Chapter 9 of 22 · Unit 3 · Fixed income · 13 min read

Beginner path: read to Level 2 · Series 65 path: read to Level 3 · CFA path: read to Level 4

After this chapter you can

In this chapter
  1. Level 1 · Plain words
    1. Lending to someone who might not pay
    2. The spread is the price of that worry
    3. Ratings in one paragraph
    4. Munis: lending to a city
  2. Level 2 · How it works
    1. What a spread pays for
    2. The ratings ladder
    3. Default and recovery: who gets paid first
    4. Liquidity: the cost of selling in a hurry
    5. Loans, private credit and who else lends
    6. High yield and the business cycle
    7. Municipal bonds: general obligation and revenue
  3. Level 3 · The math
    1. Expected loss
    2. Spread as expected loss plus premium
    3. The breakeven default rate
    4. Cumulative default and survival
    5. Recovery and the creditor queue
    6. Expected return on a risky bond
    7. Spread duration and the cost of a downgrade
  4. Level 4 · History, analysed
    1. 2008: spreads priced a depression
    2. March 2020: the spike and the backstop
    3. Detroit, 2013: a general obligation meets a bankruptcy court
    4. Puerto Rico, 2016: the tax lens as a trap
    5. What the four cases share
  5. Sources
  6. Gaps
  7. Terms
In this chapter
  1. Level 1 · Plain words
    1. Lending to someone who might not pay
    2. The spread is the price of that worry
    3. Ratings in one paragraph
    4. Munis: lending to a city
  2. Level 2 · How it works
    1. What a spread pays for
    2. The ratings ladder
    3. Default and recovery: who gets paid first
    4. Liquidity: the cost of selling in a hurry
    5. Loans, private credit and who else lends
    6. High yield and the business cycle
    7. Municipal bonds: general obligation and revenue
  3. Level 3 · The math
    1. Expected loss
    2. Spread as expected loss plus premium
    3. The breakeven default rate
    4. Cumulative default and survival
    5. Recovery and the creditor queue
    6. Expected return on a risky bond
    7. Spread duration and the cost of a downgrade
  4. Level 4 · History, analysed
    1. 2008: spreads priced a depression
    2. March 2020: the spike and the backstop
    3. Detroit, 2013: a general obligation meets a bankruptcy court
    4. Puerto Rico, 2016: the tax lens as a trap
    5. What the four cases share
  5. Sources
  6. Gaps
  7. Terms

A Treasury bond carries rate risk and almost nothing else. Lend to a company or a city and a second risk joins it: the borrower might not pay. Investors ask for extra yield to carry that risk, and the size of that extra yield tells us how worried the market is. This chapter builds on the bond maths of Chapter 8, then adds default, recovery and the tax treatment that makes municipal bonds a world of their own.

Level 1 Plain words

For every reader: the idea in plain words, no formulas.

Lending to someone who might not pay

Suppose two borrowers each ask you for $1,000 for five years. One is the US government. The other is a company with a decent business and a fair amount of debt. You would want more interest from the company, because there is some chance it runs into trouble and pays you back only part of what it owes, or nothing. That missed payment is a default.

When a company defaults, its bondholders rarely lose everything. A court or a negotiation usually hands them some mix of cash, new bonds or shares in the reorganised company. What they get back, as a share of what they were owed, is the recovery rate.

The spread is the price of that worry

The extra yield a bond pays over a Treasury of the same maturity is its credit spread. If a 5-year Treasury yields 4 % and a company's 5-year bond yields 5.5 %, the spread is 1.5 percentage points, or 150 basis points.

Spreads move every day. In calm years they narrow, because investors feel safe and compete to lend. In recessions they widen, sometimes very fast, because defaults rise and investors want to hold less risk. When spreads widen, the prices of existing corporate bonds fall, even if the company never misses a payment. A bond fund can lose money in a bad year from spread widening alone.

Ratings in one paragraph

Rating agencies such as S&P Global, Moody's and Fitch grade borrowers from AAA (the strongest) down to D (in default). Bonds rated BBB minus or above (Baa3 or above at Moody's) are investment grade. Everything below is high yield, also called speculative grade or, less politely, junk. Many pension funds and insurers may hold only investment-grade bonds, so the line between BBB minus and BB plus matters a great deal: a downgrade across it can force sellers into the market at once.

