Start with the decision
A KPI should help somebody decide or act. Metrics that are interesting but do not change priorities, controls or escalation usually belong outside the core dashboard. For management, the important point is to connect the review directly to decisions and measurable commercial outcomes.
Balance results and process
Revenue outcomes are influenced by schedule, capacity and market conditions, so combine them with measures such as forecast quality, exception volumes, intervention levels and response time. The strongest approach is usually the one that keeps the process understandable for the teams who have to use it every day.
Use forecast accuracy carefully
Aggregate accuracy can hide differences by market, booking horizon and demand segment. Examine patterns of error and whether analysts know when system output needs attention. This is also where clear ownership matters: the airline should know who monitors the issue and who is expected to act.
Avoid behavior distortion
Measures influence what teams optimize. Define each KPI so analysts are not rewarded for improving a score at the expense of commercial judgment. A practical review should therefore distinguish between necessary complexity and complexity that has simply accumulated over time.
Keep the set focused
A smaller set with clear owners, definitions and expected actions is usually more useful than a large dashboard that nobody can prioritize. The objective is not theoretical perfection, but a process that improves consistency, speed and commercial judgment.
Where to go next
If your airline is reviewing this area in more depth, explore the related PAX consulting service or the founder profile for more background on experience and areas of specialization.