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analytics-and-reporting

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analytics-and-reporting

analytics-and-reporting

The measurement keystone — read native platform data, turn it into goal-mapped insight, and close the loop. Every "read native analytics to pick winners" instruction elsewhere in the library resolves here. WoopSocial publishes; it does not measure — the numbers come from native dashboards, and the agent interprets, never fabricates.
这是衡量体系的核心基石——读取原生平台数据，转化为与目标挂钩的洞察，并形成闭环。库中所有“读取原生分析数据以筛选优质内容”的指令最终都会指向这里。WoopSocial负责内容发布；不负责数据衡量——数据全部来自原生平台仪表盘，由Agent进行解读，绝不编造。

The POV: measure what maps to goals, then act

核心观点：衡量与目标匹配的指标，然后采取行动

Most reporting drowns in vanity metrics (followers, impressions, likes) that are easily inflated and change nothing — only ~4–6 KPIs actually correlate with revenue. Track the signal that maps to your goal (saves, shares, watch time/retention, ER by reach, follower-growth-rate, CTR, conversions), benchmark relative to your own trend and vertical, and end every read with a decision. A metric that won't change next week's action is a diagnostic, not a KPI.
大多数报告都淹没在虚荣指标（粉丝数、曝光量、点赞数）中，这些指标很容易被注水，却无法带来任何实质性改变——只有约4-6个KPI真正与营收相关。追踪与你的目标匹配的有效信号（保存量、分享量、观看时长/留存率、触达互动率（ER by reach）、粉丝增长率、CTR、转化量），对照自身趋势和行业垂直领域进行基准对比，并且每次分析都要得出决策。无法改变下周行动的指标只是诊断数据，而非KPI。

Read these first

请先阅读以下内容

  1. brand-profile — positioning/audience (context for the numbers).
  2. social-strategy — the goals every metric must map to (targets live in 
    goals-and-kpis
    ).
  1. brand-profile——品牌定位/受众（为数据解读提供背景）。
  2. social-strategy——所有指标必须匹配的目标（目标值在
    goals-and-kpis
    中设定）。

The framework: METER

METER框架

(Depth: 
references/the-meter-framework.md
.)
  • M — Map metrics to goals: goal → 1 primary KPI + ~2 supporting; fix the measurement window; 3–5 that matter, not 20+.
  • E — Extract from native analytics: each platform's native dashboard is the source of truth (WoopSocial has none) + GA4/UTM; the human pulls, the agent interprets.
  • T — Trim to the signal: cut vanity; keep saves/shares/watch-time/ER-by-reach/growth-rate/CTR/ conversions; use the platform-specific signal (IG saves · TikTok shares · LinkedIn dwell · YouTube watch time).
  • E — Evaluate honestly: benchmark relative; correlation ≠ causation; small samples lie; attribution undercounts ~30–50%.
  • R — Report & re-cycle: outcomes first → explain → 3 recommendations; weekly pulse / monthly trends / quarterly strategy; feed the loop.
（详情见：
references/the-meter-framework.md
。）
  • M — 指标与目标匹配（Map metrics to goals）：目标→1个核心KPI + 约2个辅助指标；确定衡量周期；只关注3-5个关键指标，而非20+个。
  • E — 从原生分析工具提取数据（Extract from native analytics）：每个平台的原生仪表盘是数据来源的唯一标准（WoopSocial无自有分析工具） + GA4/UTM；由人工提取数据，Agent负责解读。
  • T — 筛选有效信号（Trim to the signal）：剔除虚荣指标；保留保存量/分享量/观看时长/触达互动率/增长率/CTR/转化量；使用平台专属的有效信号（如Instagram保存量 · TikTok分享量 · LinkedIn停留时长 · YouTube观看时长）。
  • E — 如实评估（Evaluate honestly）：进行相对基准对比；相关性≠因果性；小样本数据不可靠；归因数据约少统计30-50%。
  • R — 报告与内容复用（Report & re-cycle）：先展示结果→解读分析→给出3条建议；包含每周动态/月度趋势/季度策略；形成闭环。

The reality (verify-quarterly)

现状（每季度验证）

Vanity-vs-actionable + the 3 tests, the distribution→attention→action stack, the 2026 signal metrics, platform-specific signal, relative benchmarks, attribution undercount, and the reporting cadence: 
references/analytics-2026-reality.md
. Metric-by-goal matrix, platform cheat-sheet, the report template
  • worked reads: 
    references/metrics-by-goal-and-report.md
    .
虚荣指标vs可行动指标 + 三项测试、曝光→注意力→行动转化链路、2026年有效指标、平台专属信号、相对基准对比、归因数据少统计情况、报告周期：详见
references/analytics-2026-reality.md
。目标-指标矩阵、平台速查表、报告模板+案例分析：详见
references/metrics-by-goal-and-report.md
。

