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CVNAResolved

Will Carvana's trailing-twelve-month operating cash flow to net income conversion ratio fall below 50% as of Q4 2025?

Resolves March 31, 2026(33d)
IG: 0.64
ResolvedEarly Resolution
Outcome: NO
Source: 10-K FY2025 XBRL data: NetCashProvidedByUsedInOperatingActivities = $1,036M; GAAP Net Income = $1,895M; ratio = 54.7%
Resolved: February 18, 2026

OCF/NI declined from 64% (9M 2025) to 54.7% (FY2025), a 9.3pp decline driven primarily by the $2,785M non-cash DTA valuation allowance release inflating GAAP net income. The ratio remained above 50% but the decline is directionally consistent with the concerns raised in the prediction context.

Prediction Score

Initial Prediction
0.032
Brier Score
Final Prediction
0.032
Brier Score
No updates (single prediction batch)

Final Prediction

18%
Likely No
Model Agreement94%
Predictions9 runs
Last UpdatedFebruary 9, 2026

Why This Question Matters

The 64% OCF/NI conversion ratio provides a complementary earnings quality test to 'Other' GPU. While GPU measures the level of capital markets contribution, cash conversion measures whether reported earnings translate to actual cash generation. A decline below 50% would indicate that accrual-based items — gain-on-sale recognition timing, Level 3 fair value adjustments, and working capital management — are increasingly inflating reported profitability relative to cash reality. This metric is particularly informative because it is harder for management to manipulate than individual line items and provides a holistic check on the QUESTIONABLE accounting integrity classification.

ACCOUNTING_INTEGRITY

Prediction Distribution

0%25%50%75%100%
Actual: NO
opus
sonnet
haiku
Range: 14%23%Aggregate: 18%
Individual Predictions(9 runs)
opusRun 1
18%

The 9M 2025 OCF/NI conversion ratio is 64%, well above the 50% threshold. For the full-year TTM ratio to drop below 50%, Q4 2025 would need catastrophically poor cash conversion — essentially, Q4 operating cash flow would need to be a small fraction of Q4 net income or even negative relative to positive NI. While management has discretion over gain-on-sale timing and Level 3 fair value adjustments, actively allowing conversion to collapse would undermine the turnaround narrative they've cultivated over 6+ profitable quarters. The 'higher-than-normalized' Other GPU in Q3 suggests management is accelerating recognition, not deferring it.

64% 9M ratio provides substantial 14pp buffer above 50% thresholdManagement gain-on-sale timing discretion favors smoothing not collapse6+ consecutive profitable quarters incentivize maintaining earnings quality optics
opusRun 2
22%

The structural math makes a sub-50% outcome difficult but not impossible. With 9M at 64%, a full-year drop below 50% requires Q4 cash conversion around 20% or worse — plausible only if large working capital swings (inventory buildup, receivables timing) or deferred gain-on-sale recognition concentrate in Q4. The analysis notes management has discretion over ~60-80% of 'Other' revenue recognition timing, and Q3's 'higher-than-normalized' Other GPU ($474/unit) could mean Q4 normalizes lower. However, the 50% threshold is quite extreme. The question is whether a single bad Q4 quarter can drag a 64% 9M figure down 14+ points — mathematically requiring Q4 to be severely negative on conversion.

Mathematical difficulty: Q4 must convert at ~20% or worse to drag 64% 9M below 50% FYQ3 higher-than-normalized Other GPU could mean Q4 normalization but not collapseWorking capital swings in Q4 (inventory seasonality) could compress conversion but unlikely by 14pp
opusRun 3
15%

The question essentially asks whether a single quarter (Q4 2025) can produce such poor cash conversion that it overwhelms three quarters of 64% conversion. The math is demanding: if 9M NI and 9M OCF produce a 64% ratio, the incremental Q4 would need to show OCF dramatically lagging NI. While the analysis identifies real concerns — gain-on-sale timing, Level 3 fair values, $464M beneficial interests — these are mechanisms that could sustain or improve the ratio, not collapse it. Management's turnaround incentives (debt reduction, stock price recovery) align with maintaining reasonable cash conversion. The clean audit opinion further suggests external validation of current accounting.

Single quarter cannot easily drag 9M 64% ratio below 50% FY — extreme Q4 deterioration requiredManagement incentives during turnaround favor cash conversion stability not collapseClean audit opinion and $1.2B debt retirement suggest cash generation discipline
sonnetRun 1
20%

The 64% OCF/NI ratio for 9M 2025 is the critical base rate. For TTM to fall below 50%, Q4 must produce very weak cash conversion. The primary mechanism would be gain-on-sale recognition timing — if Q3's 'higher-than-normalized' Other GPU ($474/unit) pulled forward gains from Q4, then Q4 could show meaningfully lower Other GPU and thus weaker OCF. Additionally, Level 3 fair value adjustments on $464M of beneficial interests could swing either direction. However, the 50% threshold requires a 14pp deterioration from the 9M figure, which is extreme for a single quarter to cause.