Munis: lending to a city

States, cities, school districts and public utilities borrow through municipal bonds. For most of them the interest is free of federal income tax, and often of state tax for residents of the issuing state. That tax break means munis yield less than taxable bonds of similar risk, and it means the right comparison depends on your tax bracket. A muni paying 3.5 % is worth 5.15 % in taxable terms to someone in the 32 % federal bracket, and much less to someone in a low bracket.

Level 2 How it works

For readers who want the mechanism, with the diagrams.

Beginner path stops here

What a spread pays for

A credit spread pays for several things at once. We can split it into parts.

Expected loss. This is the average yearly loss from defaults, after recovery. For a high-quality company it makes up a small slice of the spread.

Risk premium. Defaults cluster in recessions, when investors also lose jobs and see stocks fall. Investors want extra pay for losses that arrive at the worst time.

Liquidity. Most corporate bonds trade far less often than Treasuries. Sellers in a hurry may have to accept a lower price, and investors charge for that.

Taxes. Treasury interest is free of state income tax; corporate interest is not. That difference shows up in the spread too.

What a credit spread pays forTreasury yield: 4.0 pointsTreasury yield: 4.0Expected loss: 0.6 pointsExpected loss: 0.6Credit risk premium: 0.8 pointsCredit risk premium: 0.8Liquidity premium: 0.4 pointsLiquidity premium: 0.4Spread 1.8Yield 5.8 %Expected loss = defaultchance × loss givendefault = 1 % × 60 % = 0.6points
A corporate bond's yield split into the Treasury yield, expected default loss, the risk premium and the liquidity premium.
Show the numbers
LayerPercentage points
Treasury yield4
Expected loss0.6
Credit risk premium0.8
Liquidity premium0.4
Corporate yield5.8

Source: computed: illustrative layers; EL = PD x LGD, as of 2026-10-28.

For investment-grade bonds, the expected-loss part is small and most of the spread is premium; Level 3 works an example. Researchers call the gap between spreads and expected losses the credit spread puzzle (Elton, Gruber, Agrawal and Mann, 2001).

The ratings ladder

S&P and FitchMoody'sBand
AAAAaainvestment grade, highest
AA+ to AA-Aa1 to Aa3investment grade
A+ to A-A1 to A3investment grade
BBB+ to BBB-Baa1 to Baa3investment grade, lowest
BB+ to BB-Ba1 to Ba3high yield
B+ to B-B1 to B3high yield
CCC+ and belowCaa1 and belowhigh yield, near distress
D(no D; C is the lowest)in default
The ratings ladder: investment grade and high yieldAAAMoody's Aaa30–49 bpAAMoody's Aa43–68 bpAMoody's A62–114 bpBBBMoody's Baa93–162 bpBBMoody's Ba159–298 bpBMoody's B266–470 bpCCCMoody's Caa716–1277 bp (CCC and lower)CC / CMoody's Ca / CDMoody's in defaultInvestment grade ↑High yield ↓Spread range: lowest to highest monthly average OAS, 2023-10 to 2026-10 (FRED, ICE BofA)Each step down: higher default risk and a wider spread
The rating scale from AAA to D, with the investment-grade line between BBB minus and BB plus and the spread range of each band from FRED's ICE BofA series, October 2023 to October 2026.
Show the numbers
Rating bandLowest month (bp)Highest month (bp)Latest month (bp)
AAA304941
AA436861
A6211472
BBB93162106
BB159298196
B266470324
CCC71612771277

Source: Federal Reserve Bank of St. Louis, FRED, series BAMLC0A1CAAA (ICE BofA AAA US corporate option-adjusted spread, percent; monthly mean of daily values); Federal Reserve Bank of St. Louis, FRED, series BAMLC0A2CAA (ICE BofA AA US corporate option-adjusted spread, percent; monthly mean of daily values); Federal Reserve Bank of St. Louis, FRED, series BAMLC0A3CA (ICE BofA single-A US corporate option-adjusted spread, percent; monthly mean of daily values); Federal Reserve Bank of St. Louis, FRED, series BAMLC0A4CBBB (ICE BofA BBB US corporate option-adjusted spread, percent; monthly mean of daily values); Federal Reserve Bank of St. Louis, FRED, series BAMLH0A1HYBB (ICE BofA BB US high yield option-adjusted spread, percent; monthly mean of daily values); Federal Reserve Bank of St. Louis, FRED, series BAMLH0A2HYB (ICE BofA single-B US high yield option-adjusted spread, percent; monthly mean of daily values); Federal Reserve Bank of St. Louis, FRED, series BAMLH0A3HYC (ICE BofA CCC and lower US high yield option-adjusted spread, percent; monthly mean of daily values), as of 2026-10-27.

