Mondelez International, Inc. MDLZ

Revenue is primarily driven by SG&A investments, where a 1% increase in SG&A is associated with a 0.68% rise in revenue, signaling a modest but positive ROI on selling and marketing spend. The forecasting model uses a log-log specification and yields a 7.0% MAPE, with a holdout error of 10.6% (predicted $9.4B vs actual $10B), indicating reasonable accuracy given 70 quarters of history. R&D data are not available, so the revenue attribution relies exclusively on SG&A dynamics. The FY revenue forecast is about $34B, down 12% year over year, implying near-term headwinds despite the survey showing a steady quarterly run rate around $10B.