Table 8From “Revenue lifecycle stages are state boundaries, not a funnel list”
What counts as evidence for a revenue lifecycle stage decision?
Table 8What counts as evidence for a revenue lifecycle stage decision?
| Evidence type | It can support | It cannot support by itself | Minimum fields |
|---|---|---|---|
| Descriptive | Which state, event, owner, or timing was observed. | Why the state occurred or whether it caused an outcome. | Unit, population, period, state rule, and source. |
| Comparative | How two declared lifecycle versions or populations differ. | That the lifecycle design caused the difference. | Version, eligibility, timing, comparison, and uncertainty. |
| Causal | A specified effect under a defensible design and population. | A universal conversion, retention, revenue, or customer-value result. | Intervention, comparison, outcome, horizon, assumptions, and disconfirmation. |
| Transition evidence | Whether a declared entry, acceptance, exit, return, or hold event occurred. | That the transition created financial value. | Event, owner, timestamp, identity rule, and disposition. |
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Source: Table from this essay. Sources and interpretation are given in the article.

From the essay
Revenue operations & AI
Revenue lifecycle stages are state boundaries, not a funnel list
Revenue lifecycle stages become measurable when entry evidence, owners, exit rules, exceptions, and outcome horizons stay visible.
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