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Table 2From “Acquisition growth loops need a declared entry event”

What data do growth loops require?

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Table 2What data do growth loops require?

Data objectMinimum recordWhy it matters
Loop and unit identityLoop version, entrant ID, unit type, recipient ID, and starting populationPrevents accounts, users, contacts, and recipients from being mixed.
EntryEntry event, timestamp, eligibility rule, source, and cohortFixes the denominator and the starting period.
Action and transferActor, action, channel, recipient, delivery, and acceptance eventSeparates an attempted action from a received output.
Next-entry eligibilityQualifying event, deduplication key, exclusion reason, and window closeMakes the numerator auditable and prevents existing units being counted as new.
Reward and costIncentive, channel, service effort, payer, amount, currency, and cost dateKeeps an output or reward from being mistaken for free growth.
OutcomeOutcome event, comparison, contribution or margin field, and outcome horizonKeeps later value separate from the entry event and from causal interpretation.
GovernanceSchema version, permission status, owner, reviewer, and review dateMakes changes and unresolved fields visible over time.

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Source: Table from this essay. Sources and interpretation are given in the article.

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APA 7

Isoglu, S. (2026). What data do growth loops require? [Table]. isoglu.com. https://isoglu.com/insights/exhibits/isoglu-2026-growth-loops-need-a-declared-entry-event-fig02/

BibTeX
@misc{isoglu-2026-growth-loops-need-a-declared-entry-event-fig02,
  author = {Isoglu, Sinan},
  title = {{What data do growth loops require?}},
  year = {2026},
  howpublished = {Table 2, isoglu.com},
  url = {https://isoglu.com/insights/exhibits/isoglu-2026-growth-loops-need-a-declared-entry-event-fig02/},
  note = {From the essay {Acquisition growth loops need a declared entry event}}
}
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    <img src="https://isoglu.com/social/isoglu-2026-growth-loops-need-a-declared-entry-event-fig02.png" alt="Table 2: What data do growth loops require?" width="3200" height="2400">
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  <figcaption>Table 2: What data do growth loops require?. Source: Table from this essay. Sources and interpretation are given in the article. <a href="https://isoglu.com/insights/exhibits/isoglu-2026-growth-loops-need-a-declared-entry-event-fig02/">View exhibit</a>.</figcaption>
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