Stock Evaluator V3

Stock Evaluator (Enhanced)

⚠️ CRITICAL: MANDATORY DELIVERABLES CHECKLIST

Every analysis MUST include ALL of these:

• ☐ Technical Analysis (price action, indicators, key levels, Ichimoku Cloud)
• ☐ Fundamental Analysis (business, financials, competitive position)
• ☐ Advanced Financial Metrics (F-Score, Z-Score, M-Score, Max Drawdown, Value Trap Score)
• ☐ Investor Persona Scores (8 legendary investor frameworks)
• ☐ Valuation Assessment (multiple methods with margin of safety)
• ☐ Bull vs. Bear Case (both sides with balance assessment)
• ☐ Clear Recommendation (BUY / HOLD / SELL with conviction rating)
• ☐ Alternative Candidates (if SELL: provide 3-5 better alternatives)
• ☐ Enhanced Quant-Style Dashboard (React dashboard with 60+ metrics, Ichimoku, investor personas, TOP NEWS, and key notes)

If you cannot complete any item, STOP and ask for clarification.

⚠️ CRITICAL: DATA INTEGRITY RULES

ZERO FABRICATION POLICY

NEVER fabricate, estimate, or hallucinate ANY numeric data point. Every metric in the dashboard MUST come from:

1. A web search result with a cited source
2. Company filings (10-K, 10-Q, earnings reports)
3. Official financial data providers

If data cannot be found → Use "N/A" or "--"

MANDATORY WEB SEARCHES (minimum per analysis)

You MUST perform these searches before populating the dashboard:

DATA SOURCE HIERARCHY

Use sources in this priority order:

1. Official company filings (SEC EDGAR, company investor relations)
2. Exchange data (NYSE, NASDAQ, LSE official)
3. Verified financial data (Yahoo Finance, Google Finance, MarketWatch)
4. SEC Form 4 (for insider trading ONLY)
5. FINRA/exchange (for short interest ONLY)

PROHIBITED

• Using training knowledge for ANY specific current numbers
• Analyst reports (per user preference)
• Estimates without sourcing
• "Common knowledge" assumptions

HANDLING UNAVAILABLE DATA

CRITICAL: Zero means "zero occurred" - NEVER substitute zeros for missing data.

STANDARDIZED METRIC LABELS

Use these EXACT labels in the dashboard (matches reference screenshots):

Row 1: PRICE & VALUATION | FINANCIAL PERFORMANCE

Row 2: GROWTH METRICS | RISK INDICATORS

Row 3: LIQUIDITY & FREE CASH FLOW | INSIDER & SENTIMENT & CLASS

Row 4: QUALITY SCORES | MOAT & OTHER

STANDARDIZED BENCHMARKS (Single Source of Truth)

Use these EXACT thresholds for color coding:

Overview

This skill provides institutional-grade evaluation of potential stock investments. Unlike portfolio analysis which reviews existing positions, this skill evaluates stocks you're considering buying or deciding whether to purchase.

The evaluation answers:

• Should I buy this stock?
• At what price should I enter?
• How much should I allocate?
• What's my upside and downside?
• When should I sell?

Default Currency: € (Euro)

All monetary values in the dashboard should be displayed in Euro (€) as the default currency:

• Price: €42.13
• Market Cap: €78.3B
• Analyst Target: €56.45
• Entry/Stop/Target prices: €38, €35, €56
• EPS values: €1.39, €1.91

IMPORTANT: Use REPORTED Growth Rates

For the dashboard metrics "Rev Growth" and "Earn Growth":

• USE REPORTED GROWTH - not underlying, adjusted, or organic figures
• Reported figures reflect actual GAAP/IFRS numbers including FX, acquisitions, disposals
• This provides a more accurate picture of what investors actually received
• Example: If underlying growth is 7% but reported is 2.2%, use 2.2%
• Same for earnings: Use reported EPS growth, not adjusted EPS growth

Core Purpose

Stock Evaluator is for:

• ✅ Evaluating potential investments BEFORE buying
• ✅ Analyzing watchlist candidates
• ✅ Getting buy/hold/sell recommendations with specific prices
• ✅ Comparing multiple investment opportunities
• ✅ Finding better alternatives to current consideration

NOT for:

• ❌ Reviewing existing portfolio positions (use Portfolio Analyst skill)
• ❌ General stock market questions
• ❌ Stock screening or discovery from scratch
• ❌ Options, derivatives, or crypto analysis

Evaluation Framework

Five Pillars of Stock Evaluation

1. Valuation Assessment

• Is the stock undervalued, fairly valued, or overvalued?
• Multiple valuation methods (DCF, relative, Peter Lynch, asset-based)
• Margin of safety requirement (15-30%)
• Fair value estimate with confidence range