Monthly means of daily option-adjusted spreads; FRED keeps only the last three years of the ICE BofA series. The rating letters stand without numbers in the chapter.

Ratings are opinions about the chance of default over years, and they change slowly. Spreads change every minute. A bond whose spread widens far beyond its rating band is telling you that the market expects a downgrade. A bond cut from investment grade to high yield is a fallen angel; forced selling often pushes its price below what the new rating alone would justify, and patient buyers have historically been paid for taking the other side.

Default and recovery: who gets paid first

A company's creditors stand in a queue. Secured lenders, usually banks, hold a claim on specific assets and stand at the front. Senior unsecured bondholders come next, then subordinated bondholders, and shareholders come last. Standing further back means recovering less. Moody's long-run studies put average recovery on senior unsecured bonds at roughly 40 cents on the dollar, with wide swings by year and by industry (Gaps).

Each bond's indenture also carries promises, called covenants, that limit what the company may do: how much more it may borrow, whether it may pay big dividends, whether it may sell key assets. Strong covenants raise recovery; "covenant-lite" bonds and loans, common after 2010, give holders less protection.

Liquidity: the cost of selling in a hurry

A Treasury trader can sell hundreds of millions of dollars of notes in seconds at a price a fraction of a basis point from the last trade. A corporate bond may not trade at all for days. Dealers who buy it from you hold it on their books until they find a buyer, and they charge for that through the gap between the price they pay and the price they ask. In calm markets that gap is small for large investment-grade issues. In a panic it widens sharply, and the price a seller gets can fall well below what the issuer's credit alone would justify. Bond funds that promise daily redemptions while holding bonds that trade rarely carry this mismatch; March 2020 tested it.

Loans, private credit and who else lends

Bonds are one way companies borrow. Banks lend directly, and leveraged loans to lower-rated companies are pooled and sold to investors, many of them through collateralised loan obligations. Since the 2010s a large private credit market has grown, in which funds lend directly to mid-sized companies and hold the loans to maturity. These loans usually pay floating rates, so they carry little duration, and they sit higher in the creditor queue than unsecured bonds. They trade rarely, if at all, and their reported values move slowly, which can make them look calmer than the credit risk they hold.

High yield and the business cycle

High-yield spreads track the economy. In good years the spread on a broad high-yield index might sit around 300 to 400 basis points. In recessions it has more than doubled. The ICE BofA US High Yield index's option-adjusted spread reached about 2,000 bp in December 2008 and about 1,100 bp in March 2020 (ICE data, as published on FRED before FRED shortened the series' history).

Credit spreads widen in recessions02.557.51960197019801990200020102020Spread over Treasuries (points)Recession 1953-07 to 1954-05Recession 1957-08 to 1958-04Recession 1960-04 to 1961-02Recession 1969-12 to 1970-11Recession 1973-11 to 1975-03Recession 1980-01 to 1980-07Recession 1981-07 to 1982-11Recession 1990-07 to 1991-03Recession 2001-03 to 2001-11Recession 2007-12 to 2009-06Recession 2020-02 to 2020-042008-12: 6.012008-12: 6.01Baa minus 10-year TreasuryHigh-yield OAS (FRED keeps the last 3 years)Recession
ICE BofA US High Yield option-adjusted spread with recessions shaded; FRED now carries only recent years of this series, so the chart shows what is available.
Show the numbers
YearBaa spread, highest month (points)High-yield OAS, highest day (points)
19531.16
19541.23
19550.84
19560.83
19571.82
19581.79
19590.93
19601.32
19611.3
19621.18
19631.08
19640.68
19650.68
19661.34
19671.39
19681.48
19691.37
19702.73
19712.76
19722.28
19731.74
19743.2
19753.31
19762.67
19771.87
19781.21
19791.67
19802.99
19813
19823.82
19833.48
19841.98
19852.32
19863.01
19872.64
19882.41
19891.98
19902.35
19912.36
19922.25
19932.17
19941.9
19951.78
19961.82
19971.54
19982.65
19992.57
20002.78
20013.34
20023.79
20033.3
20042.29
20051.87
20061.82
20072.55
20086.01
20095.62
20103.18
20113.29
20123.4
20132.89
20142.53
20153.27
20163.56
20172.27
20182.3
20192.41
20203.47
20212.16
20222.31
20232.24.5
20241.733.93
20251.94.61
20261.793.46

