Gen Digital Inc. GEN

Revenue is primarily driven by SG&A spend, with a 1% increase in SG&A yielding about a 0.77% rise in revenue, while a 1% increase in R&D correlates with a -0.37% change in revenue, under a log-log framework. The elasticity signals limited ROI from R&D and a modest revenue lift from SG&A, but the model’s predictive power is modest (MAPE 43.6%) and holdout error was 30.2% (predicted 0.9B vs actual 1.2B), signaling considerable uncertainty. The FY outlook calls for roughly $3.8B in revenue, down 18.5% year over year, implying a meaningful revenue contraction despite SG&A-driven gains and raising questions about profitability and cash flow under tighter top-line prospects. Given the model limits, investors should scrutinize SG&A efficiency and consider additional drivers beyond these elasticities when assessing ROI and the outlook.