2. Quality Analysis

• Business model strength and competitive moat
• Financial health and trends (5-10 year view)
• Management quality and capital allocation
• Industry position and competitive advantages

3. Timing Assessment

• Technical setup and entry points
• Near-term catalysts and events
• Market sentiment and positioning
• Optimal entry price range

4. Position Sizing

• Allocation recommendation (% of portfolio)
• Based on conviction, risk, and diversification
• Maximum allocation limits
• Risk-adjusted sizing

5. Conviction Rating

• Strong Buy: High conviction, clear undervaluation, low risk
• Buy: Good opportunity, reasonable valuation, moderate risk
• Hold: Fairly valued, no compelling reason to buy now
• Avoid: Overvalued, significant risks, or better alternatives exist

Value Trap Indicator

What It Is

A Value Trap is when a stock appears undervalued (low P/E, low P/B) but is actually cheap for valid fundamental reasons. The stock keeps declining despite appearing "cheap."

Value Trap Score Calculation (0-100, LOWER = more genuine, HIGHER = more trap)

Components to evaluate (ADD points for trap indicators):

1. Price Momentum (25 points max)

• 6-month price change vs market: If underperforming by >20%, ADD 15-25 points
• 12-month price change: Sustained decline = ADD 10-20 points
• If price momentum is POSITIVE: ADD 0 points

2. Earnings Quality (25 points max)

• EPS trend (3 years): Declining = ADD 10-25 points
• Revenue trend: Declining = ADD 5-15 points
• Margin trend: Compressing = ADD 5-10 points
• If earnings quality is STRONG: ADD 0 points

3. Balance Sheet Health (25 points max)

• Debt levels increasing? ADD 5-15 points
• Cash flow negative or declining? ADD 10-20 points
• Working capital deteriorating? ADD 5-10 points
• If balance sheet is HEALTHY: ADD 0 points

4. Valuation Context (25 points max)

• Is low multiple justified by declining fundamentals? ADD 10-25 points
• Compare current fundamentals to when multiple was higher
• If fundamentals justify valuation: ADD 0 points

Scoring Formula

Value Trap Score = Momentum Penalty + Quality Penalty + Balance Sheet Penalty + Valuation Penalty

(Score ranges from 0 to 100, where 0 = definitely genuine value, 100 = definite value trap)

Score Interpretation

• 0-19: Genuine Value (likely undervalued, fundamentals intact) - GREEN
• 20-39: Probably Genuine (minor concerns, monitor) - LIGHT GREEN
• 40-59: Caution Zone (mixed signals, proceed carefully) - YELLOW
• 60-79: Likely Trap (multiple red flags) - ORANGE
• 80-100: Strong Trap Signal (avoid) - RED

Display Format

Value Trap: 21 (Genuine)

Color coding: green <40, yellow 40-60, red >60

Investor Persona Scores

Score each stock against 8 famous investor philosophies (0-10 scale). This helps users understand what type of investor the stock suits.

1. Warren Buffett Score

Based on "The Warren Buffett Way" - seeks durable competitive advantages

Key metrics weighted:

• ROE (>20%): 2 points
• Profit margin (>15%): 2 points
• Free cash flow positive & growing: 2 points
• Moat strength (brand, pricing power): 2 points
• Predictable earnings: 2 points

Buffett likes: Predictable businesses, pricing power, low capex needs, consistent profitability

2. Charlie Munger Score

Based on "Poor Charlie's Almanack" - mental latticework, inversion thinking

Focus on: What could go WRONG (inversion principle)

Scoring: Start at 10, subtract penalties:

• High debt (D/E > 2): -3 points
• Volatile earnings: -2 points
• Poor management history: -2 points
• No competitive moat: -2 points
• Accounting red flags: -3 points

3. Ray Dalio Score

Based on "Principles" - All-Weather portfolio, economic machine understanding

Key metrics:

• D/E ratio < 1: 2 points
• Beta < 1: 2 points
• Stable margins across cycles: 2 points
• Low earnings volatility: 2 points
• Recession resistance history: 2 points

Dalio likes: Deleveraging plays, operational efficiency, cycle resilience

4. Peter Lynch Score

Based on "One Up on Wall Street" - GARP (Growth at Reasonable Price)

Primary metric: PEG Ratio (P/E ÷ Growth Rate)

• PEG < 0.5: 10 points
• PEG 0.5-1.0: 8 points
• PEG 1.0-1.5: 6 points
• PEG 1.5-2.0: 4 points
• PEG > 2.0: 2 points

Adjustment factors:

• +1 if earnings growing consistently
• +1 if business easy to understand
• -1 if declining industry

5. Benjamin Graham Score

Based on "The Intelligent Investor" - Margin of Safety

Graham criteria (2 points each, max 10):

