AI Skill Report Card
Analyzing Stocks for Value Traps
Quick Start14 / 15
When given a stock/company to analyze, answer these five questions in order. Stop and flag a value trap warning if profitability is weak, debt is unsustainable, or cash flow doesn't back up reported profit — regardless of how cheap the multiples look.
1. Is the company profitable? → If not, P/E is meaningless. Check revenue growth & cash position instead.
2. Is debt sustainable? → Net Debt/EBITDA, maturity schedule, currency of debt.
3. Does profit convert to cash? → Strip out one-offs & inflation adjustments; check free cash flow after capex.
4. Are the multiples justified? → Compare to sector peers AND company's own historical range, not fixed thresholds.
5. Why is the market pricing it this way? → Second-level thinking: what risk might the market see that you don't?
Recommendation▾
Mixing Turkish and English headers (Step 1: Kârlılık) is inconsistent and could confuse non-Turkish contexts — pick one language or clearly explain why bilingual terms are used.
Workflow14 / 15
Progress:
- Step 1: Assess profitability and its quality
- Step 2: Assess debt sustainability
- Step 3: Assess cash conversion
- Step 4: Benchmark multiples (peer + historical)
- Step 5: Apply second-level thinking on market pricing
- Step 6: Issue value trap verdict
Step 1: Kârlılık (Profitability)
- Check if the company has net income (TTM and last 2-3 years trend).
- If loss-making: ignore P/E entirely. Instead check:
- Revenue growth rate (YoY, QoQ)
- Cash/cash equivalents vs. burn rate (runway)
- Path to profitability (management guidance, margin trend)
- If profitable: check if ROE meets/exceeds investor expectation (sector cost of equity, inflation-adjusted in high-inflation economies).
Step 2: Borç Sürdürülebilirliği (Debt Sustainability)
- Calculate Net Debt/EBITDA. Flag as risky if >3x (sector-dependent; capital-intensive sectors tolerate higher).
- Check debt maturity schedule: large near-term maturities = refinancing risk.
- Check currency composition of debt: FX-denominated debt + local-currency revenue = currency mismatch risk (critical in emerging markets / high-inflation countries).
- Compare interest expense coverage: EBIT/Interest Expense.
Step 3: Nakit Akışı (Cash Conversion)
- Strip out:
- One-time/non-recurring gains (asset sales, legal settlements, tax one-offs)
- Inflation accounting adjustments (monetary gain/loss items, especially relevant under hyperinflation accounting standards)
- Calculate Free Cash Flow = Operating Cash Flow − Capex.
- Compare Net Income vs. FCF: large, persistent gap (profit high, FCF low/negative) is a red flag — profit isn't turning into real cash.
Step 4: Çarpan Uygunluğu (Multiple Justification)
- Never judge P/E, EV/EBITDA, P/B in isolation against a fixed number (e.g., "P/E under 10 = cheap" is wrong).
- Compare against:
- Sector/peer average (same industry, similar size/geography)
- Company's own 3-5 year historical multiple range
- A multiple below both peers and own history warrants Step 5 — don't assume it's automatically a buy signal.
Step 5: Piyasa Fiyatlamasının Sebebi (Second-Level Thinking)
- Ask: "If this is cheap, what does the market know/suspect that I don't?"
- Possible explanations for persistently low multiples:
- Pending regulatory/legal risk
- Expected earnings decline not yet in reported financials
- Governance/management trust issues
- Sector-wide structural decline
- Hidden debt/off-balance-sheet liabilities
- Only conclude "market is wrong / genuinely cheap" after ruling out these explanations with evidence, not assumption.
Step 6: Value Trap Verdict
Issue one of three verdicts:
- Genuine Value: Profitable, sustainable debt, strong cash conversion, multiples low vs. peers/history, no unexplained market discount.
- Value Trap: Low multiples BUT weak/declining profit, ROE below expectations, and/or unsustainable debt relative to EBITDA.
- Inconclusive / Needs More Data: Key inputs (e.g., debt maturity schedule, FCF detail) unavailable — state exactly what's missing.
