CFA Level I · CFA Level I Exam
Credit Risk: formula sheet
Key formulas
- Expected loss
- EL = PD × LGD × EAD
- If the question gives LGD as a percentage of exposure, EL as a percentage is PD × LGD. Multiply by EAD for a currency amount.
- Loss given default
- LGD = 1 − recovery rate
- LGD is a percentage of the exposure. The recovery rate is a share of the amount owed. For the currency loss, use EAD × LGD.
- Recovery rate
- Recovery rate = 1 − LGD (as a percentage of exposure)
- Recovery is the amount recovered divided by the amount owed.
- Loss if default occurs
- Loss = EAD × LGD
- This is a currency amount and is conditional on default. It is not the expected loss.
- Recovery rate
- Recovery rate = Amount recovered ÷ Claim amount
- Expressed as a percentage of the claim owed to that creditor.
- Loss given default
- LGD = 1 − Recovery rate
- Can also be stated in currency: LGD = Exposure × (1 − Recovery rate).
- Pari passu sharing
- Each creditor's share = Available amount for the class × (Own claim ÷ Total claims of the class)
- Applies when a class of equal-ranking claims cannot be paid in full.
- Absolute priority order
- Secured → Senior unsecured → Subordinated → Preferred equity → Common equity
- Each class is paid in full before the next receives anything, in the strict rule.
- Expected loss
- Expected loss = Probability of default × Loss given default
- Seniority affects only the LGD term.
- Investment grade boundary
- Investment grade: BBB- or higher (S&P, Fitch); Baa3 or higher (Moody's). High yield: BB+ / Ba1 or lower
- A split rating (for example BBB- from one agency and BB+ from another) is a common trap; check each agency's scale.
- Notching rule of thumb
- Issue rating = issuer rating ± notches for seniority and security
- Subordinated or unsecured-behind-secured: notch down. Strong collateral or senior ranking: level or up. Exact notches vary by agency.
- Expected loss
- Expected loss = Probability of default × Loss severity
- Loss severity = 1 − recovery rate. Issuer ratings mostly reflect default probability; issue ratings also reflect recovery.
- Approximate price effect of a spread change
- %ΔPrice ≈ −Modified duration × ΔSpread
- Use for downgrade (migration) risk when the yield change comes from a wider spread. Ignores convexity.
- Debt to EBITDA
- Debt/EBITDA = Total debt ÷ EBITDA
- Leverage. Higher means weaker credit. Roughly, years of EBITDA needed to repay debt.
- Net debt to EBITDA
- Net debt/EBITDA = (Total debt − Cash and equivalents) ÷ EBITDA
- Use when the question gives cash and asks for net leverage.
- EBITDA interest coverage
- EBITDA ÷ Interest expense
- Coverage. Higher is better.
- EBIT interest coverage
- EBIT ÷ Interest expense
- More conservative than EBITDA coverage because it deducts depreciation and amortization.
- FFO to debt
- FFO ÷ Total debt
- FFO = funds from operations. Higher is better.
- Free operating cash flow to debt
- FOCF ÷ Total debt
- FOCF is operating cash flow after capex. Higher is better.
- Debt to capital
- Total debt ÷ (Total debt + Shareholders' equity)
- Balance-sheet leverage. Higher means weaker credit.
- Four Cs
- Capacity, Collateral, Covenants, Character
- Capacity is the primary source of repayment. Collateral is a secondary source.
- Credit spread
- Credit spread = Yield on risky bond − Yield on benchmark bond of similar maturity
- Quoted in basis points. 1 bp = 0.01%.
- Price change using duration only
- %ΔPrice ≈ −ModDur × ΔSpread
- Use ΔSpread as a decimal (50 bps = 0.0050). Assumes benchmark yield is unchanged.
- Price change with convexity
- %ΔPrice ≈ −ModDur × ΔSpread + ½ × Convexity × (ΔSpread)²
- The convexity term is always positive, so it reduces the loss when spreads widen and adds to the gain when they narrow.
- Return impact of a spread change
- Return ≈ Yield income (carry) − ModDur × ΔSpread + ½ × Convexity × (ΔSpread)²
- For a one-year horizon, carry is roughly the yield. Add benchmark-yield effects if given.
- G-spread
- G-spread = Bond YTM − Interpolated government YTM at same maturity
- Uses a single point on the government curve.
- Z-spread
- Price = Σ CFt ÷ (1 + zt + Z)^t
- zt are the spot rates on the benchmark spot curve, usually the government curve. Z is the same constant added to every spot rate.
- Equity as a call option
- Equity at maturity = max(A − K, 0)
- A = asset value, K = face value of debt (strike). Equity holders keep the upside above debt.
- Debt as risk-free bond minus a put
- Debt at maturity = min(A, K) = K − max(K − A, 0)
- Today: risky debt value = PV of K − value of put on assets. Equity + debt = assets.
