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]

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]

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

1. Speed matters: Published 24-48hrs post-earnings, not days later

2. Lead with conclusion: Beat or miss? Up or down estimates?

3. Quantify everything: "Strong" means nothing, "$150M beat on $1.2B revenue" is clear

4. Focus on drivers: Don't just say "revenue beat", explain WHY

5. Show the work: Old estimates → New estimates with reasons

6. Update price target if material: If estimates change >5%, usually PT changes too

7. Acknowledge the call: Reference management commentary, don't just analyze the press release

8. Compare to peers: If similar companies reported, note relative performance

9. Be concise: This is NOT a comprehensive report, stay focused on quarterly results

10. 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:

1. Page 1: Rating clear? Price target updated? Key takeaways compelling?
2. Numbers: Do reported results match company's press release exactly?
3. Citations: Spot check 3-4 figures/tables - all have sources with clickable hyperlinks?
4. Estimates: Old vs. new clearly shown? Changes explained?
5. Charts: All 8-12 embedded? All numbered and captioned?
6. Length: Is it 8-12 pages (not 6, not 15)?
7. Hyperlinks: Test 3-4 hyperlinks - do they work with Ctrl+Click?
8. 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.docx

Report Structure and Templates

This document provides complete page-by-page templates and formatting requirements for the earnings update DOCX report.

Complete Report Structure

REPORT STRUCTURE:

---

PAGE 1: EARNINGS SUMMARY

Top Section - Header:

[COMPANY NAME] ([TICKER])
[QUARTER] [YEAR] EARNINGS UPDATE

[Current Date]

Rating: [MAINTAIN/RAISE/LOWER] [RATING]
Price (as of [date]): $XX.XX
Price Target: [OLD → NEW if changed, or MAINTAIN $XXX]

Top Section - Quick Summary Box:

EARNINGS SUMMARY
─────────────────────────────────────────────────
Q[X] [YEAR] RESULTS: [BEAT / INLINE / MISS]

                Reported    Est      Variance
Revenue         $X,XXX      $X,XXX   +$XXX (+X%)
EPS (Adj)       $X.XX       $X.XX    +$X.XX (+X%)

Key Takeaways:
■ [Takeaway 1 - one sentence]
■ [Takeaway 2 - one sentence]
■ [Takeaway 3 - one sentence]

Main Content - Investment Impact (3-4 bullets):

Use ■ character with bold headers and paragraph-length explanations:

■ **Results beat on strong [segment/geography/product], maintaining positive momentum**

Q[X] revenue of $X.XB exceeded our $X.XB estimate by X% and consensus by X%,
driven primarily by [specific driver]. [Segment] revenue grew X% YoY (vs. our
X% estimate), while [segment] grew X% (vs. X% estimate). Management highlighted
[specific products/initiatives] as key growth drivers and maintained confident
tone on outlook. The beat demonstrates [thesis point], reinforcing our positive
view.

■ **Margins expanded XXbps YoY despite [headwind], showcasing operational leverage**

[Detailed margin analysis paragraph...]

■ **Guidance raised / maintained / lowered - implies [interpretation]**

[Detailed guidance analysis paragraph...]

■ **Maintaining [RATING] with [raised/unchanged] $XXX price target**

[Investment conclusion paragraph...]

Bottom Section - Updated Estimates Table:

UPDATED FINANCIAL ESTIMATES
─────────────────────────────────────────────────────────────────
                     FY2024E (OLD)  FY2024E (NEW)  Change  FY2025E (NEW)
Revenue ($M)         XX,XXX         XX,XXX         +X%     XX,XXX
Revenue Growth (%)   X.X%           X.X%           +XXbps  X.X%
Gross Margin (%)     XX.X%          XX.X%          +XXbps  XX.X%
EBITDA ($M)          X,XXX          X,XXX          +X%     X,XXX
EBITDA Margin (%)    XX.X%          XX.X%          +XXbps  XX.X%
EPS (Adjusted) ($)   X.XX           X.XX           +X%     X.XX
P/E (x)              XX.Xx          XX.Xx          -X%     XX.Xx

Note: "E" = Estimate. Old estimates from [prior report date].
Source: Company data, [Firm Name] estimates.

