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data-driven agriculture means maximizing the insights from your data towards your return on investment but this is easier said than done agricultural activities and specifically farming are complex processes with high number of variables involved as a result farmers have to evaluate many uncertainties before making a decision thanks to advances in precision agriculture different types of data are collected from the farms data-driven farming is not only about finding the way these inputs affect outputs of farm but also the complexity of interactions between these variables lets show the challenge of extracting insight from farm data with a simple example the role of nitrogen fertilizer water and herbicide on yield is known and pretty much established having all other factors unchanged you can find the optimum amount of each to maximize the yield however having all other factors unchanged is an assumption that never happens in farming in reality these variables change simultaneously and