- Approximate credit spread
- Credit spread ≈ PD × LGD
- Annual probability of default times loss given default. A rough link, not exact.
- Expected loss
- Expected loss = PD × LGD × exposure
- LGD = 1 − recovery rate.
- Credit valuation adjustment
- CVA = Σ [expected exposure_t × PD_t × LGD × discount factor_t]
- PD_t is the marginal (period-specific) probability of default in period t, not the cumulative probability of default up to t. Sum across all periods.
- Risky value
- Value with credit risk = risk-free value − CVA
- CVA is always a reduction in value for the party holding the exposure.
- Constant hazard rate
- Survival to t = e^(−λt); PD over t = 1 − e^(−λt)
- λ is the default intensity. Approximately λ ≈ spread ÷ LGD.
- Debt service coverage ratio (revenue bonds)
- DSCR = Net revenue available for debt service ÷ Debt service
- Higher is stronger. A ratio below 1 means project revenue cannot cover debt service.
- Overcollateralization
- Overcollateralization = Collateral value − Bond principal outstanding
- This is the loss cushion before bondholders lose money. It is internal enhancement.
- Excess spread
- Excess spread = Interest collected on pool − Interest paid on bonds − Fees and expenses
- Often trapped in a reserve to absorb losses. It is internal enhancement.
- Internal vs external enhancement
- Internal: subordination, overcollateralization, excess spread, reserve accounts. External: bond insurance, letters of credit, guarantees
- External forms add counterparty (third-party) credit risk.
- Sovereign credit factors
- Ability to pay + Willingness to pay; local-currency debt is generally lower risk than foreign-currency debt
- Legal recourse against a sovereign is limited, so willingness matters.
Quick revision
- Credit risk is the risk of loss from a borrower failing to pay in full and on time.
- Expected loss = probability of default × loss given default, applied to exposure.
- Loss severity = 1 − recovery rate, when both are stated as a share of exposure.
- Senior claims are paid before junior claims, so seniority raises expected recovery.
- For the same issuer, senior debt usually has higher recovery and a lower spread than junior debt.
- Ratings are opinions, can lag events, and can change sharply, so they are not a full substitute for analysis.
- The four Cs are capacity, collateral, covenants and character.
- Capacity is the borrower's ability to repay from cash flow, so leverage and coverage matter.
- A credit spread is the extra yield over a benchmark that pays for default and other risks, such as liquidity.
- Wider spreads mean the market demands more compensation for credit risk.
- The structural model views equity as a call option on the firm's assets, and debt as a risk-free bond minus a put option on those assets. Default occurs when asset value falls below the debt's face value at maturity. The reduced-form model treats default as a random event with an intensity.
- Securitized debt depends on the asset pool and its structure; municipal credit depends on the source of repayment.
Common mistakes
- Using the recovery rate in place of LGD in the expected loss formula. Fix: Always convert first: LGD = 1 − recovery rate.
- Treating loss if default occurs as the expected loss. Fix: Expected loss includes PD. Loss given default is conditional on default.
- Treating all senior debt as equal to secured debt. Fix: Secured means backed by specific collateral. Senior is about rank in the queue. Senior unsecured ranks below secured debt for the collateral.
- Giving pari passu creditors different recoveries. Fix: Equal-ranking claims share the shortfall in proportion to claim size, so each gets the same recovery percentage.
- Treating BB+ or Ba1 as investment grade. Fix: Memorise that the lowest investment grade rating is BBB- (Baa3). Anything one step lower is high yield.
- Assuming the issue rating always equals the issuer rating. Fix: Remember notching: seniority and collateral change recovery, so a subordinated bond is usually rated below the issuer rating.
- Calling a restriction on dividends or new debt an affirmative covenant. Fix: Ask whether it forces an action or limits one. Limits are negative covenants.
- Treating collateral as the main assessment of credit quality. Fix: Capacity comes first. Collateral only helps recovery after cash flow has failed.
- Getting the sign wrong: showing a price rise when the spread widens. Fix: Wider spread means higher yield means lower price. Write the minus sign first.
- Using basis points as whole numbers, for example 4.5 × 80 = 360%. Fix: Convert bps to decimals (80 bps = 0.0080) or divide the product by 100 to get a percentage.
Exam tips
- Look for the recovery rate in the stem and convert it to LGD before anything else.
- Wrong options often match PD alone, loss given default alone, or the senior bond answer. Compute before choosing.
- Read whether the question asks for a conditional loss or an expected loss.
- With no penalty for wrong answers, never leave a question blank. Eliminate the option that ignores PD, then pick.
- Remember that recovery usually rises with seniority and collateral.
- Most questions are conceptual: pick the option that matches higher rank means higher recovery and lower LGD.
- With three options, eliminate any that give a junior class a higher recovery than a senior class under strict priority.
- Watch the wording: pari passu means equal rank, not equal claim size.