Software as a service (SaaS) services; software as a service (SaaS) services featuring software for aggregating data from git repositories, ticketing systems and pull requests to quantify the software engineering and development process and throughput and analyzing and reporting on same; software as a service (SaaS) services featuring software to transform data, create, analyze and report on productivity metrics, create, measure and analyze key performance indicators, and track, monitor, facilitate and manage workloads, workflows, resource allocations, costs and timelines.