In 2024, the author advocates for a checklist of features for effective developer productivity tools, emphasizing metrics ingestion, benchmarking, and the need for a theory of improvement. The post critiques current metrics for lacking actionable insights and highlights the importance of benchmarking against peer companies to evaluate performance meaningfully. The shift towards networked benchmarking is underscored as a necessity for surpassing isolated tool usage. The discussion suggests a move away from custom methods towards standardized tools to enhance developer productivity measurement effectiveness, aiming for a transformative evolution of developer productivity teams' roles.