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Tag: Metrics

Measuring without gaming: DORA metrics, flow metrics, Goodhart's Law, and using numbers responsibly.

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Case Study Uncovering a $1M Developer Experience Gap

A six-week diagnostic scored a multi-brand e-commerce group at 75 against a top-decile benchmark of 82, then priced the seven-point gap at just over $1,000,000 a year.

Concept Discover-Option-Action Cycle

An outcome-first model for selecting and validating metrics that gauge progress toward desired results.

Concept DORA Metrics

Four key metrics for measuring software delivery performance: lead time, deployment frequency, change failure rate, and mean time to recovery.

Concept DX Core 4

DX's unified framework folds DORA, SPACE, and DevEx into four counterbalanced dimensions. Here is what it measures well and where it misleads.

Concept Goodhart's Law

When a measure becomes a target, it ceases to be a good measure.

Concept Leading and Lagging Indicators

Leading indicators tell you if you're on track; lagging indicators tell you when you arrived.

Resource Flow Metrics Guide

A practical guide to implementing flow metrics, starting with essential measurements and building sophistication as teams mature.

Resource Using Metrics Responsibly

A playbook for shifting from metrics-first to outcome-first measurement in engineering teams.

Book Accelerate: The Science of Lean Software and DevOps

The research-backed case for measuring software delivery performance through deployment frequency, lead time, change failure rate, and mean time to recovery.

Book Actionable Agile Metrics for Predictability

Daniel Vacanti's guide to using flow metrics and probabilistic forecasting in agile teams.

Article Measuring Developer Productivity with the DX Core 4

DX's unified measurement framework, folding DORA, SPACE, and DevEx into four counterbalanced dimensions.

Paper The SPACE of Developer Productivity

The paper that killed the single-metric view of developer productivity and replaced it with five dimensions you curate from.

Workshop Improving Developer Experience

A 4-6 week discovery program that measures developer experience across your engineering organization, then turns the findings into a prioritized improvement plan.