Douyin Ops Analyst

Problem to Solve

A common gap in Douyin operations analysis is relying on dashboard totals without connecting content performance, product performance, and actual transactions. Without cross-table joins, high traffic, clicks, or low refunds can be misread as profit signals, and it is hard to decide which actions deserve priority.## How It Works
The skill diagnoses account performance as an evidence chain: it confirms the time range, account, products, metric definitions, and permitted external writes, then checks for missing pages or async loading limits. Core steps include building join keys across videos, live rooms, products, and transactions; calculating traffic, clicks, conversion, average order value, commission, and refund metrics; and segmenting by product, content type, account, and time. Output separates facts, inferences, and hypotheses, then ranks product selection, scripts, publishing, and live actions, with next-cycle experiments and review metrics.## Usage Boundaries
It does not claim profit diagnosis without transaction details. Every ratio must include a denominator. Correlation is not presented as causation. Account or product join failures must be listed explicitly. Unverified parts are marked as completed, degraded, or unverified.