Source: Federal Reserve Bank of St. Louis, FRED, series BAA10YM (Moody's Baa corporate yield minus 10-year Treasury, percent; monthly); Federal Reserve Bank of St. Louis, FRED, series BAMLH0A0HYM2 (ICE BofA US High Yield option-adjusted spread, percent; monthly mean of daily values, with the month's highest daily value), as of 2026-09-01, 2026-10-27.

FRED limits the ICE BofA high-yield series to the most recent three years, so the long history uses Moody's Baa spread; the December 2008 and March 2020 high-yield peaks are quoted in the chapter with their source.

A wide spread reflects two things together: more defaults ahead, and investors demanding more pay for bearing them. That second part explains why spreads overshoot, and Level 4 shows how far. For a bond fund holder the practical point is simpler: a high-yield fund can post a deep loss in a recession year with few defaults among its own holdings, because the whole market reprices risk at once.

Municipal bonds: general obligation and revenue

Two kinds of munis dominate. A general obligation bond carries the issuer's pledge of its taxing power: a city pledges its full faith and credit to repay. A revenue bond relies only on the income from one project, such as a toll road, a water system or a hospital. Revenue bonds pay more because a single project can fail while the city as a whole does fine.

Muni defaults have been far rarer than corporate defaults of the same rating, according to Moody's municipal default studies, yet they cluster in a few sectors (hospitals, housing projects, project finance) and a few troubled places. Detroit and Puerto Rico, in Level 4, show what happens when a general obligation pledge meets a government that cannot pay everyone.

The tax lens decides who should hold munis. The table shows the taxable-equivalent value of a 3.5 % tax-free yield at several federal brackets.

Federal bracketTaxable-equivalent of a 3.5 % muni
12 %3.98 %
22 %4.49 %
24 %4.61 %
32 %5.15 %
37 %5.56 %

For an investor in the 12 % bracket, a taxable bond yielding 4.5 % beats the muni; for one in the 37 % bracket, the muni wins against anything that pays less than 5.56 % before tax. Munis held inside an IRA waste the tax break entirely (Chapter 22 covers where to hold what).

Level 3 The math

For Series 65 and CFA readers: formulas and worked examples.

Series 65 path stops here

Expected loss

Three inputs set the average credit loss on a loan or bond: the chance of default over a year, the share lost if it happens, and the amount at stake.

EL=PD×LGD×EAD\text{EL} = \text{PD} \times \text{LGD} \times \text{EAD}

In words, expected loss equals the probability of default times the loss given default times the exposure at default.

Worked example A $10 million bond position

Take PD=2%\text{PD} = 2\% a year, a recovery of 40 % so LGD=60%\text{LGD} = 60\%, and EAD=\text{EAD} = $10,000,000. Then EL=0.02×0.60×10,000,000\text{EL} = 0.02 \times 0.60 \times 10{,}000{,}000, which comes to $120,000 a year, or 120 bp of the position. A bond that pays a spread of less than about 120 bp on this risk does not even cover its average losses.

Expected loss = PD × LGD × exposure$100 bondone yearDefaultchance 2 %Pays in fullchance 98 %Loss $60recover 40 %Loss $0Expected loss $1.202 % × 60 % × $100
The two branches of a year for a bond: no default, with the full coupon and principal, or default, with recovery of 40 cents on the dollar; expected loss is the default branch's probability times the loss on it.
Show the numbers
BranchChanceLoss ($)Chance × loss ($)
Default2 %601.2
Pays in full98 %00
Expected loss1.2

Source: computed: EL = PD x LGD x EAD with PD 2 %, recovery 40 %, exposure $100 (illustrative), as of 2026-10-28.