---

PAGES 2-3: DETAILED RESULTS ANALYSIS

Break down results by:

Revenue Analysis (1 page)

• Total revenue beat/miss explanation
• Segment/geographic/product breakdown
• YoY and sequential trends
• Comparison to guidance (if provided)

Table: Quarterly Revenue Progression

                        Q[X-3]  Q[X-2]  Q[X-1]  Q[X]    YoY Chg  QoQ Chg
Total Revenue ($M)      X,XXX   X,XXX   X,XXX   X,XXX   +X%      +X%
  [Segment A] ($M)      XXX     XXX     XXX     XXX     +X%      +X%
  [Segment B] ($M)      XXX     XXX     XXX     XXX     +X%      +X%
  [Segment C] ($M)      XXX     XXX     XXX     XXX     +X%      +X%

Note: Q[X] = [Quarter] [Year]
Source: Company reports, [Firm Name] analysis

Profitability Analysis (1 page)

• Gross margin analysis (drivers, trends)
• Operating margin analysis
• Below-the-line items (interest, tax, etc.)
• EPS reconciliation (adjusted vs. GAAP)

Table: Margin Analysis

                        Q[X-3]  Q[X-2]  Q[X-1]  Q[X]    YoY Chg
Gross Margin (%)        XX.X%   XX.X%   XX.X%   XX.X%   +XXbps
Operating Margin (%)    XX.X%   XX.X%   XX.X%   XX.X%   +XXbps
Net Margin (%)          XX.X%   XX.X%   XX.X%   XX.X%   +XXbps

Key Drivers:
+ [Positive driver 1]
+ [Positive driver 2]
- [Negative driver 1]
- [Negative driver 2]

Embed 2-3 charts on these pages:

• Chart 1: Quarterly revenue progression
• Chart 2: Quarterly EPS progression
• Chart 3: Margin trends

---

PAGES 4-5: KEY METRICS & GUIDANCE

Business Metrics (1 page)

• Customer count, ARPU, units, store count, etc.
• Whatever metrics company emphasizes
• Comparison to expectations
• Trends and outlook

Table: Key Operating Metrics

                        Q[X-3]  Q[X-2]  Q[X-1]  Q[X]    YoY Chg  Our Est  Var
[Metric 1]              XXX     XXX     XXX     XXX     +X%      XXX      +X%
[Metric 2]              XXX     XXX     XXX     XXX     +X%      XXX      +X%
[Metric 3]              XXX     XXX     XXX     XXX     +X%      XXX      +X%

Source: Company reports

Guidance & Outlook (1 page)

• What guidance was provided (if any)
• Comparison to prior guidance
• Comparison to Street estimates
• Our assessment of achievability
• Key assumptions

If guidance provided:

MANAGEMENT GUIDANCE vs. ESTIMATES
─────────────────────────────────────────────────────────────────
                     New Guidance    Old Guidance    Change    Street
FY2024E Revenue      $XX-XXB         $XX-XXB         Raised    $XX.XB
FY2024E EPS          $X.XX-X.XX      $X.XX-X.XX      Raised    $X.XX

Our Take: [Brief assessment of guidance]

Embed 2-3 charts:

• Chart 4: Key metrics trends
• Chart 5: Guidance vs. Street comparison
• Chart 6: Revenue by segment/geography

---

PAGES 6-7: UPDATED INVESTMENT THESIS

Thesis Impact Assessment (1-2 pages)

For each key thesis pillar, assess impact of results:

■ **Thesis Pillar 1: [Original thesis statement]**

Status: [STRENGTHENED / UNCHANGED / WEAKENED]

Q[X] results [supported / challenged] this thesis pillar because [specific
evidence from results]. [Detailed analysis of 150-200 words explaining how
results impact this specific thesis element.]

■ **Thesis Pillar 2: [Original thesis statement]**

[Similar analysis]

■ **Thesis Pillar 3: [Original thesis statement]**

[Similar analysis]

Risks Update (0.5 pages)

• Any new risks identified?
• Have existing risks been mitigated or worsened?
• Brief assessment

Embed 1-2 charts:

• Chart 7: Valuation vs. historical
• Chart 8: Estimate revision comparison

---

PAGES 8-10: VALUATION & ESTIMATES

Updated Valuation (1-2 pages)

DCF Update:

Updated DCF inputs based on Q[X] results:
- Revenue growth FY24E: X.X% → X.X% (raised/lowered)
- EBIT margin FY24E: XX.X% → XX.X%
- Terminal growth: X.X% (unchanged)
- WACC: X.X% (unchanged)

Updated DCF fair value: $XXX (prior: $XXX)

Comparable Companies:

[Company] trades at XX.Xx NTM P/E vs. peer median of XX.Xx (-X% discount).
Given [rationale], we believe [premium/discount/inline] valuation is warranted.

