Carvana — 2022 Case Study

This case study evaluates the severe operational and financial distress of Carvana Co. (CVNA) during the fiscal year 2022. During this period, the company’s aggressive, debt-fueled expansion model collided with aggressive interest rate hikes by the Federal Reserve, creating a severe liquidity squeeze. While traditional equity analysts remained divided on the stock’s turnaround potential, our LightGBM predictive engine flagged Carvana with a critical danger score of 44.8, identifying a 38% probability of restructuring or default within 12 months.

Capital Structure & Leverage Metrics

The primary driver of Carvana’s critical risk score was its highly leveraged capital structure, compounded by the debt-financed acquisition of ADESA’s US physical auction business for $2.2 billion in May 2022. This transaction, funded via senior unsecured notes carrying high coupons, pushed Carvana’s leverage ratio to an alarming 94.1%.

With total liabilities of approximately $9.2 billion against shrinking asset values, the company’s interest burden escalated rapidly. The interest coverage ratio fell to a negative 0.32, as operating income (EBIT) collapsed under the weight of declining used-car retail volumes and margin compression. Cash flow from operations became severely negative, exhausting the company’s cash reserves and leaving it reliant on committed credit facilities.

Model Signal and Restructuring Outcome

What the machine learning model flagged was the high correlation between CVNA’s short interest (exceeding 30% of float), rapidly rising interest expense, and the collateralized nature of its floorplan facility. The model recognized that without access to cheap capital, the high cash burn rate would force an out-of-court restructuring.

This prediction was validated in July 2023 when Carvana entered into a transaction with its primary noteholders to exchange approximately $5.62 billion of its existing senior notes for new senior secured notes, successfully deferring cash interest payments but confirming the structural insolvency conditions flagged by the model in late 2022.