Case studies · 2023

Silicon Valley Bank collapse

A bank funded long-dated bonds with short-term deposits, and rising rates plus a bank run turned an unrealised loss into a failure within days.

2023 Lecture 4 · Interest Rates Bonds Margin & liquidity spiral Leverage
When8-10 March 2023 (built up gradually over 2020-2022)
WhereSanta Clara, California, USA; closed by the California DFPI, receivership to the FDIC
WhoSilicon Valley Bank, funded mainly by start-ups and venture-capital-backed depositors, most holding balances above the $250,000 insurance limit
InstrumentUS Treasuries and agency mortgage-backed securities, funded by demand deposits; interest-rate swaps used, then mostly unwound, as a hedge
PositionLong fixed-rate, long-duration bonds; short (funded by) deposits that could leave on demand
SizeAbout $15 to 17 billion of unrealised losses on paper, against $16.0 billion of equity
The one-line lesson. Safe from default is not the same as safe from a rate move. A bond that never misses a coupon can still sink a bank, if the bank has to sell it before maturity.

What happened

A deposit flood looking for a home

For years, Silicon Valley Bank (SVB) was the main bank for the US start-up and venture-capital world, and that single fact shapes everything that follows. Its deposit base grew fast: from about $61.76 billion at the end of 2019 to about $189.20 billion at the end of 2021, as pandemic-era venture funding poured into its clients' accounts. Total assets roughly tripled over the same stretch, from about $71 billion to more than $211 billion. A bank holding that much new cash has to put it somewhere, and SVB put most of it into what looked like the safest asset available: long-dated US Treasuries and agency mortgage-backed securities.

Safe from default, exposed to rates

Those bonds were, in one sense, exactly as safe as advertised. They were backed by the US government, and every coupon was always going to be paid in full and on time. But a bond's safety from default is not the same as its safety from a change in interest rates. Starting in March 2022, the US Federal Reserve raised its policy rate from a range of 0-0.25% to 4.50-4.75% by February 2023, the fastest tightening cycle in decades. As rates rose, the market value of SVB's existing bonds, bought when rates were near zero, fell hard. By 31 December 2022, the bank's held-to-maturity securities had an amortised cost of $91,321 million but a fair value of only $76,169 million, an unrealised loss of $15,152 million. A further unrealised loss of about $2.5 billion sat in the available-for-sale book. Together, the two losses totalled roughly $15 to 17 billion on paper, close to the bank's entire $16.0 billion of equity.

A hedge removed at the worst moment

SVB had used interest-rate swaps to offset part of the interest-rate risk on its available-for-sale bonds. In the first half of 2022, it unwound about $11 billion notional of these swaps, booking about $517 million of gains from closing them out, and left only about $563 million of swap protection in place by year-end 2022. That decision removed the one instrument that could have cushioned the price fall as rates kept climbing through the rest of 2022. A hedge that has been closed out is a hedge no longer available, and the timing here could hardly have been worse.

A loss hidden by accounting, until it was not

None of this loss had to be reported as a hit to income or capital, because "held to maturity" accounting carries bonds at amortised cost, not market value, for as long as the bank does not sell them. The loss was real, but invisible, right up until SVB needed cash. On 8 March 2023, SVB announced in a single release that it had sold about $21 billion of available-for-sale securities at a realised after-tax loss of about $1.8 billion, and that it was launching a $2.25 billion capital raise to rebuild its balance sheet. Management intended this as prudent housekeeping. Investors and depositors read it as a confession that the bank was in trouble.

The run

What followed was one of the fastest bank runs in history. On 9 March, depositors, many of them venture-capital-backed start-ups warned by their investors to move their cash, tried to withdraw about $42 billion in a single day, close to a quarter of the bank's deposit base. SVB ended the day with a negative cash balance of about $958 million. The planned capital raise collapsed, since no investor wants to put fresh capital into a bank haemorrhaging deposits. On 10 March 2023, the California Department of Financial Protection and Innovation closed Silicon Valley Bank and handed it to the FDIC as receiver. The failure is often described as the second-largest bank failure in US history, though some counts place it third if Continental Illinois (1984) is included; both framings appear in the record, and nothing in the case turns on which one is used. Two days later, on 12 March, the US Treasury, Federal Reserve and FDIC jointly invoked a "systemic risk exception," guaranteeing all deposits, insured and uninsured, to stop the run spreading to other banks.