Spread as expected loss plus premium

A simple model of a spread ss adds the expected loss rate to a premium ϕ\phi for risk and liquidity.

s≈PD×LGD+ϕs \approx \text{PD} \times \text{LGD} + \phi

In words, a credit spread is roughly the yearly expected loss rate plus a premium for bearing default risk and illiquidity.

Worked example A BBB bond at 150 bp

Assume a BBB issuer has a yearly default probability of 0.25 % and a loss given default of 60 %. Expected loss comes to 15 bp a year. Against a spread of 150 bp that leaves 135 bp of premium, so about 90 % of the spread pays for something other than average defaults. This is the credit spread puzzle in numbers: investment-grade spreads look generous next to the losses they cover, and the premium compensates for when those losses arrive.

The breakeven default rate

Flip the question. Given a spread, how many defaults would it take to leave the holder no better off than in Treasuries?

PD∗=s1−R\text{PD}^{*} = \frac{s}{1 - R}

In words, the breakeven default rate is the spread divided by one minus the recovery rate.

Worked example A high-yield index at 400 bp

At a spread of 400 bp and a recovery of 40 %, the breakeven default rate is 0.04/0.600.04 / 0.60, about 6.7 % a year. If fewer than about one issuer in fifteen defaults each year, the high-yield holder beats Treasuries. Moody's long-run average default rate for speculative-grade issuers has been well below that (Gaps), which is why high yield has paid over long periods despite its losses.

Cumulative default and survival

Yearly default rates compound over a bond's life. With a constant yearly default probability pp, the chance of surviving nn years and the cumulative default rate follow.

S(n)=(1−p)nCDR(n)=1−(1−p)nS(n) = (1 - p)^{n} \qquad \text{CDR}(n) = 1 - (1 - p)^{n}

In words, the chance of no default for n years is one minus the yearly rate, multiplied by itself n times, and the cumulative default rate is one minus that.

A 2 % yearly rate gives a five-year survival of 90.4 % and a cumulative default rate of 9.6 %. Agencies publish cumulative default tables by rating and horizon; the yearly rates rise steeply as ratings fall, and for the lowest grades they rise with time, because survivors of a bad start often stay weak. Chapter 17 turns this into the hazard rate behind credit default swaps.

Recovery and the creditor queue

Under the absolute priority rule, each class of creditor is paid in full before the next class gets anything. Take a company that owes $300 million to secured lenders, $400 million to senior unsecured bondholders and $200 million to subordinated bondholders, and suppose the business is worth $600 million in bankruptcy.

ClassClaimRecovery if worth $600mRecovery if worth $400m
Secured$300m100 %100 %
Senior unsecured$400m75 %25 %
Subordinated$200m0 %0 %

A fall of a third in the firm's value cuts the senior class's recovery from 75 % to 25 % and leaves the subordinated class with nothing in both cases. So LGD is far from a constant: it depends on what the business is worth when it fails, and businesses tend to fail in recessions, when values are low. This link between default rates and recovery rates, both worsening together, is one reason the risk premium in spreads exists. In practice courts often depart from strict priority, and junior classes sometimes receive a little to win their votes for a plan.

Expected return on a risky bond

A bond's yield is a promise. Its expected return held to maturity is lower by the expected loss.

E[r]≈y−PD×LGD\mathbb{E}[r] \approx y - \text{PD} \times \text{LGD}

In words, the expected return on a bond held to maturity is about its yield less the expected yearly loss from defaults.

A high-yield bond at 8 % with a 4 % yearly default probability and 60 % loss given default has an expected return of about 5.6 %. Compared with a 4 % Treasury, the holder still expects to come out ahead, and the variance of that outcome is much higher.

Spread duration and the cost of a downgrade

The duration tools of Chapter 8 apply to spreads. A bond's spread duration tells how far its price moves when its spread moves, with Treasury yields held still. A BBB bond with a spread duration of 6 whose spread widens from 150 bp to 300 bp after a downgrade to BB loses about −9.0 % of its price. That loss comes on top of any move in Treasury yields, and in a recession the two can partly offset, because Treasury yields often fall while spreads widen.