• P/E < 15
• P/B < 1.5
• Current ratio > 2
• Positive earnings 10 years
• Dividend paid 20+ years

6. Joel Greenblatt Score

Based on "The Little Book That Beats the Market" - Magic Formula

Combines two rankings:

• Earnings Yield (EBIT/EV): Higher = better
• Return on Capital (EBIT/Net Fixed Assets + Working Capital): Higher = better

Scoring: Combined rank in top 10% = 10 points, scaled down

7. John Templeton Score

Based on contrarian, global value investing

Key factors:

• Trading at multi-year lows: +3 points
• Out of favor with analysts: +2 points
• Strong fundamentals despite pessimism: +3 points
• Global perspective (non-US opportunity): +2 points

8. George Soros Score

Based on "The Alchemy of Finance" - Reflexivity

Key factors:

• Momentum and trend strength: 3 points
• Macro tailwinds: 3 points
• Market perception shifting: 2 points
• Inflection point catalyst: 2 points

Soros likes: Macro plays, reflexive situations, trend participation

Display Format

Show 8 badges around radar chart with scores and color coding:

• Green (7-10): Strong fit
• Yellow (4-6.9): Moderate fit
• Red (0-3.9): Poor fit

Enhanced Technical Analysis

Ichimoku Cloud Analysis

Components to Calculate:

• Tenkan-sen (Conversion Line): (9-period high + 9-period low) / 2
• Kijun-sen (Base Line): (26-period high + 26-period low) / 2
• Senkou Span A: (Tenkan-sen + Kijun-sen) / 2, plotted 26 periods ahead
• Senkou Span B: (52-period high + 52-period low) / 2, plotted 26 periods ahead
• Chikou Span (Lagging Span): Current close plotted 26 periods back

Cloud (Kumo): Area between Senkou Span A and B

Signals to Identify and Display:

• TK Bullish Cross: Tenkan-sen crosses above Kijun-sen (bullish) - mark with ◆
• TK Bearish Cross: Tenkan-sen crosses below Kijun-sen (bearish) - mark with ◆
• Kumo Twist Bullish: Cloud changes from red to green - mark with ◆
• Kumo Twist Bearish: Cloud changes from green to red - mark with ◆
• Price vs Cloud: Above cloud (bullish), Below cloud (bearish), In cloud (neutral)

Dual PEG Ratios

• PEG (1Y): P/E ÷ 1-Year Forward Growth Estimate
• PEG (5Y): P/E ÷ 5-Year Historical Growth Rate
• Both provide different perspectives on growth valuation

FCF Margin

• Formula: Free Cash Flow / Revenue × 100
• Benchmark: >15% is excellent, >10% is good
• Shows cash generation efficiency relative to sales

News Sentiment & Short Interest

• News Sentiment: -1 to +1 scale based on recent article sentiment
• Short Interest: % of float sold short (>10% = high, <5% = low)
• Both indicate market sentiment and potential squeeze/reversal

Fundamental Analysis Process

1. Business Understanding (Always First)

What to Analyze:

• What does the company do? (products, services, business model)
• Revenue sources and breakdown
• Target customers and markets
• Competitive advantages (moat sources)
• Market position and share
• Industry dynamics and trends

Management Evaluation:

• CEO background, tenure, track record
• CFO and key executives
• Capital allocation decisions (dividends, buybacks, acquisitions, R&D)
• Management compensation alignment
• Insider trading patterns (buying is bullish signal)
• Leadership quality from earnings calls and letters

Competitive Position:

• Market share and trends
• Key competitors (identify 3-5 direct peers)
• What differentiates this company?
• Sustainable competitive advantages?

2. Financial Analysis (5-10 Year View)

Research Process Order:

1. Latest 10-K first - Understand current business and recent results
2. Go back 5-10 years through historical 10-Ks - Understand evolution
3. Review last 2-3 years of 10-Qs - Current trajectory
4. Examine proxy statements - Governance and compensation

Key Metrics to Analyze:

Quality Benchmarks:

• ROE > 15% (return on equity)
• Profit Margin > 15%
• Gross Margin > 30%
• Debt < Annual Revenue
• Positive and growing Free Cash Flow
• Revenue growth over 5 years (inflation-adjusted)

Trends to Assess:

• Revenue growth trajectory (accelerating/stable/decelerating?)
• Margin expansion or contraction (why?)
• Cash flow consistency and quality
• Balance sheet strength (debt levels, liquidity)
• Return on invested capital (ROIC)
• Working capital management

Red Flags:

• Declining margins despite revenue growth
• Negative or inconsistent free cash flow
• Debt growing faster than cash generation
• Losing market share
• Chronic guidance misses
• Accounting irregularities

3. Competitive Moat Assessment

Moat Strength: Wide / Narrow / None

Evaluate Sources:

• Network effects: Product improves with more users?
• Brand loyalty: Pricing power from brand strength?
• Switching costs: Difficult/expensive to switch?
• Regulatory barriers: Licenses, patents, regulations?
• Cost advantages: Scale, technology, location?
• Intangible assets: Patents, trademarks, proprietary data?

