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# From dashboards to decisions

**[Software Engineering Research](https://daily.dev/sources/abinoda)** · 9 min read · 0 upvotes · 0 comments

## Summary

Three real-world case studies from Microsoft and other organizations illustrate how outcome-oriented measurement systems drive better engineering decisions. A focus time initiative at Microsoft's CoreAI org yielded productivity gains equivalent to 350 developers by reducing meeting load. An onboarding experiment showed that 'gaming' a Time-to-First-PR metric by assigning trivial first-day PRs led to 23% more pull requests over the first year. A Health Days program during the 2020 burnout crisis showed that lost output recovered within two weeks while wellbeing benefits lasted 14 weeks. The core argument: activity metrics (commits, PRs) are clues, not destinations — the best measurement systems guide leaders toward interventions they wouldn't have tried otherwise, treating developer wellbeing as a guardrail rather than a trade-off against speed.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://newsletter.getdx.com/p/from-dashboards-to-decisions>

## Similar posts on daily.dev

- [Measuring engineering productivity is harder than ever](https://daily.dev/posts/measuring-engineering-productivity-is-harder-than-ever-aityuv2va) · LeadDev · 0 upvotes · 0 comments

---

Tags: [#microsoft](https://daily.dev/tags/microsoft), [#productivity](https://daily.dev/tags/productivity), [#leadership](https://daily.dev/tags/leadership)

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