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Who profits from bubbles: follow the money

A rising market makes paper fortunes; cash changes hands only when someone sells. Follow that cash through the last three booms and it lands in three places: with the sellers, on Wall Street and at the Treasury. In 2021 Americans cashed in $2.07T of capital gains, ×2.4 their 2019 total; Goldman Sachs and Morgan Stanley earned $25.1B from underwriting and advice on deals, ×1.9 as much as in 2019. And the biggest buyers of 2020–21? Households, with $2.03T of stocks bought directly — just before stocks fell 15.0% in 2022 (S&P 500 with dividends).

Updated with Sep 2026 data9 min read

Capital gains cashed in, 2021
$2.07T

×2.4 the 2019 total; 8.7% of GDP — the highest share in the records since 1954

Tax on capital gains, 2000
$127B

at the top of the dot-com boom; −61% by 2002

Deal fees, Goldman Sachs + Morgan Stanley, 2021
$25.1B

×1.9 the 2019 total; −48% in 2022

Households' direct net purchases of stocks, 2020–21
+$2.03T

while mutual funds ($796B) and pension funds ($530B) cashed out

Coinbase's revenue, Q4 2021 → Q3 2022
−76%

from $2.5B in the best quarter of the boom to $590M

Follow the money: who paid, who cashed out

Every share bought is a share sold, so a boom cannot make everyone a buyer. The Federal Reserve's financial accounts record, year by year, who added stocks and who let them go: households, mutual funds and ETFs, pension funds, foreign investors — and the companies themselves, which buy their own shares back and sell new ones. In the chart, money flows from the buyers on the left to the sellers on the right; the buttons switch between the three booms and the two years after each.

Paid in (net buyers)Cashed out (net sellers)
Net purchases of corporate equities over two calendar years, billions of dollars of each year: US shares, foreign shares bought by Americans and US shares bought abroad. Left: paid in (bought more than sold); right: cashed out. Every buy has a sell, so the two sides are equal. Source: Board of Governors of the Federal Reserve System, Financial Accounts of the United States (Z.1)
Who bought and who sold, every period, as a table
Participant1999–2000boom2001–02two years after2006–07boom2008–09two years after2020–21boom2022–23two years after
Households, directly−⁠$884B−⁠$348B−⁠$1.12T−⁠$759B+$2.03T+$1.04T
US companies+$451B−⁠$197B+$769B+$620B−⁠$109B+$932B
Mutual funds+$407B+$171B+$268B+$58.5B−⁠$796B−⁠$706B
ETFs: stocks bought+$54.6B+$72.6B+$188B+$186B+$992B+$816B
ETFs: new ETF shares sold−⁠$54.6B−⁠$76.3B−⁠$225B−⁠$294B−⁠$1.44T−⁠$1.21T
Pension funds−⁠$97.1B+$271B−⁠$79.7B+$130B−⁠$530B−⁠$357B
Rest of the world, net+$80.4B+$67.7B+$77.9B+$293B+$18B−⁠$416B
Everyone else+$43.7B+$38.3B+$118B−⁠$234B−⁠$172B−⁠$106B

Net purchases: + bought more than sold (paid in), − sold more than bought (cashed out). Billions of dollars of each year, summed over the two years.

Who paid in and who cashed out, net, in each boom (the ETF lines are explained below):

  • 1999–2000, the dot-com boom. Paid in: US companies, through buybacks and takeovers ($451B) and mutual funds ($407B). Cashed out: households, directly ($884B).
  • 2006–07, the housing and credit boom. Paid in: US companies, through buybacks and takeovers ($769B) and mutual funds ($268B). Cashed out: households, directly ($1.12T).
  • 2020–21, the pandemic boom of meme stocks, SPACs and crypto. Paid in: households, directly ($2.03T). Cashed out: mutual funds ($796B), pension funds ($530B) and everyone else ($172B).

Households, the sector of individual savers, sold $884B of stocks they held directly in 1999–2000, sold $1.12T in 2006–07 and bought $2.03T in 2020–21. US companies — buybacks, takeovers and new shares taken together — were net buyers of $451B in 1999–2000, were net buyers of $769B in 2006–07 and were net sellers of $109B in 2020–21. Foreign investors bought $538B of US stocks in 2020–21 while Americans bought $520B of foreign ones, so the rest of the world hardly moved the balance.

