Real ChatGPT answer · index seedWxJSXdcv1BkcompleteMarketing and advertising · web analyticscommercial
Why are my cohort retention charts looking completely inverted and what urgent data hygiene steps should I take right now to fix the reporting
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are my cohort retention charts looking completely inverted and what urgent data hygiene steps should I take right now to fix the reporting
1 real search · 1 real-search pass
cohort retention analysis common data quality issues first touch timestamp identity resolution event deduplication retention SQL best practicesGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
cohort retention analysis common data quality issues first touch timestamp identity resolution event deduplication retention SQL best practices Google ↗
- SQL cohort retention analysis · telemetry.sh
- Cohort retention analysis in SQL: day-N, weekly matrix, rolling · nomto.app
- Fintech Cohort Retention: Formulas, Time Windows & Validation · itechguides.com