funnel-analysis

GitHub

诊断业务漏斗各环节转化率,定位主要流失点并给出优先行动建议。通过确认漏斗阶段、查询数据计算转化与流失率、细分最大流失维度,最终输出量化结论及三项优先改进措施。

skills/funnel-analysis/SKILL.md Zafer-Liu/Data-Analysis-Agent

触发场景

分析用户注册到付费的转化路径 诊断电商下单流程中的流失环节 评估营销活动各阶段的漏斗效率

安装

npx skills add Zafer-Liu/Data-Analysis-Agent --skill funnel-analysis -g -y
更多选项

不安装直接使用

npx skills use Zafer-Liu/Data-Analysis-Agent@funnel-analysis

指定 Agent (Claude Code)

npx skills add Zafer-Liu/Data-Analysis-Agent --skill funnel-analysis -a claude-code -g -y

安装 repo 全部 skill

npx skills add Zafer-Liu/Data-Analysis-Agent --all -g -y

预览 repo 内 skill

npx skills add Zafer-Liu/Data-Analysis-Agent --list

SKILL.md

Frontmatter
{
    "icon": "🔻",
    "name": "funnel-analysis",
    "tags": [
        "mode-business",
        "visualization",
        "strategy"
    ],
    "description": "诊断业务漏斗各环节转化率,定位主要流失点并给出优先行动建议(conversion 转化分析)",
    "allowedTools": [
        "get_schema",
        "query_data",
        "generate_chart"
    ]
}

Funnel analysis workflow

Apply this workflow to the user's request:

$ARGUMENTS

  1. Confirm the funnel stages, entity identifier, time field, and analysis period. Ask one concise question if a critical definition is missing.
  2. Inspect the schema before querying. Never invent stage names or event definitions.
  3. Calculate the entity count at each stage, step conversion rate, cumulative conversion rate, and loss from the preceding stage.
  4. Segment the largest loss by relevant dimensions such as channel, region, product, or customer cohort when the data supports it.
  5. Separate observed facts from hypotheses. Quantify every important claim and cite the source table or analysis result.
  6. End with the top three prioritized actions, their expected mechanism, and the metric that should be monitored.

Prefer a funnel chart or a compact stage-by-stage table. If stage ordering is ambiguous, do not guess—ask the user.

Tool routing

  1. Use get_schema to identify candidate event, stage, entity, time, and segmentation fields.
  2. Use query_data to compute stage counts, conversion rates, cumulative conversion, and loss by segment.
  3. Use generate_chart only after the funnel table is available and the stage order is explicit.
  4. If stage definitions or ordering are missing, ask one concise clarification before querying.

Implementation reference

  • Query tool entry: agent/tools/business/data.py::_tool_query_data
  • Chart tool entry: agent/tools/business/data.py::_tool_generate_chart
  • Chart implementation: Function/Charts_generation/chart_generate.py

版本历史

  • 87489fb 当前 2026-11-02 19:30
  • d6a2c3e 2026-07-24 12:12

同 Skill 集合

skills/ab-test-analysis/SKILL.md
skills/bcg-matrix/SKILL.md
skills/business-model-canvas/SKILL.md
skills/swot-analysis/SKILL.md
skills/timesfm/SKILL.md
skills/value-proposition/SKILL.md
skills/arima/SKILL.md
skills/chart/SKILL.md
skills/dashboard/SKILL.md
skills/data/SKILL.md
skills/decile/SKILL.md
skills/export/SKILL.md
skills/feishu-bitable/SKILL.md
skills/gru/SKILL.md
skills/inset/SKILL.md
skills/kmeans/SKILL.md
skills/logistic/SKILL.md
skills/ppt/SKILL.md
skills/prophet/SKILL.md
skills/regression/SKILL.md
skills/report/SKILL.md
skills/sarima/SKILL.md
skills/screening/SKILL.md
skills/sql/SKILL.md
skills/tree/SKILL.md
skills/trimming/SKILL.md
skills/var/SKILL.md
skills/web-table/SKILL.md
skills/winsorize/SKILL.md

元信息

文件数
0
版本
87489fb
Hash
b65fbd00
收录时间
2026-07-24 12:12

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