Price Target Methodology:

Our $XXX price target (prior: $XXX) is based on:
- XX% DCF
- XX% NTM P/E of XX.Xx (vs. peers at XX.Xx)
- XX% EV/EBITDA

Implied upside: +XX% from current price of $XXX

Updated Estimates Detail

Provide updated estimates for at least current year and next year:

DETAILED ESTIMATE UPDATES
─────────────────────────────────────────────────────────────────
                            FY2024E                 FY2025E
                     Old      New      Change    New Estimate
Revenue ($B)         XX.X     XX.X     +X.X%     XX.X
  [Segment A]        XX.X     XX.X     +X.X%     XX.X
  [Segment B]        XX.X     XX.X     +X.X%     XX.X

Gross Profit ($B)    XX.X     XX.X     +X.X%     XX.X
Gross Margin (%)     XX.X%    XX.X%    +XXbps    XX.X%

EBITDA ($B)          X.X      X.X      +X.X%     X.X
EBITDA Margin (%)    XX.X%    XX.X%    +XXbps    XX.X%

Operating Income     X.X      X.X      +X.X%     X.X
Op Margin (%)        XX.X%    XX.X%    +XXbps    XX.X%

Net Income ($B)      X.X      X.X      +X.X%     X.X
EPS - Adjusted ($)   X.XX     X.XX     +X.X%     X.XX
EPS - GAAP ($)       X.XX     X.XX     +X.X%     X.XX

P/E (x)              XX.Xx    XX.Xx              XX.Xx
EV/EBITDA (x)        XX.Xx    XX.Xx              XX.Xx

Source: [Firm Name] estimates

Embed 1-2 charts:

• Chart 9: P/E or EV/EBITDA bands
• Chart 10: Price target walk (old → new)

---

PAGES 11-12: APPENDIX (Optional)

Detailed Quarterly Models (if space allows)

• Income statement detail
• Cash flow highlights
• Balance sheet highlights

Call Transcript Highlights (optional)

• Key Q&A excerpts
• Notable management quotes

Peer Comparison (if peers have reported)

• How results compare to competitors
• Market share implications

Embed final charts:

• Chart 11: Peer comparison
• Chart 12: Additional supporting charts

---

FORMATTING REQUIREMENTS

1. Page 1 Requirements

• Clear rating (MAINTAIN OUTPERFORM, RAISE TO BUY, etc.)
• Updated price target prominently displayed
• Summary table with old/new estimates
• 3-4 paragraph-length bullets with ■ character

2. All Tables Requirements

• Source line at bottom
• Clear column headers
• Shading for header rows

3. All Charts Requirements

• "Figure X - [Title]" caption above
• "Source: [Source]" line below
• Professional styling

4. Year Notation

• Use A for actual (Q3'24A)
• Use E for estimate (Q4'24E)

5. Writing Style

• Lead with numbers ("Revenue grew 15% to $1.2B" not "Strong revenue growth")
• Use "vs." not "versus"
• Be direct and concise
• Focus on what's NEW

6. Hyperlink Requirements ⭐⭐⭐

• ALL URLs must be clickable hyperlinks in Word
• Blue, underlined text that opens on Ctrl+Click
• Display text meaningful (not raw URL)
• Every source citation should have clickable link where applicable
• No plain text URLs - always format as hyperlinks

Citation Examples for Specific Content

For Beat/Miss Analysis:

Revenue of $2.45B beat consensus of $2.39B by $60M (2.5%)¹

¹ Bloomberg consensus as of market close November 6, 2024; Company earnings release November 7, 2024
  [Hyperlink "earnings release" to: https://investor.company.com/news/q3-2024-earnings]

For Guidance:

