Model structural overhang vs. bleed-off (fix net-benefit triviality)#2
Merged
Conversation
Addresses the core critique that "above-target" is not the same as "liquidate" — under steady demand you pause replenishment and let stock bleed off; you only clear inventory that won't self-resolve. Model: - New `clearWindowMonths` patience window. Above-target stock that sells through within it is "Bleeding Off" (no clearance); only the remainder is a "Structural Overhang" and the actionable base for carry/clear. - Carry-vs-clear and recapture now compute on the overhang, not gross excess, so the rule stops trivially firing on everything. - Recalibrated demand so the slow segments (EV, luxury) carry genuinely soft run-rates → a real months-long overhang, telling the EV-glut / slow-luxury story for the right reason. Fast pools (Tucson) read "Bleeding Off". Every documented figure reproduces from the data. - New statuses Overhang / Bleeding Off; dashboard gains a bleed-off window slider, a months-to-clear reality check, and per-row gating. Docs (METHODOLOGY.md): - §3/§5 rewritten for the two-step rule; §7 baseline refreshed. - New §11 (OEM-owned vs dealer-floorplanned capital) and §12 (the liquidation channel ladder: incentive / fleet / auction + residual hit). Baseline now: $2.80B deployed, $603M above target, of which only $320M is structural overhang; $58M/yr carry, $19M clearance, $301M recaptured, $38M net, $216M stockout gap fully covered. Verified: tsc --noEmit clean; vite build; data reproduces docs exactly. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Why
Resolves the critique that surfaced in review: "above-target" ≠ "liquidate." Under steady demand you don't dump inventory — you pause replenishment and let it bleed off. The previous rule compared an annual carry against a one-time clearance loss, so it fired on virtually everything. This makes the act/hold decision honest and per-pool.
Model change
clearWindowMonths, default 2). Above-target stock that sells through within the window at current demand is Bleeding Off (no clearance). Only what's left is a Structural Overhang — the actionable base for carrying-cost and clearance math.Docs
METHODOLOGY.md§3/§5 rewritten for the two-step rule; §7 baseline refreshed.README.md— approach, key results, structure, and defensibility updated.Baseline (every figure reproduces from the data)
Verification
tsc --noEmitclean ·vite buildsucceedsHYUNDAI_INVENTORY+ model formulas reproduces the documented baseline exactly (MATCH ✓).🤖 Generated with Claude Code