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The results strongly support the construct validity of 24 code quality metrics and reveal Coupling and Inheritance are revealed as multidimensional constructs, since they require measuring two different concepts, revealed as sub-categories in the analysis.
Software engineering's blind spot for social sustainability鈥攅quity, well-being, community鈥攄emands a roadmap to move beyond lip service and integrate these values into the development lifecycle.
Software metrics are failing engineers because they're built on shaky measurement science, not real-world decisions.