How to read it: a company counts as a buyer when it retires more shares than it issues (buybacks, takeovers paid in cash). ETF shares count as stocks in these accounts, so the boom's ETF wave appears twice: investors paid $1.44T for new ETF shares in 2020–21 (right, money to the funds) and the funds spent $992B of it on stocks (left; the rest went into bonds and other assets). Households are what is left after every other holder is counted.

Sellers: companies print shares when they are dear

For a company a high share price is cheap money: every new share brings in more cash. US nonfinancial companies as a whole usually retire more shares than they issue — through buybacks and takeovers paid in cash — so their net issues were below zero in 45 of the 74 years since 1952, and in every year since 1994. A boom shifts the balance, though not always the same way.

In 2020–21 US companies leaned toward selling: their net issues were −⁠$128B over the two years, against −⁠$340B in 2019 alone and −⁠$553B in 2022. In 2006–07 it was the other way round: companies were the biggest net buyers of stocks near the top, with net issues of −⁠$958B — the largest two-year net buyback in the data up to then. By 2009 net buybacks had shrunk to −⁠$89.1B.

More new shares than buybacksMore buybacks than new sharesBoom years
US nonfinancial companies' net issues of shares: new shares sold minus shares retired through buybacks and takeovers paid in cash, billions of dollars of each year. Boom years shaded. Source: Board of Governors of the Federal Reserve System, Financial Accounts of the United States (Z.1)

Some companies sold straight into the frenzy. Tesla raised $12.3B by selling new shares in 2020 — more than in the five years before put together. GameStop, the meme stock, raised $1.67B in fiscal 2021 and $3.45B in fiscal 2024; AMC, the other one, $1.57B in 2021. New companies coming to the market are the other big sellers of a boom: see the biggest IPOs.

Cash from selling new shares, by fiscal year (the companies' cash flow statements)
Company2019202020212022202320242025
Tesla$848M$12.3B—————
GameStop——$1.67B——$3.45B—
AMC Entertainment—$265M$1.57B————

Wall Street: the toll booth

Brokers, exchanges and investment banks are paid per trade and per deal, not per point of the index, so a busy market is a rich one. Their own reports show the boom of 2020–21 and the hangover after it:

  • Coinbase, the crypto exchange: revenue of $534M in 2019, $7.84B in 2021 (×15), then −59% in 2022. Its best quarter, Q4 2021, brought $2.5B; by Q3 2022 it was $590M (−76%).
  • Robinhood, the app of the meme-stock crowd: $278M in 2019, $1.81B in 2021 (×6.5), then −25% in 2022.
  • Goldman Sachs and Morgan Stanley, fees for underwriting shares and bonds and advising on mergers: $13B in 2019, $25.1B in 2021 (×1.9), then $13B in 2022 (−48%).
  • Interactive Brokers, commissions: $706M in 2019, $1.35B in 2021 (×1.9); they held up the next year (−2% in 2022).

Morgan Stanley's filings reach back to the previous boom: its investment banking revenue was $6.32B in fiscal 2007 and $4.06B in 2008 (−36%). By Q3 2026, the last four quarters of Robinhood and Interactive Brokers were above their best year of the boom.

Quarterly revenueBest quarter of the boomLowest of the next two yearsThe boom, 2020–21
Quarterly, millions of dollars, from each company's 10-Q and 10-K reports; the fourth quarter is the year minus the first nine months. Each row has its own scale; bars start at zero. Coinbase and Robinhood: total revenue; Goldman Sachs and Morgan Stanley: investment banking revenue; Interactive Brokers: commissions. Source: SEC EDGAR, the companies' reports
By year, as a table
Revenue from the boom's business, by fiscal year
Company2019202020212022202320242025
Coinbaserevenue$534M$1.28B$7.84B$3.19B$3.11B$6.56B$7.18B
Robinhoodrevenue$278M$958M$1.81B$1.36B$1.86B$2.95B$4.47B
Goldman Sachsinvestment banking$6.8B$9.1B$14.1B$7.36B$6.22B$7.74B$9.35B
Morgan Stanleyinvestment banking$6.16B$7.67B$11B$5.6B$4.95B$6.71B$8.2B
Interactive Brokerscommissions$706M$1.11B$1.35B$1.32B$1.36B$1.7B$2.15B

