anthropics/financial-services

earnings-analysis

Create professional equity research earnings update reports (8-12 pages, 3,000-5,000 words) analyzing quarterly results for companies already under coverage.

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使い方

  1. インストールコマンドをコピーし、自分の環境へ導入する前にソースを確認します。
  2. 必要なツール、認証情報、対応環境を原文で確認します。
  3. 入力と成果物を指定し、出力を資料と照合します。
npx skills add https://github.com/anthropics/financial-services --skill earnings-analysis

開始前の確認

  • 導入にはモデル契約、API枠、ファイルへのアクセス許可は含まれません。
  • スター数や導入数は活動の指標であり、独立した品質・安全性試験ではありません。
リポジトリの原文

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Equity Research Earnings Update

Create professional EARNINGS UPDATE REPORTS analyzing quarterly results for companies already under coverage, following institutional standards (JPMorgan, Goldman Sachs, Morgan Stanley format).

Key Characteristics:

  • Length: 8-12 pages
  • Word Count: 3,000-5,000 words
  • Tables: 1-3 summary tables (NOT comprehensive)
  • Figures: 8-12 charts
  • Turnaround: 1-2 days (within 24-48 hours of earnings)
  • Audience: Clients already familiar with the company
  • Focus: What's NEW - beat/miss, updated estimates, thesis impact
  • Font: Times New Roman throughout (unless user specifies otherwise)

When to Use

Use when the user requests:

  • "Create an earnings update for [Company] Q3 2024"
  • "Analyze [Company]'s quarterly results"
  • "Post-earnings report for [Company]"
  • "Q1/Q2/Q3/Q4 update for [Company]"

Do NOT use if:

  • User requests "initiation report" → Use different skill
  • User requests "flash note" or "quick take" → Different format
  • Company is not already covered → Need initiation first

Critical Requirements

1. Speed & Timeliness

  • Publish within 24-48 hours of earnings release
  • Focus on NEW information only
  • Don't rehash company background extensively

2. Beat/Miss Analysis

  • Lead with whether company beat or missed estimates
  • Quantify variances (e.g., "Revenue beat by $120M or 3%")
  • Explain WHY results differed from expectations

3. Summary Format

  • Keep tables to 1-3 (summary only, not comprehensive)
  • No full P&L/Cash Flow/Balance Sheet (just key metrics)
  • Assume reader has seen initiation report

4. Citations & Source Attribution ⭐⭐⭐ MANDATORY

CRITICAL: Properly cite all data with SPECIFIC sources and CLICKABLE HYPERLINKS.

Include specific citations WITH CLICKABLE LINKS in every figure and table:

Source: Q3 2024 10-Q filed November 8, 2024; Company earnings release
        [Hyperlink "10-Q" to: https://www.sec.gov/cgi-bin/viewer?accession=...]
        [Hyperlink "earnings release" to: https://investor.company.com/news/q3-2024]

HOW HYPERLINKS SHOULD APPEAR IN WORD:

  • Document names appear as blue, underlined clickable links
  • Reader can Ctrl+Click to open source directly
  • Not plain text URLs - formatted hyperlinks with display text

REQUIRED SOURCES LIST:

Cite in every earnings update:

  • ✅ Earnings release (with date and URL)
  • ✅ 10-Q filing (with filing date and EDGAR link)
  • ✅ Earnings call transcript (with date)
  • ✅ Investor presentation/supplemental materials (if available)
  • ✅ Consensus estimates source (Bloomberg/FactSet/etc. with date)
  • ✅ Prior guidance (from previous quarter's materials)

REFERENCE SECTION WITH CLICKABLE HYPERLINKS:

Include "Sources" section at end of report:

SOURCES & REFERENCES

Earnings Materials (Q3 2024):
• Earnings Release (November 7, 2024)
  [Hyperlink entire line to: https://investor.company.com/news/q3-2024-earnings]

• Form 10-Q (Filed November 8, 2024)
  [Hyperlink to: https://www.sec.gov/cgi-bin/viewer?accession=...]

• Earnings Call Transcript (November 7, 2024)
  [Hyperlink to: https://seekingalpha.com/article/...]