Management raised FY2024 revenue guidance to $9.8-10.0B from prior $9.5-9.7B²

² Q3 2024 Earnings Call, November 7, 2024, CFO prepared remarks
  [Hyperlink "Earnings Call" to: https://seekingalpha.com/article/...]
  Prior guidance from Q2 earnings call August 8, 2024
  [Hyperlink "Q2 earnings call" to August transcript]

For Key Metrics:

Enterprise customers grew 23% YoY to 845, with net revenue retention at 128%³

³ Q3 2024 10-Q, page 23
  [Hyperlink "10-Q" to: https://www.sec.gov/cgi-bin/viewer?accession=...]
  Q3 2024 Investor Presentation slide 8
  [Hyperlink "Investor Presentation" to PDF]

Detailed Workflow for Earnings Updates

This document provides detailed step-by-step instructions for each phase of the earnings update process.

⚠️⚠️⚠️ CRITICAL WARNING: ALWAYS USE THE LATEST EARNINGS DATA ⚠️⚠️⚠️

STOP AND READ THIS FIRST:

Training data is OUTDATED. Actively search for and retrieve the MOST RECENT earnings materials. Using outdated earnings data is the #1 mistake in earnings analysis.

BEFORE STARTING:

1. CHECK TODAY'S DATE - Write down the current date
2. SEARCH FOR LATEST - Use web search to find the most recent earnings
3. VERIFY THE DATE - Confirm the earnings release is within the last 3 months
4. IF OLDER THAN 3 MONTHS - Wrong quarter obtained, search again

Phase 1: Earnings Data Collection (30-60 minutes)

Step 1: Identify the Latest Earnings Period

CRITICAL: ALWAYS SEARCH FOR THE LATEST EARNINGS - DO NOT RELY ON KNOWLEDGE CUTOFF. CRITICAL: NEVER USE EARNINGS DATA FROM TRAINING - IT IS OUTDATED.

Step 1a: Search for Latest Earnings Release

🚨 ACTIVELY SEARCH - training data is outdated. 🚨

MANDATORY STEP 1: CHECK TODAY'S DATE

• Write down today's date explicitly: [Month] [Day], [Year]
• Use this to verify that any earnings found are within 3 months
• Example: "Today is October 29, 2024"

MANDATORY STEP 2: SEARCH FOR "LATEST EARNINGS"

• Use web search with queries like:
  • [Company name] latest earnings results
  • [Company name] most recent quarterly earnings
  • [Ticker symbol] earnings latest quarter
• OR search company investor relations site:
  • Go to investor.[company].com or [company].com/investors
  • Navigate to "Press Releases", "News", or "Earnings" section
  • Sort by date to find MOST RECENT release
  • Look for keywords: "earnings", "results", "financial results", "quarterly results"

MANDATORY STEP 3: VERIFY THE RELEASE DATE

• Look at the date of the earnings release found
• Calculate: Is this date within the last 3 months from today?
• If YES → Proceed to next step
• If NO (older than 3 months) → 🚨 WRONG QUARTER - Search again for more recent

❌ COMMON MISTAKES TO AVOID:

• ❌ Using earnings data from training without searching
• ❌ Assuming "Q3 2024" is latest based on expectations
• ❌ Grabbing the first earnings release found without checking the date
• ❌ Not comparing the release date to today's date
• ❌ Proceeding when the release is 4+ months old

✅ CORRECT APPROACH:

• ✅ Check today's date first
• ✅ Search explicitly for "latest" or "most recent"
• ✅ Read the actual release date on the materials
• ✅ Confirm release date is within 3 months of today
• ✅ If unsure, search again with different terms

MANDATORY STEP 4: IDENTIFY THE QUARTER

• Read the title/headline to identify the quarter (Q1, Q2, Q3, Q4 or fiscal quarter)
• Read the release date on the document itself
• Verify both the quarter name AND the date are recent

3. Alternative search methods if IR site is unclear:
   • Web search: [Company name] latest earnings results
   • Web search: [Company name] most recent quarterly earnings
   • Web search: [Ticker symbol] earnings latest quarter
   • SEC EDGAR: Search for company and look at most recent 10-Q or 10-K filing date

Example searches that find latest data:

• "Nike latest earnings results" → Returns most recent quarter reported
• "AAPL most recent quarterly earnings" → Shows latest Apple earnings
• "Tesla Q3 2024 earnings" → Results confirm Q3 2024 exists