Moat Durability:

• How long can advantages be sustained?
• What could erode the moat?
• Is moat strengthening or weakening?

Peer Comparison: Compare this company's moat vs. 3-5 direct competitors:

• Market share trends
• Profitability metrics (margins, ROE)
• Growth rates
• Financial strength

4. Advanced Financial Health Metrics

Beyond basic quality metrics, calculate these advanced scores for deeper insight:

Piotroski F-Score (Financial Strength)

Purpose: 9-point score measuring financial strength across profitability, leverage, and operating efficiency.

Scoring (0-9, higher is better):

Profitability (4 points):

• ROA > 0: +1
• Operating Cash Flow > 0: +1
• ROA improving YoY: +1
• Cash Flow from Operations > Net Income (quality of earnings): +1

Leverage/Liquidity (3 points):

• Long-term debt decreasing YoY: +1
• Current ratio improving YoY: +1
• No new shares issued in past year: +1

Operating Efficiency (2 points):

• Gross margin improving YoY: +1
• Asset turnover ratio improving YoY: +1

Interpretation:

• 8-9: Excellent financial health
• 6-7: Good financial health
• 4-5: Adequate financial health
• 0-3: Weak financial health

Altman Z-Score (Bankruptcy Risk)

Purpose: Predicts probability of bankruptcy within 2 years.

Formula (for public manufacturing companies): Z = 1.2(A) + 1.4(B) + 3.3(C) + 0.6(D) + 1.0(E)

Where:

• A = Working Capital / Total Assets
• B = Retained Earnings / Total Assets
• C = EBIT / Total Assets
• D = Market Cap / Total Liabilities
• E = Sales / Total Assets

Interpretation:

• Z > 2.99: Safe Zone (low bankruptcy risk)
• Z 1.81-2.99: Grey Zone (moderate risk)
• Z < 1.81: Distress Zone (high bankruptcy risk)

Note: Adjust for non-manufacturing companies (different coefficients).

Beneish M-Score (Earnings Manipulation Detection)

Purpose: Identifies likelihood of earnings manipulation.

Key Indicators (simplified approach):

• Days Sales Outstanding Index (increasing = warning)
• Gross Margin Index (declining = warning)
• Asset Quality Index (increasing = warning)
• Sales Growth Index (excessive growth = warning)
• Depreciation Index (declining = warning)
• SG&A Index (disproportionate change = warning)
• Leverage Index (increasing = warning)
• Total Accruals to Total Assets (high = warning)

Interpretation:

• M-Score > -1.78: Likely manipulator (RED FLAG)
• M-Score < -1.78: Unlikely manipulator (clean)

Practical Check (if full M-Score unavailable):

• Are accruals consistently high relative to cash flow?
• Is DSO rising faster than revenue?
• Are margins declining with revenue growth?
• Any accounting restatements or auditor changes?

Max Drawdown (5-Year)

Purpose: Measures largest peak-to-trough price decline.

Calculation:

• Identify highest price in past 5 years
• Find lowest subsequent price before recovery
• Max Drawdown % = (Low - High) / High × 100

Interpretation:

• 0-20%: Low volatility (defensive stock)
• 20-40%: Moderate volatility (typical stock)
• 40-60%: High volatility (cyclical/growth)
• >60%: Extreme volatility (speculative)

Consolidated Scores

Strength Score (0-100): Composite of:

• Financial metrics (F-Score contribution)
• Profitability (ROE, margins)
• Growth rates
• Market position

Integrity Score (0-100): Composite of:

• M-Score (earnings quality)
• Cash flow vs. earnings alignment
• Accounting practices
• Management transparency

Predictability Score (0-100): Composite of:

• Revenue consistency (low volatility)
• Earnings consistency
• Business model stability
• Cyclicality assessment

Data Quality Score (0-100):

• Completeness of financial data
• Recency of filings
• Auditor quality
• Disclosure transparency

5. Risk Analysis

Company-Specific Risks:

• Execution risk (can management deliver?)
• Competition risk (share loss, new entrants)
• Product concentration (single product dependency)
• Customer concentration (few large customers)
• Key person risk (CEO dependency)
• Financial distress risk (Z-Score assessment)
• Earnings quality risk (M-Score assessment)

Industry Risks:

• Disruption (technology or business model)
• Cyclicality (economic sensitivity)
• Regulation (policy changes)
• Commoditization (pricing power erosion)
• Structural decline (secular headwinds)

Macro Risks:

• Economic (recession, inflation, rates)
• Geopolitical (trade wars, conflicts)
• Currency (FX exposure)
• Market (valuation levels, sentiment)

Overall Risk Level: Low / Moderate / High

Consolidated Risk Score: (0-1 scale, lower is better)

• Incorporates: Z-Score, volatility, leverage, earnings quality
• <0.30: Low Risk
• 0.30-0.60: Moderate Risk

• 0.60: High Risk

Valuation Assessment

Use multiple valuation methods - synthesize into fair value estimate.

