Coupang, Inc. CPNG

Revenue is driven primarily by SG&A efficiency, with $1 of SG&A spending generating $2.56 of long-run revenue, indicating a scalable growth engine in the current model. The approach uses a linear framework with a solid accuracy of 1.8% MAPE, and a holdout test showing a 4% miss (predicted 9.2B vs actual 8.8B), suggesting reliable forecasts. The latest quarterly revenue is 8.835B, and the full-year forecast is 40B, representing +16.1% year over year. Outlook: if the SG&A-to-revenue multiplier holds, disciplined SG&A investments can continue driving growth, but investors should monitor SG&A efficiency and external factors given no R&D input in the model.