Step 1b: Understand Company's Fiscal Calendar

After identifying the latest quarter from search, understand the company's fiscal year to interpret it correctly:

Common fiscal year patterns:

• Calendar year (CY): Q1=Jan-Mar, Q2=Apr-Jun, Q3=Jul-Sep, Q4=Oct-Dec
• Nike fiscal: Q1=Jun-Aug, Q2=Sep-Nov, Q3=Dec-Feb, Q4=Mar-May (May fiscal year-end)
• Apple fiscal: Q1=Oct-Dec, Q2=Jan-Mar, Q3=Apr-Jun, Q4=Jul-Sep (September fiscal year-end)
• Walmart fiscal: Q1=Feb-Apr, Q2=May-Jul, Q3=Aug-Oct, Q4=Nov-Jan (January fiscal year-end)

Many companies state their fiscal year in the earnings release header. Search [company] fiscal year calendar if needed.

Step 1c: MANDATORY VERIFICATION - Verify Latest Data Obtained

🛑 STOP - DO NOT PROCEED until verifying ALL of these:

• ✅ Today's date written down: [Month] [Day], [Year]
• ✅ Actively searched using "latest earnings" or "most recent earnings"
• ✅ Earnings release date found: [Month] [Day], [Year]
• ✅ Verified release is within 3 months of today (do the math!)
• ✅ Did NOT assume the quarter based on today's date alone
• ✅ Can see the actual press release confirming the quarter/period
• ✅ Opened and read the actual earnings materials (not just assumed they exist)

🚨 RED FLAGS - If ANY of these are true, WRONG quarter obtained:

• 🚨 Release date is more than 90 days old
• 🚨 Relying on expectations rather than what was FOUND by searching
• 🚨 Have not actually SEEN a press release or filing confirming this quarter exists
• 🚨 Used data from training without searching
• 🚨 Cannot state the exact release date
• 🚨 Release date found is from 2023 or earlier (when today is 2024+)

IF ANY RED FLAGS PRESENT: STOP and search again. Do not proceed with outdated data.

Step 1c: Handle Naming Variations

Companies use different terminology - recognize these patterns:

Quarter terminology:

• "Q1 2024", "Q1 FY24", "First Quarter 2024", "1Q24"
• "Third Quarter Fiscal 2024", "Q3 FY2024", "3Q FY24"

Earnings release titles:

• "[Company] Reports Q3 2024 Results"
• "[Company] Announces Third Quarter Fiscal 2024 Financial Results"
• "[Company] Q3 Revenue Grew 15% Year-over-Year"

SEC filing searches:

• Company name may differ from common name (e.g., "Meta Platforms, Inc." vs "Facebook")
• Search by ticker symbol to find filings reliably
• Look for most recent 10-Q (quarterly) or 10-K (annual if Q4)

Step 2: Gather Earnings Materials

After SEARCHING FOR and confirming the latest quarter, collect the following:

⚠️ IMPORTANT: SEARCH for and ACCESS actual documents - do not rely on training data.

Primary Materials (REQUIRED):

• Earnings press release - Usually on company investor relations site under "Press Releases" or "News"

  • Navigate to IR site and find the actual press release
  • Search patterns: "[Company name] latest earnings", "[Company name] Q[X] [Year] earnings results"
  • Look for PDF or HTML version
  • Verify the date matches what was found in Step 1 (should be within last 1-3 months)
  • Read the actual document to confirm the quarter and get reported numbers

• 10-Q or 10-K filing - On SEC EDGAR (sec.gov/edgar/searchedgar/companysearch.html)

  • Search by ticker symbol
  • For quarters 1-3: Look for most recent 10-Q
  • For Q4: Look for 10-K (annual report)
  • Note: May be filed 1-5 days after earnings release
  • Direct link format: https://www.sec.gov/cgi-bin/viewer?accession=[accession-number]

