The same passage overstates certainty by assuming small-scale averages always transfer to large scale. Retain measurement and payback questions without endorsing riskless expansion.
Added during final inventory reconciliation to connect an existing complete review to the shared evidence database.
Hopkins advocates limited test campaigns that observe customer acquisition cost, repeat buying and the time required for returns to cover selling expenditure before expansion.
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Specific passage supporting the completed Literature Note
These specific original PDF sheets were reread during the final audit. Verification establishes attribution; it is not blanket factual validation or current operational guidance.
Use With The Completed Review
The same passage overstates certainty by assuming small-scale averages always transfer to large scale. Retain measurement and payback questions without endorsing riskless expansion.