Washington: the tax on cashed-in gains

The government takes its share only when a gain is realized — when someone sells. A boom fills the Treasury twice: more people sell, and they sell at bigger gains. Realized capital gains as a share of the economy are the market's fever chart:

Realized gains, % of GDPBoom yearsAhead of a tax riseS&P 500: up yeardown year
Realized capital gains on returns with net gains, short and long term, as a percentage of GDP. Strip: S&P 500 total return in the calendar year. Sources: U.S. Treasury, Office of Tax Analysis; IRS Statistics of Income; BEA; Robert J. Shiller

In 2000 Americans realized $644B of gains (6.3% of GDP) and paid $127B of tax on them; by 2002 gains were down 58% and the tax down 61%. In 2007: $924B of gains and $137B of tax; by 2009, gains down 71%, tax down 73%. In 2021 gains reached $2.07T — 8.7% of GDP, the highest share in the records since 1954 — and by 2023 they were down 53%.

The Treasury's estimates of the tax itself end in 2014. For the latest boom the cash shows in the receipts: individual income tax paid outside withholding — estimated and final payments, where most tax on capital gains arrives — rose from $634B in fiscal 2019 to $1.15T in fiscal 2022 (+81%); in fiscal 2023 it was down 25%.

Not every spike is a boom: in 1986 (the top rate went from 20% to 28% the next year; gains +91%) and 2012 (the top rate went from 15% to 25.1% the next year; gains +60%), people sold ahead of a higher tax rate on long-term gains. The strip under the chart is the S&P 500's return in each year, dividends included.

The three booms: the year of the most gains and the lowest of the three years after
BoomPeak yearGains realizedTax paidLow yearGains realizedTax paid
Dot-com2000$644B6.3% of GDP$127B2002$269B2.5% of GDP$49.1B
Housing and credit2007$924B6.4% of GDP$137B2009$263B1.8% of GDP$36.7B
Pandemic2021$2.07T8.7% of GDP—2023$976B3.5% of GDP—

Who is left holding the shares

The sellers' gains were paid by buyers. Those who bought late and held on paid the highest prices — and then watched them fall. The Fed's accounts measure the damage in market value:

After the dot-com boom, US stocks of every kind lost $6.78T of market value from the end of 1999 to the end of 2002 (−34%); the shares households held directly, $3.34T (−40%). After 2006–07: $9.82T (−37%) by the end of 2008. After 2020–21, when households had been the big buyers, their direct holdings lost $5.83T (−19%) in 2022.

Market value at the end of the boom's highest year and at the lowest year-end of the next three
BoomAt the topAt the lowAll US stocksHouseholds, directly
Dot-com$20Tend of 1999$13.2Tend of 2002−⁠$6.78T−34%−⁠$3.34T−40%
Housing and credit$26.3Tend of 2007$16.5Tend of 2008−⁠$9.82T−37%−⁠$4.1T−41%
Pandemic$79.6Tend of 2021$63.9Tend of 2022−⁠$15.7T−20%−⁠$5.83T−19%

Market value of all corporate equities issued by US companies plus foreign shares held by Americans, and of the shares households held directly, at the end of each year, in dollars of that year. A change in value also includes shares bought and sold during the period.

Companies can be late buyers too: the net buybacks of $958B in 2006–07 were made at prices from which the S&P 500 fell 39.2% in 2008, dividends included. And the tax is a one-way street: the Treasury keeps the tax paid on gains cashed in on the way up, while losses on the way down can offset only future gains and a limited amount of other income.

Questions people ask

Who profits from a stock market bubble?

Whoever sells during it, and whoever takes a cut of the selling. In 2021, at the height of the last boom, Americans realized $2.07T of capital gains; Goldman Sachs and Morgan Stanley earned $25.1B from deals; Coinbase's revenue reached $7.84B. The government collects tax on every realized gain — $127B in 2000, at the top of the dot-com boom. Buyers who come late pay for all of it.

Do insiders sell at the top?