• Earnings call transcript - 🚨 VERIFY THE DATE ON THE TRANSCRIPT 🚨

  • Search for: "[Company] latest earnings call transcript" or "[Company] Q[X] [Year] earnings call transcript"
  • Sources:
    • Company IR site (some post transcripts directly)
    • Seeking Alpha: Search "[Company] [latest quarter] earnings call transcript"
    • AlphaStreet, Motley Fool (alternative sources)
  • CRITICAL DATE CHECK:
    • ✅ Before using ANY transcript, verify the date on the transcript itself
    • ✅ The transcript date MUST match the earnings release date from Step 1
    • ✅ If transcript says "Q2 2023" but release was "Q3 2024", WRONG transcript obtained
    • 🚨 Common mistake: Grabbing an old transcript without checking the date
  • If transcript not yet available, listen to webcast replay or note to wait for transcript

Supplemental Materials (if available):

• Investor presentation/slides - Often posted on IR site alongside press release

  • Usually titled "Q[X] [Year] Earnings Presentation" or "Investor Presentation"
  • PDF format with slides management presented during earnings call

• Supplemental data file - Some companies provide Excel files with detailed metrics

  • Look for "Supplemental Financial Information" or "Investor Data Sheet"

Reference Materials (for comparison):

• Prior quarter results - For QoQ comparison

  • From prior quarter's earnings release (90 days ago)

• Prior year same quarter - For YoY comparison

  • From same quarter last year (4 quarters ago)

• Prior estimates - If this company was previously covered

  • From last earnings update or initiation report
  • Check what was estimated for this quarter's metrics

• Consensus estimates - From Bloomberg, FactSet, Refinitiv, or Yahoo Finance

  • CRITICAL: Use estimates from BEFORE earnings release
  • Look for "as of [date before earnings]" to ensure pre-announcement consensus
  • Needed for beat/miss analysis

🛑 MANDATORY VERIFICATION before proceeding to Step 3:

DATES - Verify ALL dates match:

• ✅ Today's date written down: _______________
• ✅ Earnings release date: _______________ (MUST be within 3 months of today)
• ✅ Earnings call transcript date: _______________ (MUST match release date ±1 day)
• ✅ 10-Q/10-K filing date: _______________ (MUST be same quarter as release)
• ✅ ALL materials show SAME quarter (e.g., all say "Q3 2024", not mixed quarters)

SEARCH & ACCESS - Verify active search completed:

• ✅ SEARCHED for "latest earnings" (not assumed based on current date)
• ✅ ACCESSED actual earnings press release and read it
• ✅ OPENED actual earnings call transcript and verified date
• ✅ CONFIRMED this is the MOST RECENT quarter by checking dates
• ✅ Have full financial results (revenue, EPS, margins, etc.) from actual release
• ✅ Have pre-earnings consensus estimates with source date

🚨 RED FLAGS - STOP if ANY of these are true:

• 🚨 Did NOT actually search for or access the earnings materials
• 🚨 Working from memory or training data instead of current documents
• 🚨 The earnings release date is more than 90 days old
• 🚨 Cannot state the EXACT DATE of the earnings release
• 🚨 The transcript date does NOT match the release date
• 🚨 Materials show different quarters (e.g., release says Q3 but transcript says Q2)
• 🚨 Grabbed the first result without verifying the date

Step 3: Extract Key Metrics

Create a structured summary:

REPORTED RESULTS vs. ESTIMATES:
─────────────────────────────────────────────────
                    Reported    Our Est    Consensus    Beat/(Miss)
Revenue             $X,XXX      $X,XXX     $X,XXX       $XX (X%)
Gross Margin        XX.X%       XX.X%      XX.X%        XXbps
EBITDA              $XXX        $XXX       $XXX         $XX (X%)
Operating Profit    $XXX        $XXX       $XXX         $XX (X%)
EPS (Adjusted)      $X.XX       $X.XX      $X.XX        $X.XX
EPS (GAAP)          $X.XX       $X.XX      $X.XX        $X.XX

KEY BUSINESS METRICS:
─────────────────────────────────────────────────
[Metric 1]          XXX         XXX        XXX          +X% YoY
[Metric 2]          XXX         XXX        XXX          +X% YoY
[Metric 3]          XXX         XXX        XXX          +X% YoY

Step 4: Identify Key Themes from Call

Listen to or read earnings call transcript and note:

• Management's tone (confident, cautious, defensive?)
• Key topics emphasized (product launches, geographic trends, competition)
• Questions from analysts (what are investors concerned about?)
• Guidance provided (raised, lowered, maintained, introduced?)
• Any surprises or unexpected commentary

Phase 2: Analysis (2-3 hours)

Step 5: Beat/Miss Analysis

For EACH key metric that beat or missed, explain:

If BEAT:

• What drove the outperformance?
• Was it one-time or sustainable?
• Did management guide higher going forward?
• How does this impact our thesis?

