Table 4From “Acquisition growth loops need a declared entry event”
Why do growth loops fail?
Table 4Why do growth loops fail?
| Failure pattern | Boundary to inspect | Evidence to retain | Safe disposition |
|---|---|---|---|
| Action recorded, no recipient | Transfer | Participant, event, channel, and timestamp | Keep as participant activity. |
| Recipient reached, no acceptance | Value or acceptance | Delivery, receiver, response, and reason | Hold the next entry. |
| Many outputs from one source | Eligibility and identity | Source unit, recipient identity, and deduplication key | Separate yield from unique entry. |
| Reward paid, no later state | Cost and outcome | Reward, cost, outcome window, and comparison | Report spend without claiming lift. |
| New entries arrive outside the rule | Population boundary | Entry definition, exclusions, and source | Reclassify or reject the entry. |
| Outcome changes after a campaign | Comparison and horizon | Exposure, comparison, timing, and alternatives | Preserve association only. |
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From the essay
Growth that compounds
Acquisition growth loops need a declared entry event
An acquisition growth loop is measurable only when action, transfer, eligibility, reward cost, and the next outcome are defined under one boundary.
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