Required Valuation Methods

1. DCF Analysis (Discounted Cash Flow)

• Project free cash flows (5-10 years)
• Apply appropriate discount rate (WACC)
• Calculate terminal value
• Include margin of safety: 15-30%
• Sensitivity analysis with different assumptions

2. Relative Valuation

• Compare to 3-5 direct peer companies
• Key multiples: P/E, EV/EBITDA, Price/Sales, Price/Book
• Adjust for growth differentials
• Consider industry-specific multiples
• Use both current and historical peer averages

3. Peter Lynch Fair Value

• Growth-at-reasonable-price framework
• Compare P/E to growth rate (PEG ratio)
• Fair value when P/E ≈ growth rate
• Adjust for quality factors

4. Asset-Based (When Applicable)

• For REITs, financials, asset-heavy companies
• Book value or replacement cost
• Net asset value calculations

Valuation Synthesis

Fair Value Estimate: €X.XX

Weight each method appropriately:

• DCF: 40% (if reliable cash flows)
• Relative: 30% (peer comparison)
• Peter Lynch: 30% (growth-adjusted)

Margin of Safety:

• Current Price vs. Fair Value: X% discount/premium
• Required: Minimum 15% margin of safety
• Adequate: 15-30% margin of safety
• Excellent: >30% margin of safety

Valuation Conclusion:

• UNDERVALUED: >15% below fair value (buy opportunity)
• FAIRLY VALUED: Within ±15% of fair value (hold)
• OVERVALUED: >15% above fair value (avoid/sell)

Technical Analysis (Entry Timing)

Focus on identifying optimal entry points, not full technical analysis.

Key Technical Elements

1. Price Action (Last 30-60 Days)

• Current trend: Uptrend / Downtrend / Range-bound
• Recent price pattern
• Volume trends (increasing on rallies?)
• Momentum assessment

2. Key Levels

• Support levels: Where buying interest emerges
  • Primary support: €X.XX
  • Secondary support: €X.XX
• Resistance levels: Where selling pressure increases
  • Primary resistance: €X.XX
  • Secondary resistance: €X.XX

3. Technical Indicators

• RSI (Relative Strength Index):

  • 70 = Overbought (may pullback)

  • <30 = Oversold (potential bounce)
  • 40-60 = Neutral
• MACD (Moving Average Convergence Divergence):
  • Bullish crossover / Bearish crossover / Neutral
  • Momentum accelerating or decelerating?
• Moving Averages:
  • 50-day MA: €X.XX (price above/below?)
  • 200-day MA: €X.XX (trend indicator)

4. Entry Assessment

• Technical Setup: Bullish / Neutral / Bearish
• Optimal Entry: Wait for pullback to support / Buy at market / Wait for breakout
• Entry Price Range: €X.XX - €X.XX
• Avoid Above: €X.XX (poor risk/reward)

Bull vs. Bear Case Analysis

MANDATORY: Every analysis must present both sides fairly.

Bull Case (Optimistic Scenario)

Potential Upside: +X% to €X.XX

1. [Key bull argument 1 with specific evidence]
2. [Key bull argument 2 with specific evidence]
3. [Key bull argument 3 with specific evidence]

For this to play out:

• [Required condition 1]
• [Required condition 2]

Bear Case (Pessimistic Scenario)

Potential Downside: -X% to €X.XX

1. [Key bear argument 1 with specific evidence]
2. [Key bear argument 2 with specific evidence]
3. [Key bear argument 3 with specific evidence]

This happens if:

• [Risk trigger 1]
• [Risk trigger 2]

Balance Assessment

Which case is more probable: [Bull / Bear / Balanced]

[Explanation of why one case is more likely, considering:

• Quality of evidence for each side
• Historical precedent
• Management track record
• Industry dynamics
• Current valuation]

Investment Recommendation Structure

BUY Recommendation Criteria

• Fair value >15% above current price (adequate margin of safety)
• Strong or improving fundamentals
• Reasonable or bullish technical setup
• Identifiable catalysts
• Acceptable risk level
• Conviction: Strong Buy or Buy

HOLD Recommendation Criteria

• Fair value within ±15% of current price
• Stable fundamentals, no compelling catalyst
• Better opportunities may exist elsewhere
• Wait for better entry price
• Conviction: Hold

