, so March through July 2026 is unobserved. If delinquency normalized sharply across the spring, the base a labor shock would land on is lower than the one described above, and the asymmetry below is correspondingly smaller. The historical argument does not move either way. What 1997 and 2008 show about how lenders die, and what the 28-year measurement gap has cost, does not depend on where the tape printed in June.

Nothing in the current tape predicts a labor break: jobless claims are low, and Fitch's own 2026 outlook expects deterioration against 2025 on a "cooling labor market" rather than a rupture. But the asymmetry is what matters. The upside case is that weak vintages amortize out and the record proves partly compositional. The downside case is 2008's mechanism arriving on top of a base 2008 never had.

Thresholds, and what they are not. Sustained unemployment above roughly 4.7 to 5.0% for two quarters, or Manheim decisively below roughly 190, would be the points at which to shift from monitor-and-reserve to active de-risking: cut volume, raise down-payment and LTV floors, pre-negotiate incremental liquidity while it exists. Conversely, if the 2022-2023 vintages keep amortizing out and later cohorts keep tracking to plan, treat the elevated headline as partly a composition artifact, which per the Limits below is partly what it already is.

The functioning-sector case

The counter-arguments have real weight, and two of them are strong enough to change how you read everything above.

The structures are genuinely stronger. Per asset-manager reporting, senior auto ABS came through the worst recession in eighty years with no documented principal losses. Excess spread, overcollateralization, and sequential-pay subordination work; deep-subprime deals routinely carry 20%+ expected cumulative losses and pass them through without senior investors taking a hit. This market bears no resemblance to 1997's residual-pledging loop. Credit Acceptance discloses that its securitizations are structured to withstand a 35% decline in forecasted collection rates before the most junior bond is at risk. Its worst vintage miss in a decade, the 2022 book, is 8.2 points against a 67.5% initial forecast, a relative decline of about 12%. Measured the same way the cushion is measured, the worst miss in a decade ate about a third of it.

Recent vintages are stabilizing. CACC's 2025 vintage is tracking +0.2% against initial forecast (67.2% vs 67.0%, per the Q4 2025 vintage table); initial spread on new assignments held roughly flat at about 22.0% against 22.1% in 2024, pricing discipline while ceding volume. Its quarterly downward forecast revision shrank from $189.3M in Q2 2024 to $9.1M in Q1 2026, a 95% deceleration. S&P found the 2023 and Q1 2024 subprime cohorts improving against 2022's highs. The full CACC read, including the live NY AG matter and the $82.6M in contingent losses booked against a potential $75.5M settlement, is in Issue 4. The model works, and it carries an unresolved regulatory tail that any operator pointing at it should price separately.

The record is real, narrow, and not decomposable from public data. The Fitch index tracks the securitized subprime slice, a minority of outstanding auto loans, and its composition drifts as issuers enter, exit, and shift mix. For scale, the Fed's BHPH note puts BHPH alone at roughly 2% of the $1.6 trillion auto market and 5% of the subprime market. Fitch itself attributes part of the elevation to composition effects as the weak 2022-2023 vintages age through. The aggregate picture is far calmer: NY Fed data shows 4.8% of all household debt in some stage of delinquency, a household-debt figure rather than an auto figure, with auto transition rates holding steady in Q1 2026 against $1.69T in balances. How much of the 6.90% record was borrower deterioration and how much was issuer-mix drift cannot be separated from public data. The record says something true about the securitized subprime borrower, on a narrow slice, and the February easing to 6.80% belongs in the same picture.

Rate relief is genuinely uncertain in both directions. The Fed cut three times in 2025 to 3.50-3.75%; by mid-2026 markets had swung to pricing possible hikes on renewed inflation. The funding-cost channel could ease or tighten from here, which cuts against both the bear and bull cases.

Limits: what the record does not show

The 2008-column anchors are trade-press-sourced. Manheim's 12.6% three-month 2008 decline, the 14.9% 2022 full-year record, the 152.9 pre-pandemic average, Fitch's 7.45% and 8.78% loss-index peaks, Moody's under-3%-to-over-10% 1997 loss path, and AmeriCredit's 9.5%, 7.9%, and 6.2% charge-off figures all trace to trade coverage of paywalled or archival primary reports. They are directionally solid and multiply corroborated, and they are flagged here rather than silently trusted. Any that fail primary confirmation in a future pass get removed rather than softened.

The recovery figure carries the same composition caveat as the delinquency record. The 37.74% is a pool-level average; issuer mix, vehicle age, and deep-subprime share drift over the comparison window, and deterioration cannot be separated from mix using public data.

No exact 2007-08 subprime cumulative-net-loss figure from a free named source; the "recessionary peak" framing is S&P's, and the precise CNL sits behind paywalls.

The "no senior principal loss" claim rests on asset-manager language (Western Asset, Janus Henderson) rather than a verbatim agency statement, and is attributed accordingly everywhere it appears in this study.

Income-cohort auto delinquency splits are inferred via the prime and subprime ABS split and TransUnion's K-shaped framing, and are not directly published at the granularity the argument wants. The Moody's 49.2% spending-share figure is contested (Minneapolis Fed; UC Berkeley), is presented as a widely-cited estimate, and carries none of the argument; the prime-against-subprime delinquency gap does that work instead.

The unemployment elasticities (16%, 3%, 0.54%) come from single working-paper models and are used only as evidence of parameter instability, never as point estimates. The Fritsch and Prescott figures are relative sensitivities of default probability; the Richmond Fed figure is percentage points of default rate. They are not directly comparable and are not presented here as a range.

The monthly delinquency series runs cold after February 2026. Fitch's January 2026 record of 6.90% and the February easing to 6.80% are the last readings confirmable from a named source as of August 7, 2026. Any monthly print between March and July 2026 is unknown here, so the seasonal path through summer is not characterized. The trade sources also disagree on the January 2025 baseline: Wolf Street reports 6.56%, which is arithmetically consistent with the stated 34-basis-point year-over-year move, and Auto Remarketing reports 6.45%. The 6.56% is used above, and a 6.31% June figure that circulates in coverage belongs to June 2025, not 2026.

America's Car-Mart's ultimate outcome is unresolved. No Chapter 11 as of August 7, 2026; the lender runway extends into early September. The going-concern language and facility structure are from the FY2026 10-K, filed July 14, 2026.

Tricolor allegations are unproven as to Chu, who has pleaded not guilty. The double-pledged loan counts circulating in coverage (roughly 31,000 loans) derive from a dismissed noteholder complaint and are treated as alleged, not established. Nothing here asserts wrongdoing by any lender.

Timing against credit. Part of the residual forecast drag at disclosed lenders reflects slower prepayment, which is timing, rather than default, which is credit; public tables do not cleanly separate the two.

Three questions for operators and the lenders who fund them