Short Drama Retention Analysis (5-Layer Funnel + Optional Drill-Down)

Applicable industry: Short drama (vertical short drama, mini-program drama, vertical micro-short drama) Target roles: Short drama operations manager, data analyst, content producer One-line positioning: Decompose retention through a 5-layer funnel + layered attribution (traffic / content / product / monetization), precisely locate retention problem inflection points and output actionable strategies. Core conclusions first, drill-down on demand. Data source: ThinkingData, accessed via ae-cli (command syntax: ae-cli --help; verified against ae-cli 6.0.42). Metric SQL templates in references/sql-templates.md run via ae-cli analysis adhoc run --model-type sql or direct Hive/Presto/Trino access.

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