{"type":"post","id":"beyond-the-dashboard-winters-argues-that-traditional-productivity-ceb454","slug":"beyond-the-dashboard-winters-argues-that-traditional-productivity-ceb454","title":"Beyond the dashboard. Winters argues that traditional productivity metrics can’t capture breakthroughs like this.","description":"An ACM Queue article proposes a holistic way to discuss the cost and value of commercial software development across development, deployment, and operation.","retrieval_nugget":"An ACM Queue article proposes a holistic way to discuss the cost and value of commercial software development across development, deployment, and operation. For teams building with AI, its central warning is useful: faster production of code is not equivalent to delivered value if review, testing, release, and operation absorb the displaced work.","published_at":"2026-11-02","updated_at":"2026-11-02","record_date":"2026-11-02","date_kind":"published_at","topics":["engineering-management"],"entities":["ACM Queue"],"related_patterns":[],"novelty_label":"new_fact","what_changed":"ACM Queue presents a holistic framework for assessing software-development costs and business value, including four forms of impact; no prior document covers this framework.","prior_refs":[],"source_url":"https://queue.acm.org/doi/full/10.1145/3733703","source_urls":["https://queue.acm.org/doi/full/10.1145/3733703"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:beyond-the-dashboard-winters-argues-that-traditional-productivity-ceb454","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/beyond-the-dashboard-winters-argues-that-traditional-productivity-ceb454/","markdown":"https://newruntime.com/posts/beyond-the-dashboard-winters-argues-that-traditional-productivity-ceb454.md","json":"https://newruntime.com/posts/beyond-the-dashboard-winters-argues-that-traditional-productivity-ceb454.json"},"markdown_url":"https://newruntime.com/posts/beyond-the-dashboard-winters-argues-that-traditional-productivity-ceb454.md","next_reads":[{"type":"topic","path":"/topics/engineering-management/","url":"https://newruntime.com/topics/engineering-management/","title":"Engineering Management","reason":"Explore the engineering-management topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/engineering-management.md","json_url":"https://newruntime.com/topics/engineering-management.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}