Earnings Analysis
AnthropicOfficialPublished by Anthropic
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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. Create professional EARNINGS UPDATE REPORTS analyzing quarterly results for companies already under coverage, following institutional standards (JPMorgan, Goldman Sachs, Morgan Stanley format).
What it does
- When to Use
- Critical Requirements
- High-Level Workflow
- Output Specification
- Key Differences from Initiation Report
- Dependencies
When to use it
- Use when user requests "earnings update", "quarterly update", "earnings analysis", "Q1/Q2/Q3/Q4 results", or post-earnings report.
- "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]"
- User requests "initiation report" → Use different skill
Advantages
The skill’s files do not state this.
Usage examples
The skill’s files do not state this.
Install
Download the skill as a ZIP:
https://mp-staging.autogineer.com/agent-skills/anthropics/earnings-analysis/downloadUnzip it into the cross-client skills folder of your project:
mkdir -p .agents/skills && unzip earnings-analysis.zip -d .agents/skills
Documentation by Anthropic
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:
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.
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 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 for chart specifications.
Phase 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.
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
| 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
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)
Files
- ATTRIBUTION.mdAdded by AutoGineer932 B
- LICENSELicence file added by AutoGineer11.1 KiB
- SKILL.md8.5 KiB
- references/best-practices.md9.1 KiB
- references/report-structure.md10.9 KiB
- references/workflow.md20.9 KiB
references/best-practices.md
Best Practices, Examples, and Quality Guidelines
This document provides examples, tips for success, common mistakes to avoid, and comprehensive quality checklists.
Example Headlines
Good Earnings Update Headlines:
"Nike Q2 FY24: DTC Strength Offsets Wholesale Weakness - Maintaining OW, PT $95"
"Tesla Q3'24: Cybertruck Ramp Ahead of Plan - Raising Estimates, PT to $285"
"LVMH Q4'24: Fashion & Leather Resilient, Wines Weak - In-Line, Reiterating Buy"
"Apple Q1 FY24: Services Beat, iPhone Miss - Mixed Quarter, Lowering PT to $185"
Bad Headlines (Avoid):
"Nike Quarterly Update" (too generic, no takeaway)
"Company Reports Earnings" (states obvious, no analysis)
"Q3 Results Analysis" (no company name, no view)
Tips for Success
Speed matters: Published 24-48hrs post-earnings, not days later
Lead with conclusion: Beat or miss? Up or down estimates?
Quantify everything: "Strong" means nothing, "$150M beat on $1.2B revenue" is clear
Focus on drivers: Don't just say "revenue beat", explain WHY
Show the work: Old estimates → New estimates with reasons
Update price target if material: If estimates change >5%, usually PT changes too
Acknowledge the call: Reference management commentary, don't just analyze the press release
Compare to peers: If similar companies reported, note relative performance
Be concise: This is NOT a comprehensive report, stay focused on quarterly results
Chart the trends: Quarterly progression charts are most valuable
Common Mistakes to Avoid
❌ Too comprehensive: Don't write an initiation-length report for quarterly results
❌ Missing beat/miss: Lead with whether results beat or missed expectations
❌ Not updating estimates: Must provide updated forward estimates
❌ Vague language: "Strong performance" without quantification
❌ Ignoring guidance: If company guides, analyze it thoroughly
❌ Too slow: Publishing 5+ days after earnings loses relevance
❌ Rehashing basics: Don't spend 3 pages explaining what the company does
❌ Missing price target update: If estimates changed materially, PT should too
❌ No investment impact: Must connect results to thesis and rating
❌ Missing citations: Every number needs a source with clickable hyperlinks
❌ Plain text URLs: All URLs must be formatted as clickable hyperlinks
Comprehensive Quality Control Checklist
Before delivering earnings update, verify all items below:
Content & Analysis Checklist
Beat/Miss Analysis:
[ ] Beat/miss analysis leads the report
[ ] Specific variances quantified (e.g., "beat by $120M or 3%")
[ ] Explanation of WHY results differed from expectations
[ ] Analysis of each key metric (revenue, EPS, margins, etc.)
Metrics & Performance:
[ ] All key metrics discussed with YoY comparisons
[ ] QoQ comparisons included where relevant
[ ] Segment/geographic/product breakdowns provided
[ ] Operating metrics analyzed (customers, ARPU, units, etc.)
Guidance & Estimates:
[ ] Guidance changes analyzed and quantified (if provided)
[ ] If no guidance, this is explicitly noted
[ ] Updated estimates provided for current year
[ ] Updated estimates provided for next year
[ ] Old vs. new estimates clearly shown
[ ] Explanation of what changed and why
Valuation & Rating:
[ ] Price target updated (if warranted by results)
[ ] If PT unchanged, explicitly maintained
[ ] Valuation methodology explained
[ ] Rating confirmed or changed with clear rationale
[ ] Investment thesis assessed and updated if needed
Format & Length Checklist
Overall Structure:
[ ] Report is 8-12 pages (not shorter, not longer)
[ ] Page 1 has earnings summary format
[ ] Page 1 has "EARNINGS UPDATE" in title (NOT "Initiating Coverage")
[ ] Event-driven title (e.g., "Strong Q3 Results...")
