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对产品指标、异常变化和分层表现进行分析并输出面向决策的结论
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| name | kpi-analytics |
| description | 对产品指标、异常变化和分层表现进行分析并输出面向决策的结论 |
| version | v0.1 |
| template_version | 1.1 |
| owner | xiaoz |
| cn_title | KPI与指标分析 |
| en_alias | kpi-analytics |
| skill_family | analytics |
| primary_artifact | KPI analysis memo |
references/metric-patterns-sanitized.md：KPI 分析 memo 的结构模板references/event-tracking-patterns-sanitized.md：埋点需求和字段组织模式references/source-coverage.md：本 skill 可使用的脱敏来源覆盖说明| Category | Typical tool types | Enable when | Avoid when | Expected evidence |
|---|---|---|---|---|
| Local docs/files | shell / local note read | 指标说明、周报、日志摘要在本地 | 没有材料时 | 指标来源说明 |
| Structured docs | markdown / memo / metric tables | 需要输出周报结论、异常说明、建议动作 | 只需口头一句话时 | KPI memo |
| Data analysis | spreadsheet / trend compare / segmentation | 有具体数据、需要算变化幅度或分层 | 无数据时不要伪造趋势 | 指标表与变化说明 |
| Web research | external benchmark / policy | 只有在需要对比行业 benchmark | 常规内部 KPI 分析 | 外部 benchmark 来源 |
| No-browse reasoning | direct synthesis only | 只基于内部数据做判断 | 需要行业对标时 | 基于内部数据的结论 |
请分析过去两周“字字助手”会话创建率、追问率、满意率的变化。我会给你周报摘要和几个用户分群。请输出核心发现、异常可能原因、需要补看的数据和建议动作。