The clearest records are the companies'. In 2020–21 US companies leaned toward selling: their net issues were −⁠$128B over the two years, against −⁠$340B in 2019 alone and −⁠$553B in 2022. Some raised cash straight from the frenzy: Tesla $12.3B in 2020, GameStop up to $3.45B in a fiscal year, AMC $1.57B in 2021. In 2006–07 it was the other way round: companies were the biggest net buyers of stocks near the top, with net issues of −⁠$958B — the largest two-year net buyback in the data up to then. Sales by individual executives and directors, reported on SEC Form 4, are not counted here.

How does the government benefit from bubbles?

Through the tax on realized capital gains, which rises and falls with the market. Taxes on gains were $127B in 2000 and $49.1B in 2002; $137B in 2007 and $36.7B in 2009. In 2021 realized gains hit $2.07T, 8.7% of GDP. The windfall vanishes with the boom: the Treasury cannot count on it.

Who loses money when a bubble bursts?

Those who bought late and held through the fall — households and funds, and companies that bought back their own shares near the top. After 2020–21 households' directly held stocks lost $5.83T of market value in 2022; after the dot-com boom all US stocks lost $6.78T between the end of 1999 and the end of 2002. Paper gains vanish too, but for those who never sold, they were never cash.

Go deeper

How the numbers are calculated

  • The booms: three periods named by history — the dot-com boom (1999–2000), the housing and credit boom (2006–07) and the pandemic boom (2020–21) — as calendar years, with the two years after each. How far prices rose and fell in these and other booms is in Bubbles in the data.
  • Who bought and who sold: net purchases of corporate equities by sector, sums of the four unadjusted quarters of each year. US companies: shares of other companies they bought minus their own net issues (new shares minus shares retired through buybacks and takeovers paid in cash). ETFs: stocks they bought (left) and new ETF shares sold (right; all ETFs, bond funds included). Rest of the world: US shares bought by foreigners minus foreign shares bought by Americans. Everyone else: insurers, banks, brokers, hedge funds, governments, closed-end funds and other financial firms, net of their own issues. The Fed counts every share of US corporations, listed or closely held. Households are what is left after every other holder is counted, so they also hold what no other sector reports (before 2012, for example, hedge funds).
  • Fees: the line each company tags in its own reports (non-dimensional XBRL facts); the fourth quarter is the year minus nine months; fiscal years as the companies report them (GameStop's ends in January or early February, Morgan Stanley's in November until 2008).
  • Capital gains: realized gains, short and long term, on tax returns with net gains. Through 2014, the Treasury's Office of Tax Analysis, which also estimates the tax paid on them (each year includes some late-filed returns of the year before; estimates subject to revision). After 2014, IRS Statistics of Income: Schedule D taxable net gain plus capital gain distributions reported on Form 1040 — the same sum reproduces the Treasury's totals for the years both cover. The Treasury's tax estimates end in 2014. Share of GDP: nominal GDP of the calendar year.
  • S&P 500 by year: total return with dividends reinvested, from one December's monthly average to the next (Robert Shiller's monthly data), so it differs a little from returns between closing prices.
  • Dollars: every amount is in dollars of its own year, not adjusted for inflation; comparisons over decades use shares of GDP.
  • Who bought and who sold, market values: Board of Governors of the Federal Reserve System, Financial Accounts of the United States (Z.1), table F51.1 Corporate equities (public domain).
  • Fees and share sales: the companies' 10-Q and 10-K reports, SEC EDGAR XBRL company facts (public domain).
  • Capital gains and taxes, 1954–2014: U.S. Department of the Treasury, Office of Tax Analysis, Taxes Paid on Capital Gains for Returns with Positive Net Capital Gains (December 2016).
  • Capital gains after 2014: IRS Statistics of Income, Table 1.4 (Schedule D taxable net gain plus capital gain distributions on Form 1040).
  • GDP: U.S. Bureau of Economic Analysis, retrieved from FRED, Federal Reserve Bank of St. Louis.
  • Tax receipts: U.S. Department of the Treasury, Bureau of the Fiscal Service, Monthly Treasury Statement, Table 4.
  • S&P 500 total return: Robert J. Shiller, Yale University, S&P Composite data.
  • Not investment advice: who bought and who sold in past booms says nothing certain about the next one.

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