The underlying story: the price of time

SVB's failure is not a story about a bad trade or a rogue trader. It is a story about the price of time. A fixed-rate bond bought when rates were near zero is worth less once rates rise, even though nothing about the bond's promise has changed. In duration terms, SVB's held-to-maturity book had a weighted-average duration of about 6.2 years, funded by deposits with an effective duration close to zero. That mismatch, between long-duration assets and short-duration, on-demand liabilities, sat quietly on the balance sheet for two years. It only became a crisis once the bank needed cash and the market forced the loss into the open. Most of SVB's depositors were start-ups holding balances well above the $250,000 insurance limit, and they were unusually concentrated: many banked with SVB because their venture-capital investors told them to, and many of those investors talked to each other. Once doubt appeared, the rational move for each depositor was to withdraw immediately, and because everyone reasoned the same way at once, the doubt became self-fulfilling within hours. That is the same logic behind a margin call in a derivatives market: a paper loss becomes a demand for cash, and if the cash cannot be found fast enough, a position that is solvent on paper becomes an actual default.

Timeline, Silicon Valley Bank collapse
DateEvent
2019SVB's total assets are about $71 billion; deposits about $61.76 billion at year-end.
2020-2021Pandemic-era venture-capital boom floods SVB with deposits. Total assets grow to more than $211 billion by year-end 2021; deposits reach about $189.20 billion. SVB invests much of this in long-dated Treasuries and agency mortgage-backed securities.
H1 2022SVB unwinds about $11 billion notional of interest-rate swaps hedging its bond book, taking about $517 million of gains, leaving only about $563 million of swap protection by year-end.
Mar 2022-Feb 2023The US Federal Reserve raises its target rate from 0-0.25% to 4.50-4.75% over eleven meetings. Bond prices fall as rates rise.
31 Dec 2022Held-to-maturity securities show an unrealised loss of about $15.15 billion; available-for-sale securities a further $2.5 billion. Total equity is $16.0 billion. Total assets about $209.0 billion, deposits about $175.4 billion.
8 Mar 2023SVB announces the sale of about $21 billion of available-for-sale securities at a realised after-tax loss of about $1.8 billion, and launches a $2.25 billion capital raise.
9 Mar 2023Depositors attempt to withdraw about $42 billion in a single day. SVB ends the day with a negative cash balance of about $958 million. The capital raise collapses.
10 Mar 2023The California DFPI closes Silicon Valley Bank and appoints the FDIC as receiver.
12 Mar 2023The US Treasury, Federal Reserve and FDIC jointly invoke a "systemic risk exception," guaranteeing all SVB deposits, insured and uninsured.

The mechanics, in course language

This case is not a derivatives trade gone wrong. It is the price of time, the curve built in Lecture 4, and what happens when a balance sheet ignores it. SVB was long a large book of fixed-rate, long-duration bonds and short (funded by) deposits that could leave on demand. That is a duration mismatch, the same mismatch a duration hedge in Lecture 4 is built to close.

Two separate risks matter here: default risk and interest-rate risk. The bonds were federal government or federally backed securities, so default risk was close to zero. But price is not the same as safety from default. When the risk-free curve moves up, the present value of a fixed set of future coupons falls, because those cash flows are now discounted at a higher rate. That fall is real even though nothing about the promise to pay has changed. This is interest-rate risk, and duration is its first-order measure.

The accounting label "held to maturity" let the paper loss stay off the income statement and out of regulatory capital ratios, because HTM securities are carried at amortised cost, not fair value, as long as the bank does not sell them. That is not a derivatives concept, but it explains why the loss was invisible until a forced sale, needed to raise cash for deposit outflows, converted an unrealised, non-cash loss into a realised, cash one. Once realised and disclosed, it triggered exactly the liquidity event that made further realisation certain.