• Investor Presentation (November 7, 2024)
  [Hyperlink to: https://investor.company.com/presentations/q3-2024.pdf]

VERIFICATION CHECKLIST:

  • [ ] Every figure has source with specific document and date
  • [ ] Every table has source with document reference
  • [ ] Beat/miss analysis cites consensus source with date
  • [ ] Guidance changes cite current and prior guidance sources
  • [ ] Key statistics have footnotes
  • [ ] Sources section lists all materials with URLs
  • [ ] ALL URLs are CLICKABLE HYPERLINKS (not plain text)
  • [ ] All SEC filings hyperlinked to EDGAR viewer

5. Updated Estimates

  • Update forward estimates based on results
  • Show old vs. new estimates clearly
  • Explain what changed and why

High-Level Workflow

The earnings update process follows 5 phases:

Phase 1: Data Collection (30-60 minutes)

🚨🚨🚨 CRITICAL: TRAINING DATA IS OUTDATED 🚨🚨🚨

BEFORE STARTING - COMPLETE THESE 4 STEPS IN ORDER:

  1. CHECK TODAY'S DATE - Write down the current date
  2. SEARCH FOR LATEST - Use web search: "[Company] latest earnings results"
  3. VERIFY THE DATE - Confirm earnings release is within last 3 months
  4. CHECK TRANSCRIPT DATE - Verify transcript date matches release date

COMMON MISTAKE: Using outdated earnings calls from training data instead of searching for the latest.

REQUIREMENTS:

  • ✅ Search for latest earnings - do NOT rely on training data
  • ✅ Write down today's date and the release date found
  • ✅ Verify release date is within 3 months of today
  • ✅ Verify transcript date matches release date
  • ✅ If dates don't match or are old (>3 months), search again

See [references/workflow.md](references/workflow.md) for detailed search procedures and verification steps.

Phase 2: Analysis (2-3 hours)

  • Beat/miss analysis for each key metric
  • Segment/geographic/product breakdown
  • Margin and guidance analysis
  • Update financial model and estimates

See [references/workflow.md](references/workflow.md) for detailed analysis framework.

Phase 3: Chart Generation (1-2 hours)

Create 8-12 charts focusing on quarterly trends and what's new:

  • Quarterly revenue progression
  • Quarterly EPS progression
  • Quarterly margin trends
  • Revenue by segment/geography
  • Key operating metrics
  • Beat/miss summary
  • Estimate revisions
  • Valuation charts

See [references/workflow.md](references/workflow.md) for chart specifications.

Phase 4: Report Creation (2-3 hours)

Create 8-12 page DOCX report with specific structure.

See [references/report-structure.md](references/report-structure.md) for complete page-by-page templates and formatting requirements.

High-level structure:

  • Page 1: Earnings summary with rating and price target
  • Pages 2-3: Detailed results analysis
  • Pages 4-5: Key metrics & guidance
  • Pages 6-7: Updated investment thesis
  • Pages 8-10: Valuation & estimates
  • Pages 11-12: Appendix (optional)

Phase 5: Quality Check & Delivery (30 minutes)

Verify content, formatting, accuracy, and timeliness before delivery.

See [references/best-practices.md](references/best-practices.md) for quality checklist and common mistakes to avoid.

Output Specification

Primary Deliverable: DOCX report (8-12 pages) File Name: [Company]_Q[Quarter]_[Year]_Earnings_Update.docx Example: Nike_Q2_FY24_Earnings_Update.docx

Contents:

  • Page 1: Summary with rating, price target, key takeaways
  • Pages 2-3: Detailed results analysis
  • Pages 4-5: Key metrics and guidance
  • Pages 6-7: Updated thesis assessment
  • Pages 8-10: Valuation and estimates
  • Pages 11-12: Appendix (optional)
  • 8-12 embedded charts
  • 1-3 summary tables
  • Complete sources section with clickable hyperlinks

Optional Deliverable: XLS model update (optional for earnings updates)

Key Differences from Initiation Report

AspectEarnings UpdateInitiation Report
Length8-12 pages30-50 pages
Words3,000-5,00010,000-15,000
Tables1-3 summary12-20 comprehensive
Figures8-1225-35
Turnaround1-2 days3-6 weeks
ScopeQuarterly resultsComplete company
FocusWhat's NEWEverything
Company BackgroundBrief mention6-10 pages
XLS ModelOptionalRequired

Resources

references/workflow.md

Detailed Phase 1-5 instructions with step-by-step procedures for data collection, analysis, chart generation, and report creation.

references/report-structure.md

Complete page-by-page templates, table formats, and formatting requirements for the DOCX report.

references/best-practices.md

Examples of good/bad headlines, tips for success, common mistakes to avoid, and comprehensive quality checklist.

Dependencies

Required:

  • Python (matplotlib, pandas, seaborn) for chart generation
  • DOCX skill for report creation

Optional:

  • XLS skill for model updates (not required for earnings updates)

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