Abstract: The disclosure relates to extraction of rationales for studied outcome. A method comprises: grouping features as expert to align with a set of operating practices; generating interpretable features using operating rules, combining with statistical dependence analysis to bin selected features to generate favorite practice actions; grouping features as expert that combine a subset of the interpretable features to align with a set of operating practices.

Abstract: The disclosure relates to extraction of rationales for studied outcome. A method comprises: grouping features as expert to align with a set of operating practices; generating interpretable features using operating rules, combining with statistical dependence analysis to bin selected features to generate favorite practice actions; grouping features as expert that combine a subset of the interpretable features to align with a set of operating practices.

Abstract: A computer-implemented end-to-end system for optimizing distributed development projects may include a Software as a Service (SaaS) collecting historical project metrics. A productivity factor analyzer may perform analysis of one or more productivity factors with one or more quantifiers to define an impact of a team composition and task split on a project development. A task splitter may perform identification of one or more split points that minimize negative impacts from a geographically distributed environment in communication and team collaboration. An indifference curve identifier processing device may identify trade-offs for client metrics and develop a set of contours for different development options. A development optimizer may calculate the team composition, and task splits based on the one or more split points, the set of contours, and the impact of a team composition and task split on the project development. A SaaS service automatically allocates task assignments to corresponding target workers.