Recommendation▾
Examples are both in Turkish with no English equivalent, limiting accessibility; add at least one English example or clarify the skill is Turkish-market-specific.
Examples16 / 20
Example 1: Input: "Şirket X, F/K oranı 4 ile sektör ortalaması olan 9'un oldukça altında işlem görüyor. Net kâr son çeyrekte %40 azaldı, net borç/FAVÖK 4.2x ve borcun %70'i USD cinsinden, şirketin geliri ise TL."
Output:
1. Kârlılık: Kârlı ama kâr %40 daralmış — sürdürülebilirliği şüpheli.
2. Borç: Net Borç/FAVÖK 4.2x yüksek, ayrıca USD borç + TL gelir = kur riski mismatch'i. SÜRDÜRÜLEBİLİR DEĞİL.
3. Nakit Akışı: Veri yok — ek bilgi gerekli (FCF, tek seferlik kalemler).
4. Çarpanlar: F/K 4, sektör 9 — tarihsel ortalamasına da bakılmalı, ama şimdilik "ucuz görünüyor."
5. Piyasa Fiyatlaması: Düşen kâr + kur riski muhtemelen piyasanın fiyatladığı risk. Düşük F/K tesadüf değil.
VERDICT: Değer Tuzağı (Value Trap) şüphesi yüksek. Düşük F/K, zayıflayan kârlılık ve kur uyumsuzluklu borç yükü nedeniyle gerekçeli. Nakit akışı verisi olmadan kesin yargı verilemez ama mevcut bulgular tuzak sinyali veriyor.
Example 2: Input: "Şirket Y zarar ediyor ama geliri yıllık %60 büyüyor, elinde 2 yıllık nakit var, borcu yok."
Output:
1. Kârlılık: Zarar ediyor → F/K anlamsız. Gelir büyümesi %60 çok güçlü, nakit pozisyonu (2 yıl runway) rahatlatıcı.
2. Borç: Borç yok → sürdürülebilirlik sorunu yok.
3. Nakit Akışı: Negatif olması muhtemel (büyüme aşaması) ama runway yeterli, acil risk yok.
4. Çarpanlar: Klasik çarpanlar (F/K, EV/EBITDA) uygulanamaz; P/S veya büyüme-ayarlı çarpanlara bakılmalı.
5. Piyasa Fiyatlaması: Büyüme hikayesine prim veriliyor olabilir — rakiplerin büyüme/çarpan oranıyla kıyaslanmalı.
VERDICT: Değer tuzağı değil, büyüme şirketi profili. Klasik değer metrikleriyle değil büyüme metrikleriyle değerlendirilmeli.
Recommendation▾
Add a third example showing an 'Inconclusive' verdict to fully demonstrate all three possible outcomes.
Best Practices
- Always check profitability before looking at P/E — a low P/E on a loss-making or collapsing-earnings company is a red flag, not a bargain.
- Treat Net Debt/EBITDA, debt maturity, and debt currency as a package — any one alone is insufficient.
- Always separate one-off/accounting items from recurring cash-generating operations before judging "profit quality."
- Benchmark multiples two ways always: vs. sector peers AND vs. company's own history — never against a universal fixed number.
- When a stock looks irrationally cheap, actively search for the risk the market might be pricing (regulatory, governance, hidden liabilities) before concluding it's mispriced.
- In high-inflation/emerging-market contexts, always check currency mismatch between debt and revenue, and adjust financials for inflation accounting distortions.
Common Pitfalls
- Using P/E as the primary screen without first confirming the company is sustainably profitable.
- Judging debt only by Net Debt/EBITDA level, ignoring maturity wall and FX composition.
- Accepting reported net income at face value without checking how much of it is one-off or non-cash (e.g., inflation adjustment gains).
- Applying a fixed "cheap" threshold (e.g., "P/E < 10 is always cheap") instead of relative comparison.
- Concluding a stock is undervalued simply because it's cheaper than peers, without asking why the market is pricing it that way (skipping second-level thinking).
- Ignoring ROE relative to investor expectations/cost of equity when assessing whether reported profitability is actually adequate.