Tables:
[ ] 1-3 summary tables included (NOT comprehensive tables)
[ ] All tables have clear column headers
[ ] All tables have header row shading
[ ] All tables have source lines at bottom
[ ] Estimates table shows old vs. new with change column
Charts:
[ ] 8-12 charts embedded throughout document
[ ] All charts have "Figure X - [Title]" caption above
[ ] All charts have "Source: [Source]" line below
[ ] Charts focus on quarterly trends
[ ] Charts highlight changes (beat/miss, revisions)
[ ] Charts use professional styling
Citations & Sources Checklist ⭐⭐⭐ MANDATORY
Figure & Table Citations:
[ ] Every figure has specific source with document name and date
[ ] Every table has specific source with document reference
[ ] Source citations include page numbers or slide numbers where applicable
Beat/Miss Citations:
[ ] Beat/miss analysis cites consensus source (Bloomberg, FactSet, etc.)
[ ] Consensus source includes "as of" date (pre-earnings close)
[ ] Company reported results cited to earnings release or 10-Q
Guidance Citations:
[ ] Current guidance cited to earnings call transcript or release
[ ] Prior guidance cited to previous quarter's materials
[ ] Both current and prior guidance sources hyperlinked
Statistics & Metrics:
[ ] Key statistics have footnotes with sources
[ ] Footnotes reference specific documents and page/slide numbers
[ ] Management quotes cite speaker name and source document
Hyperlinks: ⭐⭐⭐ CRITICAL
[ ] ALL URLs are CLICKABLE HYPERLINKS (not plain text)
[ ] Hyperlinks formatted with meaningful display text
[ ] Blue, underlined hyperlink formatting in Word document
[ ] Hyperlinks tested and working (Ctrl+Click opens correct page)
[ ] All SEC filings hyperlinked to EDGAR viewer
[ ] All earnings materials hyperlinked (release, transcript, presentation)
[ ] Prior quarter materials hyperlinked for comparison
[ ] No raw URLs displayed anywhere in document
Sources Section:
[ ] "Sources & References" section included at end of report
[ ] Section lists all earnings materials with dates
[ ] All materials have clickable hyperlinks
[ ] Consensus data sources listed (even if no link for subscription data)
[ ] Prior period references included
Accuracy Checklist
Numerical Accuracy:
[ ] Numbers match company's reported results exactly
[ ] Math checks out in all calculations
[ ] Estimate changes calculated correctly
[ ] Valuation math is accurate
[ ] Charts match text descriptions
Factual Accuracy:
[ ] No typos in ticker symbol
[ ] No typos in company name
[ ] Dates are current and accurate
[ ] Quarter/year references are correct
[ ] Year notation correct (A for actual, E for estimate)
Timeliness Checklist
Publication Timing:
[ ] Report published within 24-48 hours of earnings release
[ ] If later than 48 hours, acknowledged as "delayed reaction"
[ ] ✅ VERIFIED all data is from LATEST quarter by searching for recent earnings
[ ] ✅ Did NOT rely on knowledge cutoff - actively searched for current data
[ ] Consensus estimates are pre-earnings (not post-earnings)
[ ] No outdated information included
[ ] Earnings release date is within last 1-3 months (not 6+ months old)
Writing Style Checklist
Clarity & Directness:
[ ] Lead with numbers ("Revenue grew 15% to $1.2B" not "Strong revenue")
[ ] Use "vs." not "versus"
[ ] Be direct and concise throughout
[ ] Focus on what's NEW (not rehashing company basics)
[ ] Avoid vague language ("strong performance" without quantification)
Professional Standards:
[ ] Institutional tone maintained
[ ] Consistent terminology throughout
[ ] No informal language
[ ] Proper financial notation
Pre-Delivery Final Check
Run through this quick final check before sending report to user:
5-Minute Final Review:
Page 1: Rating clear? Price target updated? Key takeaways compelling?
Numbers: Do reported results match company's press release exactly?
Citations: Spot check 3-4 figures/tables - all have sources with clickable hyperlinks?
Estimates: Old vs. new clearly shown? Changes explained?
Charts: All 8-12 embedded? All numbered and captioned?
Length: Is it 8-12 pages (not 6, not 15)?
Hyperlinks: Test 3-4 hyperlinks - do they work with Ctrl+Click?
Timeliness: Is this being published within 48 hours of earnings?
If all items check out, the report is ready for delivery.
Summary Delivery Format
When delivering the completed report to the user, provide this summary:
[Company] Q[X] [Year] Earnings Update Complete
Results: [BEAT / INLINE / MISS]
- Revenue: $X.XB ([beat/missed] by $XXM or X%)
- EPS: $X.XX ([beat/missed] by $X.XX)
Key Takeaways:
■ [Takeaway 1]
■ [Takeaway 2]
■ [Takeaway 3]
Updated Estimates:
- FY[Year]E Revenue: $XX.XB (prior: $XX.XB, [+/-]X%)
- FY[Year]E EPS: $X.XX (prior: $X.XX, [+/-]X%)
Rating: [MAINTAINED / RAISED / LOWERED] [RATING]
Price Target: $XXX (prior: $XXX) - [+/-]XX% upside
Deliverables:
✓ 8-12 page earnings update report (DOCX)
✓ 8-12 embedded charts
✓ Updated estimates with old/new comparison
✓ Complete sources section with clickable hyperlinks
✓ [Optional: Updated XLS financial model]
File: [Company]_Q[X]_[Year]_Earnings_Update.docxRequirements and compatibility
Written for: Claude Code, Claude apps
Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta
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Attribution and licence
- Published by
- Anthropic
- Publisher
- Anthropic (Official)
- Source
- anthropics/financial-services · plugins/agent-plugins/earnings-reviewer/skills/earnings-analysis · commit 6056506
- Licence
- Apache License 2.0 (redistribution allowed)
- LICENSE (added by AutoGineer from LICENSE)
- ATTRIBUTION.md (written by AutoGineer)
- Synced
- Also distributed in
- anthropics/financial-services
AutoGineer is not affiliated with or endorsed by Anthropic.
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