The math Taxable-equivalent yield with a state tax

For an in-state muni that is free of both federal tax tt and state tax ss, the combined rate is t+s(1−t)t + s(1 - t) when the state tax is deductible against federal income.

TEY=ymuni1−[t+s(1−t)]\text{TEY} = \frac{y_{\text{muni}}}{1 - [\, t + s(1 - t) \,]}

In words, the taxable-equivalent yield divides the tax-free yield by one minus the combined federal and state rate.

With a 3.5 % muni, a 32 % federal bracket and a 5 % state tax, the taxable equivalent rises to 5.42 %. Since 2018 a cap on the federal deduction for state taxes has applied to many households, so the true combined rate depends on the return; treat this as an estimate.

Level 4 History, analysed

For readers who want past episodes run through the Level 3 math.

2008: spreads priced a depression

2008 High-yield spreads reach about 2,000 basis points

After Lehman Brothers failed on 15 September 2008, credit markets froze. By December 2008 the option-adjusted spread on the ICE BofA US High Yield index had reached about 2,000 bp, the widest in the index's history.

Run that spread through the breakeven formula with 40 % recovery and it implies a yearly default rate of 33.3 %: one high-yield issuer in three defaulting every year. Moody's speculative-grade default rate did rise sharply, peaking in the low teens in late 2009 (Gaps), yet that was far below a third. The rest of the spread was premium: investors who could hold risk were scarce, and those who could demanded a very high price for it.

What did that mean for a buyer? Suppose an investor bought the index at 2,000 bp, and over the next year the spread halved to 1,000 bp, one issuer in ten defaulted, and the index's spread duration was about 4. The carry adds 20 %, the narrowing spread adds about 40 %, and defaults subtract 6 %, for an excess return over Treasuries of about +54 %. Those inputs are illustrative, yet the reported return of the high-yield index in 2009 was of that order (Gaps). Spread levels at the depths of a panic have paid the people able to buy them.

March 2020: the spike and the backstop

2020 Spreads jump and the Fed steps into corporate credit

In March 2020 the high-yield spread rose to about 1,100 bp as the pandemic shut down large parts of the economy. On 23 March 2020 the Federal Reserve announced facilities to buy corporate bonds, and on 9 April 2020 it extended them to some bonds that had been downgraded from investment grade after 22 March.

At 1,100 bp and 40 % recovery, the breakeven default rate was 18.3 % a year. Defaults did rise in 2020, concentrated in energy and retail, yet nowhere near that rate. The Fed's promise to buy shrank spreads within weeks, before it had bought much. The lesson for credit investors is uncomfortable: in a systemic panic the path of spreads can depend on a policy decision, and nobody can model that decision with PD and LGD.

The fallen angels of 2020 show the forced-selling effect. Companies such as Ford lost their investment-grade ratings that spring (Gaps), and funds restricted to investment grade had to sell. Buyers who could hold high yield picked up the bonds at prices that assumed worse than the downgrade meant.

Detroit, 2013: a general obligation meets a bankruptcy court

2013 Detroit files the largest US municipal bankruptcy

On 18 July 2013 the City of Detroit filed for bankruptcy under Chapter 9 of the US Bankruptcy Code, with about $18 billion of debts and other obligations, the largest municipal filing in US history at the time.

Detroit's case tested an idea many muni investors had treated as settled: that a general obligation bond backed by the full faith and credit of a city comes before almost everything else. In the bankruptcy, bondholders shared losses with pension funds and retirees, and different classes of general obligation bonds received different recoveries (Gaps). Where a bond insurer had guaranteed a bond, the insurer paid holders in full and took the loss itself.

For the maths, the lesson sits in the LGD term. Investors had priced Detroit's bonds as if recovery on a city's pledge would be close to full. Once the court made pension claims rank alongside bonds, expected recovery fell, LGD rose, and the expected-loss formula gave a larger number at the same default probability.

