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china-variance-commentary

china-variance-commentary

github.com/jwangkunData & databases87570 installsUpdated 6w ago
Repository

About china-variance-commentary

A structured analysis skill for writing earnings commentary on A-share companies, intended for financial analysis and research. It compares actual results with consensus and historical figures, then covers performance drivers, balance sheets, cash flows, and outlook.

Key features

  1. 01Compare actuals with market estimates
  2. 02Classify and quantify variances
  3. 03Break down revenue and margin drivers
  4. 04Cover segments, balance sheets, and cash flows
  5. 05Summarize guidance, outlook, and risks

Use cases

  1. 01Write commentary on listed-company results
  2. 02Analyze results against consensus estimates
  3. 03Explain changes in revenue and profit
  4. 04Review cash flow and balance sheet movements

MCP support

The skill describes using iFind MCP or AkShare MCP for financial data and market context, with 巨潮, brokerage reports, and consensus estimates as supplementary sources.

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/jwangkun/claude-for-financial-services-cn --skill china-variance-commentary

After installing, type/china-variance-commentaryin Claude Code to confirm it loaded.

Details

From the project README

china-variance-commentary

Purpose

Write professional A股业绩点评 — structured variance commentary on Chinese company financial results.

Data Sources

Primary: iFind MCP (Tier-1 付费) / AkShare MCP (Tier-2 免费备选)
get_financials(ticker, "income")     → Revenue, profit data
get_financials(ticker, "balance")    → Balance sheet data
get_quote(ticker)                    → Market context
Secondary Sources
  • 巨潮 — earnings releases
  • 券商研报 — consensus estimates
  • 慧博 / 同花顺 — 一致预期

Workflow

Step 1: Gather Actuals and Estimates

Data collection:

MetricActual (Actuals)Consensus (一致预期)PriorYoYQoQ
营业收入
毛利率
归母净利润
扣非净利润
EPS
经营现金流
Step 2: Variance Analysis

Variance table:

MetricActualConsensusVariance% vs Cons% vs PriorImpact
营业收入
毛利率
归母净利润
扣非净利润
EPS
ROE

Variance classification:

VarianceClassificationCommentary
Revenue +5% vs consSlight beat
Revenue +15% vs consStrong beat
Revenue -5% vs consSlight miss
Revenue -15% vs consSignificant miss
Step 3: Driver Analysis

Key drivers decomposition:

Revenue drivers:

收入变动 = 量增 + 价增 + 产品结构 + 收购/处置

分解:
1. 销量变化: +X% (驱动因素)
2. 价格变化: +X% (提价/促销)
3. 产品组合: +X% (高毛利产品占比提升)
4. 其他: +X% (并表/汇率)

Margin drivers:

毛利率变动 = 原材料成本 + 人工成本 + 制造费用 + 产品结构

分解:
1. 原材料: -X ppts (价格上涨/下降)
2. 人工: +X ppts (效率提升/人工成本上涨)
3. 制造费用: +X ppts (产能利用率)
4. 产品结构: +X ppts (高毛利产品占比)
5. 其他: X ppts

Net profit bridge:

归母净利润变动
├── 营业收入影响: +¥XX万
├── 毛利率影响: +¥XX万
├── 费用率影响: +¥XX万
│   ├── 销售费用: -¥XX万
│   ├── 管理费用: +¥XX万
│   └── 研发费用: +¥XX万
├── 其他收益影响: +¥XX万
├── 投资收益影响: +¥XX万
├── 减值损失影响: -¥XX万
├── 营业外收支影响: +¥XX万
├── 所得税影响: -¥XX万
└── 归母净利润变动: +¥XX万
Step 4: Segment Commentary

By segment:

SegmentRevenueGrowthMarginComment

By geography:

RegionRevenueGrowthComment
国内
海外
Step 5: Balance Sheet Commentary

Key BS changes:

ItemChangeDriverImpact
货币资金
应收账款
存货
商誉
有息负债
Step 6: Cash Flow Commentary

Cash flow analysis:

ItemAmountChangeComment
经营活动现金流
投资活动现金流
筹资活动现金流
现金净增加额

Key observations:

  • OCF vs Net income comparison
  • CapEx intensity
  • Dividend payment
  • Debt activity
Step 7: Forward-Looking Commentary

Guidance and outlook:

AreaCommentary
收入指引Management guidance
利润指引Earnings outlook
投资计划CapEx plans
战略方向Strategic initiatives
Step 8: Write the Commentary

Standard format (业绩点评):

【业绩点评】[Company] [Period] [Beat/Miss/In-line]

核心结论:
- 营收XX亿, 同比+/-X%, 超/低于预期X%
- 归母净利润XX亿, 同比+/-X%, 超/低于预期X%
- 扣非净利润XX亿, 同比+/-X%

要点:
1. [Key driver 1]
2. [Key driver 2]
3. [Key driver 3]

详细分析:

一、营业收入
   [Revenue commentary with drivers]

二、盈利能力
   [Margin analysis]

三、费用分析
   [Expense commentary]

四、资产负债表
   [Key BS changes]

五、现金流量
   [CF commentary]

六、展望
   [Forward-looking]

风险提示:
- [Key risks]

风险提示: 本内容仅供研究参考, 不构成投资建议。

China-Specific Commentary Considerations

Key Metrics to Highlight
MetricWhy Important
归母净利润Standard metric for A-share investors
扣非净利润Shows core business quality
经营现金流Cash generation quality
毛利率/净利率Profitability trends
ROEReturn on equity benchmark
资产负债率Leverage concern
Common Earnings Themes
PatternTypical Commentary
收入增, 利润降Margin compression
利润增, 现金流降Earnings quality concern
高政府补助Sustainability question
大额减值Asset quality
关联交易高Revenue quality
合同负债大增Future revenue visibility
Language Conventions
EnglishChinese
Beat estimates超预期
Miss estimates低于预期
In-line符合预期
Year-over-year同比
Quarter-over-quarter环比
Adjusted调整后
Recurring经常性
One-time一次性
Core核心 / 扣非

Quality Checks

Before delivering:

  • All actuals verified from source
  • Consensus figures cited
  • Variances calculated correctly
  • Drivers identified and explained
  • Balance sheet / CF covered
  • Forward outlook included
  • Risks highlighted
  • Chinese terminology correct

Data Source Mode Switch: Set env var IFIND_DATA_SOURCE_MODE to control data source preference.

  • ifind-only (strict): Use iFind only, error if unavailable
  • ifind-fallback (default): iFind preferred, fallback to AkShare
  • akshare-only, wind-only (Wind only), wind-fallback (Wind first, fallback to iFind → AkShare): Skip iFind, use AkShare only

Comments

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