9M ratio at 64% creates substantial buffer above 50% thresholdQ3 gain-on-sale pull-forward could weaken Q4 but unlikely to cause 14pp deteriorationLevel 3 fair value adjustments on $464M beneficial interests add uncertainty but bidirectional
sonnetRun 2
16%

The analysis facts establish that the current 64% ratio already reflects the aggressive accounting practices identified (gain-on-sale timing, Level 3 fair values). For the ratio to deteriorate to below 50%, these practices would need to intensify significantly in Q4, or a new cash drain (working capital deterioration, inventory buildup) would need to emerge. The monitoring trigger itself notes it requires sub-50% 'for 2+ quarters' — the committee set this as a forward-looking escalation threshold, implicitly acknowledging the current 64% is well above. The turnaround trajectory with debt reduction and consecutive profitability creates management incentives to sustain cash conversion.

Current aggressive practices already reflected in 64% — further deterioration requires intensificationMonitoring trigger set at 50% for 2+ quarters implies committee viewed this as unlikely near-termTurnaround incentives and debt reduction trajectory favor cash generation discipline
sonnetRun 3
23%

There is meaningful tail risk here that other estimates may underweight. The analysis identifies management discretion over ~60-80% of 'Other' revenue recognition timing, and Q3 2025 Other GPU was explicitly 'higher-than-normalized.' If management front-loaded loan sale gains into Q3, Q4 could see a sharp pullback in Other GPU. Combined with potential year-end working capital adjustments (inventory build for 2026, payables timing), Q4 cash conversion could be materially weaker. The 9.7% discount rate on beneficial interests also creates mark-to-market risk if rates move. Still, sub-50% FY requires an extreme Q4, and the math makes this the binding constraint.

Management discretion over 60-80% of Other revenue timing creates genuine Q4 pullback riskHigher-than-normalized Q3 Other GPU may mean Q4 normalizationYear-end working capital adjustments and beneficial interest rate sensitivity add tail risk
haikuRun 1
14%

Current 9M 2025 OCF/NI ratio is 64%, well above the 50% threshold. The 14 percentage point buffer makes it very difficult for a single quarter to drag the full-year ratio below 50%. Management has 6+ quarters of profitability and turnaround momentum — no incentive to let cash conversion collapse. While gain-on-sale timing creates volatility, the math heavily favors NO resolution.

64% 9M ratio provides 14pp buffer above thresholdSingle quarter cannot easily overcome 9M bufferManagement turnaround incentives favor cash conversion
haikuRun 2
19%

The OCF/NI conversion at 64% for 9M is the key starting point. While management has discretion over gain-on-sale timing and Level 3 fair values, and Q3 Other GPU was higher-than-normalized, the 50% threshold requires dramatic Q4 deterioration. Working capital swings and year-end adjustments add some uncertainty, but the structural buffer is large.

64% starting point creates large bufferGain-on-sale timing discretion adds some Q4 uncertaintyYear-end working capital adjustments could compress but not collapse ratio
haikuRun 3
17%

The math is clear: 64% OCF/NI for 9 months means Q4 alone would need extremely poor conversion to drag the annual figure below 50%. The analysis identifies real accounting quality concerns but these are already priced into the 64% figure. Management discretion favors maintaining the turnaround narrative.

Mathematical difficulty of single-quarter deterioration from 64% to sub-50%Existing concerns already reflected in 64% ratioManagement incentives aligned with maintaining conversion

Resolution Criteria

Resolves YES (concerning outcome) if Carvana's trailing-twelve-month operating cash flow divided by trailing-twelve-month GAAP net income is below 0.50 as reported in or calculable from the 10-K filing for fiscal year 2025. Operating cash flow is from the Statement of Cash Flows; net income is from the Income Statement (both per GAAP). If TTM net income is negative, the market resolves NO (ratio is not meaningfully calculable in a loss scenario). Resolves NO if the ratio is 0.50 or higher.

Resolution Source

Carvana Co. Form 10-K for fiscal year 2025 (SEC EDGAR) — Statement of Cash Flows and Income Statement

Source Trigger

OCF/NI Conversion: Flag if gap widens below 50% for 2+ quarters (current: 64%)

fugazi-filterACCOUNTING_INTEGRITYstandard
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