Puerto Rico, 2016: the tax lens as a trap

2016 Puerto Rico defaults on its general obligation bonds

On 30 June 2016 the US Congress passed PROMESA, a law that created an oversight board for Puerto Rico and a court process for its debts, and on 1 July 2016 Puerto Rico missed payments on its general obligation bonds. The island's public debt was about $70 billion, plus large pension obligations (Gaps).

Puerto Rico's bonds were free of federal, state and local tax for holders anywhere in the US, a feature that made them popular with muni funds hunting for yield. Here the taxable-equivalent formula can mislead. A tax-free yield of 8 % looks like 11.76 % to a holder in the 32 % bracket. That figure compares the bond with a taxable bond of the same risk; it says nothing about the risk itself. Investors who reached for the tax-adjusted yield took on credit risk that no tax saving covered.

What the four cases share

In every case the spread or yield told investors that something was wrong well before the default or the bottom. The breakeven default rate gives a quick reading of how much bad news a price already holds: in 2008 and 2020 the spreads assumed far worse than happened, and buyers were paid; in Detroit and Puerto Rico the yields looked high, and recoveries turned out lower than buyers assumed. The difference lay mainly in LGD. Corporate bankruptcy law sets a clear queue for creditors; municipal and territorial debt sits under special rules, where politics can reorder who gets paid.

Sources

  • ICE Data Indices, ICE BofA US High Yield Index option-adjusted spread, FRED series BAMLH0A0HYM2; FRED now carries only recent years (read 2026-10-28).
  • Moody's Investors Service, annual corporate default and recovery studies, and US municipal bond defaults and recoveries studies.
  • S&P Global Ratings, annual global corporate default and rating transition studies.
  • Edwin J. Elton, Martin J. Gruber, Deepak Agrawal and Christopher Mann (2001), "Explaining the Rate Spread on Corporate Bonds", Journal of Finance 56(1).
  • Board of Governors of the Federal Reserve System, press releases of 23 March 2020 and 9 April 2020 on the Primary and Secondary Market Corporate Credit Facilities.
  • In re City of Detroit, Michigan, Case No. 13-53846, US Bankruptcy Court for the Eastern District of Michigan, petition of 18 July 2013.
  • Puerto Rico Oversight, Management, and Economic Stability Act (PROMESA), Public Law 114-187, 30 June 2016.

Gaps

  • The high-yield spread levels for December 2008 (about 2,000 bp) and March 2020 (about 1,100 bp) are the figures ICE published and FRED carried before it shortened the series; we give them rounded and do not quote the exact daily peaks.
  • Moody's average recovery on senior unsecured bonds (we say roughly 40 cents), its long-run speculative-grade default rate, and the 2009 peak default rate (we say the low teens) come from Moody's default studies; we quote them in words and do not name a study year.
  • The ICE BofA high-yield index return in 2009 (we say it was of the order of our 54 % illustration) is left in words.
  • The recoveries of Detroit's different general obligation bond classes, the exact size of Puerto Rico's debt (we say about $70 billion), and the date Ford lost its investment-grade rating are left to the court records and the agencies' releases.
  • Cumulative default tables by rating are quoted only in words; any figure should carry the study and its year.

Terms

credit spread
the extra yield a bond pays over a Treasury of the same maturity, for the risk that the borrower fails to pay.
default
a borrower's failure to pay interest or principal on time, or a distressed exchange that leaves lenders with less than promised.
recovery rate
the share of what they were owed that creditors get back after a default.
probability of default
the chance that a borrower defaults over a stated period, usually a year.
loss given default
the share of the exposure lost if a default happens; one minus the recovery rate.
expected loss
probability of default times loss given default times exposure at default; the average credit loss.
investment grade
a rating of BBB minus or above (Baa3 or above at Moody's).
high yield
a rating below investment grade; also called speculative grade or junk.
fallen angel
a bond cut from investment grade to high yield.
indenture
the legal contract between a bond's issuer and its holders.
covenant
a promise in a bond or loan contract that limits what the borrower may do.
municipal bond
a bond issued by a state, city or other public body in the US, usually free of federal income tax on its interest.
general obligation bond
a municipal bond backed by the issuer's taxing power.
revenue bond
a municipal bond backed only by the income from a specific project or system.
taxable-equivalent yield
the yield a taxable bond must pay to match a tax-free bond after tax; the tax-free yield divided by one minus the tax rate.

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