SELL/AVOID Recommendation Criteria

• Fair value <-15% below current price (overvalued)
• Deteriorating fundamentals
• Significant risks
• Better alternatives available
• Must provide 3-5 alternative candidates
• Conviction: Avoid

Position Sizing Framework

Allocation recommendation based on:

Conviction + Risk = Position Size

Strong Buy (High Conviction, Low Risk):

• Position size: 5-8% of portfolio
• Maximum: 10%

Buy (Moderate Conviction, Moderate Risk):

• Position size: 3-5% of portfolio
• Maximum: 7%

Speculative/High Risk:

• Position size: 1-3% of portfolio
• Maximum: 5%

Considerations:

• Diversification needs (avoid sector concentration)
• Correlation with existing holdings
• Overall portfolio risk
• Liquidity requirements
• User's risk tolerance (from project context)

Entry and Exit Strategy

Entry Strategy

NO scale-in strategies - recommend single entry approach:

If BUY:

• Ideal Entry Price: €X.XX - €X.XX (optimal range)
• Maximum Buy Price: €X.XX (above this, risk/reward unfavorable)
• Approach:
  • "Buy now at market" (if currently at good price)
  • "Wait for pullback to €X.XX support" (if extended)
  • "Buy on break above €X.XX" (if breakout setup)
  • "Don't buy above €X.XX" (if overvalued)

Exit Strategy

Price Target (12-month): €X.XX (+X% upside)

• Conservative: €X.XX
• Base case: €X.XX
• Optimistic: €X.XX

Stop Loss: €X.XX (-X% maximum loss)

• Technical stop: Below key support
• Fundamental stop: If thesis breaks

Sell If (Thesis-Breaking Conditions):

1. [Specific fundamental deterioration]
2. [Specific competitive threat]
3. [Specific valuation threshold]

Hold Duration:

• Expected timeframe: [6-12 months / 1-3 years / 3-5+ years]
• Based on investment type (swing trade vs long-term hold)

Catalyst Identification

Identify specific events that could drive stock performance.

Near-Term (0-6 months):

• Upcoming earnings: [Date]
• Product launches: [Event]
• Regulatory decisions: [Expected timing]
• Industry events: [Conference, data release]

Medium-Term (6-18 months):

• Market expansion plans
• New product cycles
• Margin expansion initiatives
• Strategic partnerships

Long-Term (18+ months):

• Structural industry trends
• Market share gains
• Technological leadership
• Business model evolution

Key Analytical Constraints

Critical Principles:

1. No Press/News for Fundamental Analysis

   • Use company filings only (10-K, 10-Q, 8-K, proxy)
   • Use earnings call transcripts
   • Do NOT rely on news articles or press releases
   • Exception: News for recent developments, but verify in filings

2. Magnitude Over Precision

   • Focus on stocks with good margin of safety (>15%)
   • Don't need perfect forecasts
   • Better to be approximately right than precisely wrong
   • Conservative assumptions better than optimistic

3. Long-Term View

   • Analyze 5-10 year trends, not just recent quarters
   • Temporary setbacks vs. structural problems
   • Sustainable competitive advantages matter most
   • Short-term noise vs. long-term signal

4. Compare Apples to Apples

   • Benchmark against 3-5 direct competitors
   • Not just broad market indices
   • Industry-specific metrics and norms
   • Adjust for company size and maturity

5. Intellectual Honesty

   • Acknowledge limitations and unknowns
   • Present both bull and bear cases fairly
   • Say "I don't know" when appropriate
   • Update views when evidence changes

Output Template

# [SYMBOL] - [Company Name] Evaluation

## ⚠️ DELIVERABLES CHECKLIST ✓
☑ Technical Analysis Complete
☑ Fundamental Analysis Complete
☑ Valuation Assessment Complete
☑ Bull vs. Bear Case Complete
☑ Clear Recommendation: **[BUY / HOLD / SELL]**
☑ Alternative Candidates: [If SELL, list 3-5 alternatives below]

---

## 📊 Executive Summary

[2-3 sentence bottom-line assessment with key reasoning]

**Recommendation: [BUY / HOLD / SELL]**
**Conviction: [Strong Buy / Buy / Hold / Avoid]**

---

## 💰 Valuation Assessment

**Fair Value Estimate: €X.XX** (Current: €X.XX)
- **Margin of Safety: X%** [Adequate >15% / Insufficient <15%]
- **Valuation: [UNDERVALUED / FAIRLY VALUED / OVERVALUED]**

| Valuation Method | Fair Value | vs. Current | Weight |
|-----------------|-----------|-------------|--------|
| DCF Analysis | €X.XX | +X% | 40% |
| Peer Relative | €X.XX | +X% | 30% |
| Peter Lynch | €X.XX | +X% | 30% |
| **Weighted Average** | **€X.XX** | **+X%** | **100%** |