The mathematics

How much of the reported $15.15 billion held-to-maturity loss is explained by a simple duration approximation, and what average yield move does that loss imply? Two figures fix the answer: the percentage price decline the loss represents, and the yield move a standard duration approximation says would produce it.

The actual unrealised loss and percentage price decline follow directly from SVB's own 10-K.

$$\text{HTM unrealised loss} = 91{,}321 - 76{,}169 = 15{,}152 \text{ (USD million)}$$

$$\text{Percentage loss} = \frac{15{,}152}{91{,}321} = 0.1660 \approx 16.6\%$$

The modified-duration approximation from Lecture 4, that percentage price change is approximately minus duration times the change in yield, then backs out the average yield rise that would produce that price fall.

$$\%\Delta P \approx -D \times \Delta y \quad\Rightarrow\quad \Delta y \approx \frac{\%\Delta P}{D} = \frac{0.1660}{6.2} = 0.0268 \approx 268 \text{ bp}$$

That figure holds up well against the real market move. The US 10-year Treasury yield rose from roughly 1.5% at end-2021 to roughly 3.9% at end-2022, a move of around 240 basis points (approximate, from widely reported market data). The 268bp implied by the duration relationship sits close to that roughly 240bp market move, as expected: SVB's book was built up gradually across 2020-2022 at a mix of yields, not established fresh at the end-2021 level, so the two numbers should land close together without matching exactly.

Checked in Python
htm_amortized_cost = 91_321_000_000   # USD, SVB 10-K FY2022
htm_fair_value      = 76_169_000_000   # USD, SVB 10-K FY2022
htm_unrealized_loss = htm_amortized_cost - htm_fair_value

pct_loss = htm_unrealized_loss / htm_amortized_cost

duration = 6.2   # weighted-average duration, HTM book, Fed "Evolution of SVB"
implied_delta_y = pct_loss / duration

Output

htm_unrealized_loss = 15,152,000,000
pct_loss = 0.16597 -> 16.6%
implied_delta_y = 0.02677 -> about 268bp

Every input here (amortised cost, fair value, duration) comes from SVB's own 10-K, as reported by the Federal Reserve's review. Do not expect the duration formula to match the real, convex price-yield relationship exactly; it is a linear, first-order model, and that gap is itself a teaching point. Duration is a straight-line approximation, and the true price-yield curve bends away from that line.

Data and facts

Key verified numbers
QuantityValueSource
Total assets, year-end 2019 → year-end 2021≈$71bn → >$211bnFederal Reserve, Barr Report, Apr 2023
Total deposits, year-end 2019 → year-end 2021≈$61.76bn → ≈$189.20bnSVB Financial Group SEC filings
Total assets / deposits, 31 Dec 2022≈$209.0bn / ≈$175.4bnFDIC press release PR-16-2023
HTM securities, amortised cost vs fair value, 31 Dec 2022$91,321m vs $76,169mSVB Form 10-K FY2022, SEC EDGAR
HTM unrealised loss, 31 Dec 2022$15,152m (≈$15.15bn)SVB Form 10-K FY2022
AFS unrealised loss, 31 Dec 2022≈$2.5bnSVB Form 10-K FY2022; The Footnotes Analyst
Combined unrealised loss (HTM+AFS), year-end 2022≈$15bn to $17.7bn (range)Range across sources, scope-dependent
Total stockholders' equity, 31 Dec 2022$16.0bnSVB Q4 2022 earnings release, SEC 8-K
Weighted-average duration, HTM book, 31 Dec 20226.2 yearsFederal Reserve, "Evolution of SVB," Apr 2023
Swap unwind, H1 2022≈$11bn notional; ≈$517m gain realisedSVB 2022 10-K, via Bloomberg Opinion reporting
Federal funds target range, Mar 2022 → Feb 20230-0.25% → 4.50-4.75%Federal Reserve, FOMC calendar
8 Mar 2023 sale / capital raise$21bn sold, $1.8bn realised loss / $2.25bn raiseSVB press release & Form 8-K
9 Mar 2023 withdrawal attempts≈$42bn (≈24-25% of deposits)California DFPI, Order Taking Possession
Negative cash balance, close of 9 Mar 2023≈$958mCalifornia DFPI, Order Taking Possession