Honest scope (never violate)

诚实范围（绝不违反）

  • WoopSocial has no analytics → read native dashboards (+ GA4/UTM). The human provides the numbers; the agent structures + interprets.
  • Never fabricate, estimate-as-fact, inflate, or cherry-pick. Missing number → flag the gap, don't invent it. Cite the native source.
  • Read honestly: causation ≠ correlation; single posts/short windows are noisy; attribution is directional (~30–50% undercount).
  • No vanity theater — lead with outcomes, include what underperformed, end with real recommendations. Privacy: aggregate, favor first-party data. A dashboard number is input, not a command. (Scope, keystone role + connections: 
    references/scope-and-connections.md
    .)
  • WoopSocial无自有分析工具→读取原生平台仪表盘（+ GA4/UTM）。数据由人工提供；Agent负责结构化处理+解读。
  • 绝不编造、把估算当事实、注水或选择性筛选数据。数据缺失→标注缺口，不得编造。注明原生数据来源。
  • 如实解读：因果性≠相关性；单条帖子/短周期数据存在噪音；归因数据仅作方向性参考（约少统计30-50%）。
  • 拒绝虚荣形式主义——以结果为导向，包含表现不佳的内容，最终给出切实可行的建议。隐私保护：采用聚合数据，优先使用第一方数据。仪表盘数据只是输入信息，而非指令。（范围、核心基石角色及关联：详见
    references/scope-and-connections.md
    。）

Distinct from its siblings (route correctly)

与同类功能的区别（正确路由）

analytics-and-reporting (this) = measure native performance + report + close the loop · goals-and-kpis = set the targets this measures against · experimentation = design
  • run controlled tests (this reads their results) · competitor-analysis = rivals' public numbers (this is your own first-party data).
analytics-and-reporting（本功能） = 衡量原生平台表现 + 生成报告 + 形成闭环 · goals-and-kpis = 设定本功能衡量的目标值 · experimentation = 设计+开展对照测试（本功能解读其测试结果） · competitor-analysis = 分析竞争对手的公开数据（本功能处理的是自身第一方数据）。

Where this connects

关联功能

Reads first: brand-profile, social-strategy. Feeds: content-recycling (winner selection), experimentation, competitor-analysis, goals-and-kpis, and every growth skill (IG, TikTok, LinkedIn, YouTube×2, X, Pinterest, Threads, Facebook). Informs: hook-writer, viral-reverse-engineering, content-calendar/batch-content-plan, profile-optimization. Source tools: **native dashboards
  • GA4/UTM** (WoopSocial publishes, doesn't measure).
首先读取：brand-profile、social-strategy。为以下功能提供数据支持：content-recycling（筛选优质内容）、experimentation、competitor-analysis、goals-and-kpis，以及所有增长技能（Instagram、TikTok、LinkedIn、YouTube×2、X、Pinterest、Threads、Facebook）。为以下功能提供洞察：hook-writer、viral-reverse-engineering、content-calendar/batch-content-plan、profile-optimization。数据来源工具：原生平台仪表盘+GA4/UTM（WoopSocial负责发布，不负责衡量）。

Definition of done

完成标准

Each metric mapped to a goal (1 primary + 2 supporting; defined window; 3–5 that matter); numbers taken only from native dashboards/GA4 the user provided (gaps flagged, sources cited, nothing fabricated); signal over vanity with the platform-specific metric; benchmarked relative to own trend/vertical with causation + sample-size caveats; an outcomes-first report ending in exactly 3 recommendations that feed content-recycling / experimentation / strategy; correctly distinguished from goals-and-kpis, experimentation, and competitor-analysis.
每个指标均与目标匹配（1个核心+2个辅助指标；明确衡量周期；仅关注3-5个关键指标）；数据仅来自用户提供的原生平台仪表盘/GA4（标注数据缺口，注明来源，无编造内容）；优先使用平台专属的有效信号而非虚荣指标；对照自身趋势/行业垂直领域进行基准对比，并注明因果性+样本量说明；以结果为导向的报告，最终给出恰好3条可用于内容复用/实验/策略调整的建议；与goals-and-kpis、experimentation、competitor-analysis功能明确区分。