Central finding: Shared inbox classification is useful when the request type, sensitivity flag, owner, and closure evidence are defined and applied consistently.
Scope and population
Define the inbox population for a declared period. Record the channel, query date, filters, and count. Exclude spam and test messages only under a written rule.
Build a small request taxonomy such as payroll, benefits, leave, records, policy, onboarding, and employee relations. Add a separate sensitivity flag for protected or urgent topics.
Evidence and review method
For a stratified sample, record the subject, request type, sensitivity, assigned owner, first response, and closure state. Preserve the original wording.
Test reviewer agreement on the taxonomy. If two reviewers disagree, revise the definitions and examples before expanding the sample.
Findings and limitations
Classify misroutes, missing responses, and sensitive requests that lacked an owner. Do not treat a closed thread as proof that the employee question was answered.
Report counts by category and owner group with the sample limits. The review informs queue design, not individual performance.
The review describes the sampled records, not the whole population. A closed status is not proof that the underlying question was resolved. Corrective actions need an owner and a retest date.
Method note
Define the inbox population for a declared period. Record the channel, query date, filters, and count. Exclude spam and test messages only under a written rule. Build a small request taxonomy such as payroll, benefits, leave, records, policy, onboarding, and employee relations. Add a separate sensitivity flag for protected or urgent topics. For a stratified sample, record the subject, request type, sensitivity, assigned owner, first response, and closure state. Preserve the original wording. Test reviewer agreement on the taxonomy. If two reviewers disagree, revise the definitions and examples before expanding the sample. Classify misroutes, missing responses, and sensitive requests that lacked an owner. Do not treat a closed thread as proof that the employee question was answered. Report counts by category and owner group with the sample limits. The review informs queue design, not individual performance.