Judge which sources are genuinely driving growth
Reads the ranked attribution picture against timing context and effort cost, separating a lucky viral moment from a repeatable acquisition path.
In / outAttribution ranking + creator's timing and effort context → judgement on durable versus one-off acquisition sources
You might say…
“The data says YouTube is my top source but half of those signups came from one video three months ago — I need a read on what's actually durable.”
What it does
Reads the ranked attribution picture against what the educator knows about timing, one-off spikes versus durable channels, and effort cost per source, and forms a view on where growth is really coming from — separating a lucky viral moment from a repeatable acquisition path. Used after the correlation is computed, before any strategic change. Single human-in-loop judgement on the acquisition read.
Trigger: Use after the attribution correlation is computed to interpret the picture before making any strategic reallocation decision.
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