Where Does GTM Escalation Time Go?
A practical measurement plan for separating owner response, external dependencies, system delays and rework in GTM escalations.
Define an escalation and reconstruct its timeline
Choose a bounded period and define which requests count as escalations. Include still-open and reopened items as well as completed cases. Save the selection rule and export date so another reviewer can reproduce the population. This is a proposed internal measurement method, not a report of observed industry results.
For each case, record the time raised, the requested decision, each change of responsibility and the resolution or observation cutoff. Use source timestamps where available. Mark estimated or missing times explicitly rather than converting them into apparently precise durations.
Separate waiting from active handling
Assign intervals to a small set of operational states: waiting for an internal owner, waiting for an external dependency, waiting for a system action, active handling, and rework. Define ambiguous transitions before calculating totals. A case may move through the same state more than once.
Choose whether the report uses elapsed time or a documented business-hours calendar. Do not mix the two. For concurrent dependencies, keep the intervals visible and explain the allocation rule; adding overlapping waits can produce a total longer than the case itself.
Report the distribution and unresolved cases
Show the number of cases, median duration and longer-delay cases by state, alongside the age of requests still open. Separate resolved duration from unresolved age. A report containing only closed cases can miss the longest waits entirely.
Have a second reviewer classify a small set of difficult timelines independently. Resolve inconsistent definitions before extending the analysis. Link unusual cases to their evidence rather than attributing every delay to the person who happened to own the ticket at closure.
Use one finding to test an operational change
Illustrative application: several cases wait for approval because the receiving team cannot identify the decision requested. The team introduces a short escalation brief containing the decision, deadline, evidence and accountable approver.
Compare a later window using the same definitions, while noting changes in workload and case complexity. A shorter wait is useful feedback, but the comparison alone does not establish that the brief caused it. Keep unresolved cases and contrary examples visible.