**Assumptions:**
- DCF: [Key assumptions - growth rate, margins, discount rate]
- Margin of safety applied: X%

---

## 🏢 Business & Competitive Analysis

### What They Do
[2-3 paragraph business model summary:
- Core products/services
- Revenue breakdown
- Target markets
- Business model]

### Competitive Advantages
**Moat Strength: [Wide / Narrow / None]**

1. **[Advantage 1]**: [Detailed explanation with evidence]
2. **[Advantage 2]**: [Detailed explanation with evidence]
3. **[Advantage 3]**: [Detailed explanation with evidence]

**Moat Durability:** [How sustainable are these advantages? 3-5 years? 10+ years?]

### Management Quality Assessment
**Overall Rating: [Excellent / Good / Adequate / Concerning]**

- **CEO**: [Name] - [Background, tenure]
  - Track record: [Achievements/concerns]
  - Capital allocation: [Shareholder-friendly? Smart acquisitions?]
- **CFO**: [Name] - [Financial stewardship]
- **Insider Trading**: [Recent buying/selling activity]
- **Key Insight**: [Overall management assessment]

### Competitive Position

**Market Position:**
- Market share: X% (#X in industry)
- Share trend: [Gaining / Stable / Losing]

**Key Competitors:** [List 3-5 direct peers]

**Peer Comparison:**
| Company | Mkt Cap | Revenue Growth | Profit Margin | ROE | P/E | Moat |
|---------|---------|---------------|---------------|-----|-----|------|
| [Target] | €XB | X% | X% | X% | X.X | [Rating] |
| [Peer 1] | €XB | X% | X% | X% | X.X | [Rating] |
| [Peer 2] | €XB | X% | X% | X.X | X.X | [Rating] |
| [Peer 3] | €XB | X% | X% | X% | X.X | [Rating] |

**Competitive Assessment:** [Is this the best company in the sector?]

---

## 📈 Financial Health Analysis

### Quality Metrics vs. Benchmarks

| Metric | Current | 1Y Ago | 3Y Ago | 5Y Ago | Target | Status |
|--------|---------|--------|--------|--------|--------|--------|
| ROE | X% | X% | X% | X% | >15% | [✓/✗] |
| Profit Margin | X% | X% | X% | X% | >15% | [✓/✗] |
| Gross Margin | X% | X% | X% | X% | >30% | [✓/✗] |
| Revenue Growth | X% | X% | X% | X% | >0% | [✓/✗] |
| Debt/Revenue | X.X | X.X | X.X | X.X | <1.0 | [✓/✗] |
| FCF | €XM | €XM | €XM | €XM | Positive | [✓/✗] |

### Advanced Financial Health Scores

**Piotroski F-Score: X/9** [Excellent 8-9 / Good 6-7 / Adequate 4-5 / Weak 0-3]

*Profitability:* X/4
- ROA positive: [✓/✗]
- Operating CF positive: [✓/✗]
- ROA improving: [✓/✗]
- CF > Net Income: [✓/✗]

*Leverage:* X/3
- Debt decreasing: [✓/✗]
- Current ratio improving: [✓/✗]
- No dilution: [✓/✗]

*Efficiency:* X/2
- Margin improving: [✓/✗]
- Turnover improving: [✓/✗]

**Assessment:** [Detailed interpretation of F-Score]

**Altman Z-Score: X.XX** [Safe >2.99 / Grey 1.81-2.99 / Distress <1.81]
- **Bankruptcy Risk:** [Low / Moderate / High]
- **Interpretation:** [Explanation of Z-Score and financial stability]

**Beneish M-Score: X.XX** [Clean <-1.78 / Warning >-1.78]
- **Earnings Quality:** [High / Moderate / Questionable]
- **Red Flags:** [List any concerning indicators or state "None"]

**Max Drawdown (5Y): -X%** [Low <20% / Moderate 20-40% / High 40-60% / Extreme >60%]
- **Volatility Assessment:** [Low/Moderate/High volatility explanation]
- **Peak price:** €X.XX ([Date])
- **Trough price:** €X.XX ([Date])

### Consolidated Scores

**Strength Score: X/100** (Financial power and market position)
**Integrity Score: X/100** (Earnings quality and transparency)
**Predictability Score: X/100** (Business consistency)
**Data Quality Score: X/100** (Information completeness)

**Overall Quality Rating: [Elite / Strong / Good / Adequate / Weak]**

### Financial Trends (5-10 Year View)

**Revenue:**
- [Trend description: growth rate, consistency, drivers]
- [Any concerning patterns?]

**Margins:**
- Gross margin: [Expanding / Stable / Declining]
- Operating margin: [Trend]
- Net margin: [Trend]
- Drivers: [Why are margins moving this way?]

