Agent skill

Bi New Dimension Analysis

by agentscope-ai in agentscope-ai/QwenPaw-Data

识别新增维度值并评估其在北极星指标上的表现。当归因维度出现新增值(如新渠道、新品类、新功能)需要评估效果时调用. An agent skill from agentscope-ai/QwenPaw-Data.

Apache-2.0Auto-check passed

Install Bi New Dimension Analysis

skills CLI
$ npx skills add agentscope-ai/QwenPaw-Data --skill bi-new-dimension-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install agentscope-ai/QwenPaw-Data bi-new-dimension-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/agentscope-ai/QwenPaw-Data.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/qwenpaw-data-skills/skills/atomic/bi-new-dimension-analysis .claude/skills/bi-new-dimension-analysis && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
bi-new-dimension-analysis
GitHub stars
127
Token cost
~505 tokens
SKILL.md length
87 words
Files
1
Skills in repo
29
Repo updated
First seen
Licence
Apache-2.0

At a glance

识别新增维度值并评估其在北极星指标上的表现。当归因维度出现新增值(如新渠道、新品类、新功能)需要评估效果时调用. An agent skill from agentscope-ai/QwenPaw-Data.

  • Works in 2 steps: 对比当期和往期的维度值集合,找出当期存在但往期不存在的维度值 → 对每个新增维度值,计算其首次出现后在当期内每天的日环比变化幅度,判断是否平稳
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Bi New Dimension Analysis is an agent skill from agentscope-ai/QwenPaw-Data. 识别新增维度值并评估其在北极星指标上的表现。当归因维度出现新增值(如新渠道、新品类、新功能)需要评估效果时调用。

Its SKILL.md is about 510 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Agentic enterprise data analytics: governed facts (DataBridge), reusable methodology (Skill-Hub), and controllable execution (Host). The licence is Apache-2.0.

Example prompts

  • “/bi-new-dimension-analysis”

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. 对比当期和往期的维度值集合,找出当期存在但往期不存在的维度值
  2. 对每个新增维度值,计算其首次出现后在当期内每天的日环比变化幅度,判断是否平稳

What it can do on your machine

Read from SKILL.md and the folder at commit e0bae36. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are csv).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Bi New Dimension Analysis loads about 505 tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 87 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~505

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from agentscope-ai/QwenPaw-Data at commit e0bae36, republished under its Apache-2.0 licence (© agentscope-ai). 87 words, ~505 tokens.

Download SKILL.mdSave it as .claude/skills/bi-new-dimension-analysis/SKILL.md (or your agent's skills folder).
name
bi-new-dimension-analysis
description
识别新增维度值并评估其在北极星指标上的表现。当归因维度出现新增值(如新渠道、新品类、新功能)需要评估效果时调用。

bi-new-dimension-analysis

识别归因维度中当期首次出现的新增维度值(如新渠道、新品类、新功能),评估其在北极星指标上的表现,判断其对业务的贡献和效果。通常适用于周度或月度对比。

执行步骤

1:数据准备

当期和往期的维度指标数据(CSV),至少包含以下列:

列说明示例
时间列周期标识日期
维度列维度名称渠道
指标列北极星指标值访问用户数
父维度列父维度名称(可选,层级维度时需要)对话模式

示例(维度列=渠道,北极星指标列=访问用户数,1 月为往期,2 月为当期,"抖音渠道"为新增维度值):

csv
日期,渠道,访问用户数
2025-01-01,自然流量,10000
2025-01-01,付费投放,8000
2025-02-01,自然流量,11000
2025-02-01,付费投放,7500
2025-02-01,抖音渠道,3000

若上游步骤已产出可用数据文件则直接使用,否则自行取数。

2:识别新增维度值

识别新增且趋于平稳的维度值:

  1. 对比当期和往期的维度值集合,找出当期存在但往期不存在的维度值
  2. 对每个新增维度值,计算其首次出现后在当期内每天的日环比变化幅度,判断是否平稳:
    • 每日变化幅度均 < 10%:趋于平稳,纳入后续分析
    • 存在日变化幅度 ≥ 10%:仍在波动,暂不分析
3:对比指标表现

根据新增维度的层级,选择不同的对比基准和对比指标:

0 级维度(无父维度):对比基准为整体均值和整体 Top1 维度值

对比指标计算方式
绝对值新增维度的北极星指标值
整体占比新增维度值 / 整体指标值
均值偏离度(新增维度值 - 整体均值) / 整体均值
Top-1 偏离度(新增维度值 - 整体 Top-1 值) / 整体 Top-1 值

