earnings-analysis
The facts
Its description
Create professional equity research earnings update reports (8-12 pages, 3,000-5,000 words) analyzing quarterly results for companies already under coverage. Fast-turnaround format focusing on beat/miss analysis, key metrics, updated estimates, and revised thesis. Includes 1-3 summary tables and 8-12 charts. Use when user requests "earnings update", "quarterly update", "earnings analysis", "Q1/Q2/Q3/Q4 results", or post-earnings report.
The description the agent reads to decide when to use it.
When it starts
It triggers when someone asks for an equity research write-up on a company's just-reported quarter — an earnings update, quarterly update, or post-earnings report — for a company the desk already covers. The body is never seen first, so the pick comes from that request plus the "already under coverage" framing in the description.
Things a person might say (the model's guesses)
- “Create a post-earnings update for Nike's Q2 FY25 results”
- “Write an earnings analysis of Apple's latest quarter, beat/miss plus updated estimates”
- “Give me the Q3 quarterly update report on LVMH after their print”
A model's summary of when it is used.
Runs scripts
bin/viewer
Scripts the text names. Found by matching words, so treat them as pointers.
Files it mentions
references/workflow.md, references/report-structure.md, references/best-practices.md
Files the text names, such as ones to read or write. Found by matching words, so treat them as pointers.
What it leads to
- an alternative: initiating-coverage when the user asks for an initiation report line 29
Other skills this one hands off to, calls, requires or offers instead, as a model read them.
What leads to it
- earnings-reviewer calls this earnings-reviewer, line 20
Other skills that hand off to this one, call it, require it or offer it instead, as a model read them.
Names skills outside this collection
Skills the text names that are not in this collection, as a model read them.
Licence
Apache-2.0, from LICENSE
The terms its author shares it under, which let it be shown here.
Other files in this skill (3) Close
The text
Most marks come from matching words in the file, so treat them as pointers.
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
Raw lines 33 to 341. 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
Phase 1: Data Collection (30-60 minutes)
🚨🚨🚨 CRITICAL: TRAINING DATA IS OUTDATED 🚨🚨🚨
BEFORE STARTING - COMPLETE THESE 4 STEPS IN ORDER:
- CHECK TODAY'S DATE - Write down the current date
- SEARCH FOR LATEST - Use web search: "[Company] latest earnings results"
- VERIFY THE DATE - Confirm earnings release is within last 3 months
- 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 for detailed search procedures and verification steps.
Raw lines 117 to 137Phase 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 for detailed analysis framework.
Raw lines 138 to 145Phase 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 for chart specifications.
Raw lines 146 to 158Phase 4: Report Creation (2-3 hours)
Create 8-12 page DOCX report with specific structure.
See 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 for quality checklist and common mistakes to avoid.
Raw lines 172 to 176Output 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)
Raw lines 177 to 195Key Differences from Initiation Report
| Aspect | Earnings Update | Initiation Report |
|---|---|---|
| Length | 8-12 pages | 30-50 pages |
| Words | 3,000-5,000 | 10,000-15,000 |
| Tables | 1-3 summary | 12-20 comprehensive |
| Figures | 8-12 | 25-35 |
| Turnaround | 1-2 days | 3-6 weeks |
| Scope | Quarterly results | Complete company |
| Focus | What's NEW | Everything |
| Company Background | Brief mention | 6-10 pages |
| XLS Model | Optional | Required |
Resources
Raw lines 210 to 211references/workflow.md
Detailed Phase 1-5 instructions with step-by-step procedures for data collection, analysis, chart generation, and report creation.
Raw lines 212 to 214references/report-structure.md
Complete page-by-page templates, table formats, and formatting requirements for the DOCX report.
Raw lines 215 to 217references/best-practices.md
Examples of good/bad headlines, tips for success, common mistakes to avoid, and comprehensive quality checklist.
Raw lines 218 to 220Dependencies
Required:
- Python (matplotlib, pandas, seaborn) for chart generation
- DOCX skill for report creation
Optional:
- XLS skill for model updates (not required for earnings updates)
From anthropics/financial-services at 6056506, 2026-10-28. Skills read by DeepSeek V4.1 Flash on 2026-11-04. Summary and techniques by Claude Opus 5.5 on 2026-11-06.