As teams gather more software metrics and clamor for crude benchmarks, the industry ends up with many cherrypicked supposed change findings, ascribed to the causes we want to claim they are ascribed to, but usually measured with research and statistical approaches that lose tremendous amounts of important information in the service of simplistic aggregations to fit business desires, not the structures of the data or a behavioral change theory.