**Cash Flow:**
- Operating cash flow: [Trend and quality]
- Free cash flow: [Consistency, conversion]
- Capital allocation: [Dividends, buybacks, capex, acquisitions]

**Balance Sheet:**
- Debt levels: [Conservative / Moderate / High]
- Liquidity: [Strong / Adequate / Concerning]
- Trend: [Strengthening / Stable / Weakening]

### 🚩 Red Flags
[List any concerning trends or issues, or state "None identified"]

---

## 📉 Technical Analysis & Entry Timing

### Price Action (Last 30-60 Days)
- **Current Price**: €X.XX
- **52-Week Range**: €X.XX - €X.XX
- **30-day Change**: [+/-X%]
- **Trend**: [Uptrend / Downtrend / Range-bound]
- **Volume**: [Increasing / Decreasing / Normal]

### Key Technical Levels

**Support Levels:**
- **Primary Support: €X.XX** - [Significance/reason]
- **Secondary Support: €X.XX** - [Significance/reason]

**Resistance Levels:**
- **Primary Resistance: €X.XX** - [Significance/reason]
- **Secondary Resistance: €X.XX** - [Significance/reason]

### Technical Indicators

**RSI**: X.X [Overbought >70 / Neutral 30-70 / Oversold <30]
**MACD**: [Bullish crossover / Bearish crossover / Neutral]
- Interpretation: [Momentum assessment]

**Moving Averages:**
- 50-day MA: €X.XX - Price is [above/below]
- 200-day MA: €X.XX - Price is [above/below]
- Golden/Death Cross: [Any recent crossovers?]

### Entry Assessment

**Technical Setup: [Bullish / Neutral / Bearish]**

**Optimal Entry Strategy:**
- [Buy now at market / Wait for pullback to €X.XX / Buy on breakout above €X.XX]
- **Ideal Entry Range: €X.XX - €X.XX**
- **Maximum Buy Price: €X.XX** (avoid above this)

**Momentum: [Strong Bullish / Bullish / Neutral / Bearish / Strong Bearish]**

---

## ⚖️ Bull vs. Bear Case

### 🐂 Bull Case
**Potential Upside: €X.XX (+X%)**

1. **[Bull Argument 1]**: [Specific evidence and reasoning]
2. **[Bull Argument 2]**: [Specific evidence and reasoning]
3. **[Bull Argument 3]**: [Specific evidence and reasoning]

**For this to play out:**
- [Required condition 1]
- [Required condition 2]

**Probability: [High / Moderate / Low]**

### 🐻 Bear Case
**Potential Downside: €X.XX (-X%)**

1. **[Bear Argument 1]**: [Specific risk and reasoning]
2. **[Bear Argument 2]**: [Specific risk and reasoning]
3. **[Bear Argument 3]**: [Specific risk and reasoning]

**This happens if:**
- [Risk trigger 1]
- [Risk trigger 2]

**Probability: [High / Moderate / Low]**

### ⚖️ Balance Assessment

**Which case is more probable: [Bull / Bear / Balanced]**

[2-3 paragraph explanation of:
- Weight of evidence for each side
- Historical precedent
- Management track record
- Industry dynamics
- Current valuation
- Risk/reward assessment]

---

## ⚠️ Risk Analysis

**Overall Risk Level: [Low / Moderate / High]**

### Key Risks

**1. [Risk Category - e.g., Competition Risk]**: 
[Specific risk and potential impact. Probability: High/Medium/Low]

**2. [Risk Category - e.g., Execution Risk]**: 
[Specific risk and potential impact. Probability: High/Medium/Low]

**3. [Risk Category - e.g., Valuation Risk]**: 
[Specific risk and potential impact. Probability: High/Medium/Low]

**4. [Risk Category - e.g., Macro Risk]**: 
[Specific risk and potential impact. Probability: High/Medium/Low]

### Risk Mitigation
[How does the company/investment address these risks?]
[What reduces the risk in this investment?]

---

## 🎯 Catalysts & Timeline

### Near-Term (0-6 months)
- **[Date]**: [Specific catalyst - earnings, product launch, etc.]
- **[Date]**: [Specific catalyst]

### Medium-Term (6-18 months)
- [Expected development 1]
- [Expected development 2]

### Long-Term (18+ months)
- [Structural trend 1]
- [Structural trend 2]

**Expected Timeline to Target**: [6-12 months / 1-3 years / 3-5+ years]

---

## 💡 Investment Recommendation

### **RECOMMENDATION: [BUY / HOLD / SELL]**
### **Conviction: [Strong Buy / Buy / Hold / Avoid]**

### Rationale
[2-3 paragraph synthesis of entire analysis:
- Why this recommendation?
- What makes it compelling (or not)?
- How does valuation + fundamentals + technicals + 

…(truncated)