Create a measurement chain that connects a customer education asset to behavior change and business impact.
The education team wants to prove the admin academy path helped onboarding, but the current dashboard only shows completion count. Use Kirkpatrick levels to separate evidence and SMART criteria to make each metric testable. The common trap is jumping from attendance to impact: because many customers completed the path, onboarding must have improved. That claim may be true, but without behavior evidence it is vulnerable to every alternative explanation in the account. Before 1,842 customers completed the academy path. After Completers rated the path 4.6, passed a scenario check, configured dashboards within seven days, and opened fewer first-month reporting tickets.…
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