If MISS:

• What went wrong?
• Was it company-specific or industry-wide?
• Is management taking corrective action?
• How does this impact our thesis?

Example Format:

■ **Revenue Beat by 3% Driven by Strong DTC Performance**

Revenue of $13.5B exceeded our estimate of $13.1B by $400M (3%) and consensus
of $13.2B by $300M (2%). The outperformance was driven primarily by Direct-to-
Consumer channels, which grew 18% YoY (vs. our 12% estimate), offsetting
weaker-than-expected wholesale (-5% vs. flat estimate). Management cited strong
digital demand and successful product launches (Pegasus 40 running shoe, new
Jordan colorways) as key drivers. DTC now represents 42% of total revenue vs.
38% a year ago, demonstrating successful channel shift strategy.

Step 6: Segment/Geographic/Product Analysis

Analyze performance by:

• Business segment (if multi-segment company)
• Geography (North America, Europe, China, etc.)
• Product category
• Channel (retail, wholesale, e-commerce)

Identify:

• What outperformed expectations?
• What underperformed?
• Trends vs. prior quarters
• Management commentary on outlook for each area

Step 7: Margin Analysis

Analyze profitability:

• Gross margin: up or down? why?
• Operating margin: up or down? why?
• Key drivers (pricing, mix, costs, leverage)
• Outlook going forward

Step 8: Guidance Analysis

If company provided guidance:

• Compare new guidance to prior guidance
• Compare to internal estimates and Street estimates
• Assess credibility (does company have track record of sandbagging? beating?)
• Identify key assumptions behind guidance

If company did NOT provide guidance:

• Note this explicitly
• Provide independent outlook based on results and commentary

Step 9: Update Financial Model

Update estimates for:

• Current year (remaining quarters)
• Next year
• Potentially year after

Show clearly:

UPDATED ESTIMATES:
─────────────────────────────────────────────────
                        Old Est     New Est     Change      Reason
FY2024E Revenue         $XX.XB      $XX.XB      +X.X%      [Brief reason]
FY2024E EBITDA          $X.XB       $X.XB       +X.X%      [Brief reason]
FY2024E EPS             $X.XX       $X.XX       +X.X%      [Brief reason]

FY2025E Revenue         $XX.XB      $XX.XB      +X.X%      [Brief reason]
FY2025E EBITDA          $X.XB       $X.XB       +X.X%      [Brief reason]
FY2025E EPS             $X.XX       $X.XX       +X.X%      [Brief reason]

Step 10: Update Valuation & Price Target

Based on updated estimates:

• Recalculate DCF (use updated cash flows)
• Update comparable company multiples (if peer group has reported)
• Determine new fair value
• Decide if price target changes

Price Target Decision:

• If estimates changed significantly (>5%) → Usually change price target
• If estimates changed marginally (<5%) → May maintain price target
• If thesis strengthened/weakened → May change even without estimate change

Step 11: Assess Rating Impact

Decide whether to change rating:

• If results significantly better than expected + guidance raised → Consider upgrade
• If results significantly worse + guidance cut → Consider downgrade
• If inline or mixed → Usually maintain rating

Consider:

• Stock reaction (up/down/flat?)
• Valuation (expensive/cheap relative to new estimates?)
• Risk/reward (asymmetry shifted?)

Phase 3: Chart Generation (1-2 hours)

Step 12: Generate 8-12 Charts

Create charts focusing on QUARTERLY TRENDS and WHAT'S NEW.

