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August 12, 2026 · 11:00 AM ET
Andrew Reutsky, ORCID iD icon Marina Sorokina and Nadya Bel
"Automotive Retail Advertising in Crisis: Overlooked Liquidity Lever"

New VIN-level audit finds 62% of a dealership’s quarterly ad spend lacks a defensible link to profit.

Research examining 100 ad listings finds $17,308 of $27,814 in ad spend carried no defensible link to a dollar of profit and introduces a transparent Banner-VIN-Profit attribution model that connects individual ad banners to Profit & Loss via Vehicle Identification Number, transforming systemically wasteful advertising into a liquidity lever amid economic volatility.

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01—THREE FINDINGS, EACH WITH ITS RECEIPT

62%
$17,308 OF $27,814

of audited spend produced no defensible link to profit. Over the quarter 62 tracked vehicles sold; of 646 verified leads, 19 sales were defensibly attributable, returning $10,507. Fitting a Kaplan–Meier estimator, the conservative range became 45-62%.

41%
646 VERIFIED OF 1,102 REPORTED

of platform-reported leads could not be confirmed against the dealership’s own air-gapped records. Asked how its figure was derived, the media partner cited a "proprietary" algorithm. The paper names no platform: the critique targets the systemically wasteful system, not a vendor.

$51/lead
EACH WORTH ROUGHLY $16

Premium placement consumed 69% of audited spend and quadrupled leads. The engagement metric was true. It was also not worth it. The dealership cut most boosted listings immediately — the audit paying for itself in a single budget decision.

Why advertising amid economic volatility is a liquidity question, not a marketing one.

Advertising is among the largest discretionary expenses a dealership controls and the easiest to shed — so when margins compress, it is the first line item cut, and the cut is made blind. The paper’s inversion: every dollar a dealer cannot trace is trapped liquidity, and every dollar recovered from untraced spend is working capital — redeployable toward inventory, floorplan interest, or the channels that demonstrably convert.

For the nearly half of Canadian dealership owners positioning to sell within the decade, the same opacity leaks into enterprise valuation. Advertising that shows its return becomes an audited liquidity lever: the last expense cut in a downturn instead of the first.

THE LEAD AUTHOR WILL NOT ASK TO BE TAKEN ON FAITH

“I am an ad guy arguing that advertising can be a liquidity lever. Maybe I just want a jor or a contract after I graduate. The truth is, I do. But if that were all I wanted, I would have stayed at my well-paying job and done just fine. I resigned because I no longer believed automotive clients were getting their money’s worth, and I have spent two years testing whether that belief survives evidence. At one dealership, it did. Read this paper as skeptically as you would a vendor’s report card. Unlike one, it shows its work.”

Lead author. Business student at Harvard; over three years producing national retail advertising for Volvo and General Motors — thousands of the very banners this paper audits — before resigning in August 2024. Learn More ↗