Williams Companies, Inc. WMB

Revenue is driven by the company’s core midstream operations, with the latest quarterly revenue about $2.92 billion and a 69-quarter data history underpinning a linear forecasting approach. The model implies a strong return on SG&A, estimating that each $1 of SG&A spend yields about $15.43 in long-run revenue, highlighting SG&A leverage as a key revenue driver. In out-of-sample tests, the model predicted $2.8B vs. actual $2.9B (3.4% error), with an overall MAPE of 15.9%, indicating reasonable forecast accuracy given the data. The FY forecast calls for about $12B in revenue, up roughly 3.5% year over year, suggesting a modest growth trajectory anchored by core asset economics and SG&A efficiency, while R&D data is not available in the dataset.