Proceedings of the National Academy of Sciences, Volume 123, Issue 43, October 2026. SignificanceThis study presents an assessment of the potential of smart farming innovations, based on an ensemble of machine learning algorithms trained on 4,422 observations from a global survey and meta-analysis. We find policy- and business-relevant …