Lessons tagged “metrics”
9 published lessons with this tag.
Leading indicators versus lagging indicators
The metrics that predict your future are different from the metrics that describe your past. Most people track the wrong ones — and by the time they notice, the future has already arrived.
Build measurement into your processes
If you cannot measure an outcome you cannot build a feedback loop around it.
Feedback loop hygiene
Regularly check that your feedback loops are still connected to meaningful outcomes.
Define success metrics for each agent
Every agent needs a clear definition of what success looks like in measurable terms. Without operational metrics, monitoring produces noise instead of signal.
Agent reliability metrics
Track how often each agent fires when it should and does not fire when it should not.
Agent effectiveness metrics
Effectiveness means your agent produces the intended outcome, not just that it runs.
Workflow measurement
You cannot improve a workflow you do not measure. Track cycle time, throughput, error rate, and energy cost — but track them lightly, because invasive measurement distorts the very process you are trying to understand.
Output measurement
Track which outputs produce the most value to focus your production on high-impact types.
Incentive design as system change
What gets measured and rewarded determines what people actually do. Incentive design is the most powerful lever for systemic change because incentives operate continuously, automatically, and at scale — shaping behavior across the entire organization without requiring individual intervention. But incentives are also the most dangerous lever because poorly designed incentives produce precisely the behavior they measure, including the dysfunctional side effects of optimizing for the measured dimension at the expense of unmeasured dimensions. Goodhart's Law — "When a measure becomes a target, it ceases to be a good measure" — is the central challenge of incentive design.