子维度(有父维度):对比基准为父维度内均值和父维度内 Top-1 维度值

对比指标计算方式
绝对值新增维度的北极星指标值
均值偏离度(新增维度值 - 父维度内均值) / 父维度内均值
Top-1 偏离度(新增维度值 - 父维度内 Top-1 值) / 父维度内 Top-1 值
组内排名在相同父维度下的排名位置
4:汇总结果

将各归因维度的新增维度分析结果汇总输出。示例:

0 级维度:

 维度值      北极星指标值  整体占比  均值偏离度  Top1偏离度
 新渠道A       15000       8.0%      +25.0%      -10.0%

子维度:

 维度值    父维度  北极星指标值  均值偏离度  Top1偏离度  组内排名
 新品类B   父类X     8000        -15.0%      -30.0%     5/8

© agentscope-ai, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in packages/qwenpaw-data-skills/skills/atomic/bi-new-dimension-analysis of agentscope-ai/QwenPaw-Data.

Open the folder on GitHubat commit e0bae36

Compare with similar skills

Bi New Dimension Analysis next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Bi New Dimension Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bi New Dimension Analysis this skillagentscope-ai/QwenPaw-Data127—~505Automated safety check: PassApache-2.0
Dimensionsthedaviddias/Front-End-Checklist74k—~926Automated safety check: PassMIT
Modeling Dimension TablesPostHog/posthog40k—~1.4kAutomated safety check: PassCustom licence
Six Dimension Code Reviewa5c-ai/babysitter1.8k—~700Automated safety check: PassMIT
Cja Dimension Analysisadobe/skills197—~3.3kAutomated safety check: PassApache-2.0
Gram Telemetry Query Dimensionsspeakeasy-api/gram273—~2.4kAutomated safety check: PassAGPL-3.0

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Questions about Bi New Dimension Analysis

What does Bi New Dimension Analysis do?

识别新增维度值并评估其在北极星指标上的表现。当归因维度出现新增值(如新渠道、新品类、新功能)需要评估效果时调用. An agent skill from agentscope-ai/QwenPaw-Data. Bi New Dimension Analysis is an agent skill from agentscope-ai/QwenPaw-Data.

How do I install Bi New Dimension Analysis in Claude Code?

Run `npx skills add agentscope-ai/QwenPaw-Data --skill bi-new-dimension-analysis -a claude-code`. Or copy the skill folder (packages/qwenpaw-data-skills/skills/atomic/bi-new-dimension-analysis in agentscope-ai/QwenPaw-Data) into .claude/skills/bi-new-dimension-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Bi New Dimension Analysis in Codex?

Run `npx skills add agentscope-ai/QwenPaw-Data --skill bi-new-dimension-analysis -a codex`. Or copy the skill folder (packages/qwenpaw-data-skills/skills/atomic/bi-new-dimension-analysis in agentscope-ai/QwenPaw-Data) into .agents/skills/bi-new-dimension-analysis in your project. Codex loads it when a task matches its description.

Can I use Bi New Dimension Analysis in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add agentscope-ai/QwenPaw-Data --skill bi-new-dimension-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bi-new-dimension-analysis, .gemini/skills/bi-new-dimension-analysis, .github/skills/bi-new-dimension-analysis and .opencode/skills/bi-new-dimension-analysis in your project.

What does Bi New Dimension Analysis need to run?

SKILL.md names no scripts, command-line tools or credentials: Bi New Dimension Analysis is instructions for the agent only.

Does Bi New Dimension Analysis access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Bi New Dimension Analysis safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Bi New Dimension Analysis use?

Bi New Dimension Analysis is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Bi New Dimension Analysis use?

About 505 tokens (SKILL.md is roughly 2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Bi New Dimension Analysis?

Skills that share tags, products or a category with Bi New Dimension Analysis: Dimensions (thedaviddias/Front-End-Checklist, 74k stars), Modeling Dimension Tables (PostHog/posthog, 40k stars), Six Dimension Code Review (a5c-ai/babysitter, 1.8k stars) and Cja Dimension Analysis (adobe/skills, 197 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bi New Dimension Analysis?

agentscope-ai (a GitHub organization) maintains it in agentscope-ai/QwenPaw-Data, which has 127 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on October 5, 2026.

Source: agentscope-ai/QwenPaw-Data on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.