REQUIRED CHARTS (8-12 total):

1. Quarterly Revenue Progression (Bar chart)

   • Last 8-12 quarters
   • Show beat/miss vs. estimates each quarter
   • Highlight current quarter

2. Quarterly EPS Progression (Bar chart)

   • Last 8-12 quarters
   • Show beat/miss vs. estimates
   • Adjusted and GAAP

3. Quarterly Margin Trend (Line chart)

   • Gross margin, EBIT margin, net margin
   • Last 8-12 quarters
   • Show trajectory

4. Revenue by Segment/Geography (Stacked bar OR table)

   • Current quarter vs. YoY
   • Growth rates by segment

5. Key Operating Metrics (Multi-line chart)

   • Customer count, ARPU, units sold, etc. (whatever is relevant)
   • Last 8-12 quarters

6. Beat/Miss Summary (Waterfall or table)

   • Show components of beat/miss
   • What drove variance from estimates

7. Estimate Revision Chart (Before/after comparison)

   • Old FY estimates vs. new FY estimates
   • Bar chart showing change

8. Valuation Chart (P/E or EV/EBITDA multiple)

   • Historical multiple range
   • Current multiple
   • Fair value multiple

OPTIONAL CHARTS (if space allows):

• Peer comparison (if peers have reported)
• Guidance vs. Street comparison
• Cash flow metrics
• Balance sheet highlights (if notable)

Chart Style Guidelines:

• Focus on TRENDS (quarterly progression)
• Highlight CHANGES (beat/miss, estimate revisions)
• Keep simple and clear (this is a fast-turnaround report)

Phase 4: Report Creation (2-3 hours)

Step 13: Create DOCX Report

Use DOCX skill to create 8-12 page report.

See report-structure.md for complete page-by-page templates and formatting requirements.

Key Steps:

1. Create Page 1 with earnings summary and quick takeaways
2. Add detailed results analysis (Pages 2-3)
3. Include key metrics and guidance (Pages 4-5)
4. Update investment thesis (Pages 6-7)
5. Provide valuation and estimates (Pages 8-10)
6. Add appendix if needed (Pages 11-12)
7. Embed all 8-12 charts throughout
8. Add 1-3 summary tables
9. Include complete sources section with clickable hyperlinks

Step 14: Optional - Update XLS Model

If a full financial model exists for this company (from initiation), update it with:

• Actual Q[X] results
• Revised estimates for future quarters
• Updated valuation

Note: For earnings updates, a full XLS file is OPTIONAL (not required like in initiation reports). The DOCX report is the primary deliverable.

If creating XLS, include:

• Quarterly model tab
• Updated annual projections
• Revised DCF
• Updated comps analysis

Phase 5: Quality Check & Delivery (30 minutes)

Step 15: Quality Checklist

Before publishing, verify:

Content:

• Beat/miss clearly stated and quantified
• Key drivers explained (not just "strong performance")
• Updated estimates provided (old vs. new shown)
• Price target updated or explicitly maintained
• Rating confirmed or changed with rationale
• Guidance analyzed (if provided)
• Thesis impact assessed

Formatting:

• Page 1 has summary box and key bullets
• All tables have source lines
• All figures numbered and captioned
• Estimates table shows old vs. new
• 8-12 charts embedded throughout
• Report is 8-12 pages (not too long, not too short)

Accuracy:

• Numbers match company's reported results exactly
• Math checks out (estimates, valuation)
• No typos in ticker, company name, numbers
• Charts match text descriptions
• Date is current

Citations: ⭐ MANDATORY

• Every figure has specific source with document and date
• Every table has specific source with document reference
• Beat/miss analysis cites consensus source with date
• Guidance changes cite current and prior guidance sources
• Key statistics have footnotes with specific page/slide references
• Sources section lists all materials with URLs
• ALL URLs are CLICKABLE HYPERLINKS (not plain text)
• Hyperlinks tested and working (Ctrl+Click opens correct page)
• All SEC filings hyperlinked to EDGAR viewer
• All earnings materials hyperlinked (release, transcript, presentation)
• Prior guidance hyperlinked to prior quarter's materials
• No raw URLs displayed - all formatted as clickable links
• Earnings call quotes cite specific speaker and approximate timestamp

Timeliness:

• Report published within 24-48 hours of earnings release
• All data is from LATEST quarter
• Consensus estimates are pre-earnings (not post-earnings)

Step 16: Deliver Report

Provide user with:

1. DOCX file: [Company]_Q[X]_[Year]_Earnings_Update.docx
2. Chart files: All PNG/JPG charts (for reference)
3. Optional XLS: Updated financial model if maintained

Brief summary for user:

[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

Deliverable: 8-12 page earnings update report with updated estimates and valuation.