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skill-publish-analytics

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分析发布日志数据，从发布时间、标签效果、内容类型、粉丝增长四个维度归因内容表现，输出可执行的优化建议。 当用户说"发布数据分析""归因分析""什么时间发好""标签效果""内容表现分析""发布日志分析"时使用。 和 skill-social-performance-review 的区别：本 SKILL 从发布日志做四维归因，review 做跨平台月度组合复盘。

skills/builtin/skill-publish-analytics/SKILL.md

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Nov 2, 2026
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# 发布数据归因分析

> 读取 publish-log.json，从时间、标签、类型、增长四个维度分析内容表现，输出结构化归因报告。

## 数据层定位

本 SKILL 是归因链的**消费层**，只读底座、不新建存储、不回写：

| 数据 | 权威底座 | 维护方 | 本 SKILL 用途 |
|------|----------|--------|----------------|
| 发布事件 | `outputs/_analytics/publish-log.json` | skill-publish-log | 模式 A/B/C |
| 粉丝 / 时序快照 | `outputs/_analytics/snapshots/{profile}/{platform}/{date}.json` | skill-data-tracker | 模式 D 增长归因 |

**粉丝时序的权威来源是 `skill-data-tracker` 的快照底座。** 模式 D 读取的 `outputs/_analytics/follower-log.json` 由 `track.py export-followers` 确定性导出，不应手工维护。字段映射见 `references/follower-log-schema.md`。