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 &Â Loss via Vehicle Identification Number, transforming systemically wasteful advertising into a liquidity lever amid economic volatility.
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%.
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.
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.
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.
“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 ↗