Abstract: A computer implemented system for controlling equipment setting and/or providing and interactive data display interface to for a predictive recommendation system. A method is described for constructing and storing a data structure that allows greatly increased speed improvements in analyzing available data sets, identifying data most relevant to a desired outcome, and providing an interpretable result that can be used to alter physical system parameters. The system allows for discovery of explanations for observed outcomes within data and is used to generate recommendations that drive those outcomes toward desired states and avoid undesired states. Users may direct the system to analyze variables (data) to discover explanations leading toward desired outcomes or discover explanations to avoid undesired outcomes. Variables analyzed may include, for example, tolerances and dimensions for a component shape. This output is then used to perform an action that will alter that physical component.