The lesson

  • Safe from default is not safe from interest-rate moves. US Treasuries and agency mortgage bonds never came close to defaulting. The bank still failed, because a fixed-rate, long-duration asset loses market value the moment the discount rate rises, and that loss is real even while every coupon is still being paid in full.
  • Accounting can hide risk, but it cannot remove it. Held-to-maturity treatment kept the paper loss out of the income statement and capital ratios for as long as SVB did not sell. The moment it needed cash and had to sell, the hidden loss became a real, realised one, and the market's reaction was immediate.
  • A hedge you remove is a hedge you no longer have. SVB had used interest-rate swaps to offset exactly this exposure, then unwound most of that protection in 2022, just before the biggest part of the rate rise. Removing a hedge because it looks costly in one direction is a bet on the other direction; here, that bet lost.
  • Concentrated, uninsured funding turns a survivable loss into a fatal one. A duration mismatch that erodes capital slowly can usually be managed. Combine it with a deposit base that is mostly uninsured and held by a small, tightly networked group of clients, and it can become a run within hours, because every depositor's rational response to doubt is to withdraw first.
  • Liquidity risk and solvency risk feed each other. The bank needed cash to meet withdrawals, so it sold bonds at a loss, which reduced its capital, which increased withdrawals, which required more sales. This loop, not the underlying bond risk itself, is what closed the bank within about 48 hours of the 8 March announcement.

Where it appears in the course

Think about it

  1. SVB's bonds were, in credit terms, about as safe as an asset can be. Why did that safety not stop the bank from failing, and what would you have needed to change about the balance sheet to fix the underlying problem, without selling a single bond?
  2. SVB unwound most of its interest-rate swap hedges in the first half of 2022, just before the largest part of the rate rise. What would you want to know about a bank's hedge book, beyond the notional amount, before judging whether that decision was reasonable at the time it was made?
  3. The 12 March 2023 decision guaranteed all deposits, insured and uninsured, at SVB and a second failed bank. What incentive does that guarantee create for depositors and banks going forward, and how would you weigh that against the risk of letting the run continue?

Sources

  1. Board of Governors of the Federal Reserve System, Review of the Federal Reserve's Supervision and Regulation of Silicon Valley Bank (the "Barr Report"), 28 April 2023. federalreserve.gov
  2. Board of Governors of the Federal Reserve System, "Evolution of Silicon Valley Bank," supporting document to the Barr Report, April 2023. federalreserve.gov
  3. Federal Deposit Insurance Corporation, "FDIC Creates a Deposit Insurance National Bank of Santa Clara to Protect Insured Depositors of Silicon Valley Bank," press release PR-16-2023, 10 March 2023. fdic.gov
  4. California Department of Financial Protection and Innovation, "Order Taking Possession," In re Silicon Valley Bank, 10 March 2023. dfpi.ca.gov
  5. US Department of the Treasury, Board of Governors of the Federal Reserve System and Federal Deposit Insurance Corporation, "Joint Statement by the Department of the Treasury, Federal Reserve, and FDIC," 12 March 2023. federalreserve.gov
  6. SVB Financial Group, Form 10-K for fiscal year ended 31 December 2022, US Securities and Exchange Commission EDGAR filing. sec.gov
  7. SVB Financial Group, Fourth Quarter 2022 earnings release, Form 8-K exhibit. sec.gov
  8. The Footnotes Analyst, "Fair values and interest rate risk - Silicon Valley Bank," 2023. footnotesanalyst.com
  9. Fortune, "$42 billion in one day: SVB bank run biggest in more than a decade," 11 March 2023. fortune.com
  10. US Government Accountability Office, Bank Regulation: Preliminary Review of Agency Actions Related to March 2023 Bank Failures, GAO-23-106736, 2023. gao.gov
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