Research: 12 data studies on crypto, stocks, Treasuries and money transfers

The research section holds 12 original studies, each answering one question from public data such as FRED, the World Bank, the ECB and exchange price histories. Every study shows its method and dated results, and its rows download free as a CSV under CC BY 4.0.

By Sonic Wallet Editorial Team· Updated · 8 min read

Key takeaways

  • The research section publishes 12 original studies, each answering one question with public data: Treasury and inflation series from FRED, World Bank remittance figures, ECB exchange rates, and daily crypto and stock prices. Eleven are dated snapshots that change only when they are rebuilt and rechecked; the twelfth, on large-cap stock volatility, recalculates from stored daily closes.
  • Headline results carry their end dates: 3-month Treasury bills beat CPI inflation in 38.2% of 12-month periods from 2000 to September 2026, and sending $200 cost 5.28% on average across 48 corridors in the World Bank's Q3 2025 survey.
  • Each study's CSV may be copied, adapted and republished, commercially or not, under CC BY 4.0, with credit, links to the study and the license, and a note of any changes. The underlying third-party series stay under their providers' own terms.
  • The studies measure what happened and make no forecasts. Past performance does not predict future results, and each study's limitations section spells out what its data cannot show, from intraday price swings to fees and taxes.

Each study here answers one question that comes up across the guides, such as how often Treasury bills beat inflation or how deep bitcoin's crashes have run, from public data. This page explains how the studies are built, dated and licensed, then sums up each one by topic; the full list follows at the end.

What is in each study?

Every study follows one layout, so they can all be read and checked the same way:

  • A summary with the dated headline number, then a table of key numbers.
  • A method table defining each measure, with the data sources and date range.
  • A results section for each question, built around a table or chart.
  • The limitations that apply, such as daily closes missing intraday moves or price returns leaving out dividends.
  • Reuse terms and a suggested credit line.

The main table of each study downloads as a CSV from a fixed address, for example /data/t-bill-yields-vs-inflation.csv. The page and the download read the same file, so they always match.

Where does the data come from?

The studies are built from public sources, mostly official statistics and exchange price feeds. Each study's own page names the exact series it uses and links to them.

SourceWhat it suppliesUsed in
FRED, the St. Louis Fed's database3-month Treasury yield, CPI-U, Treasury yield spreads, the Fed's target rate, recession dates, the S&P 500 price index and the broad dollar indexT-bills vs inflation, yield curve inversions, Fed rate cuts, bitcoin vs the S&P 500, the US dollar
Robert Shiller's stock market dataMonthly S&P 500 prices, averaged from daily closes, and dividendsFed rate cuts
World Bank Remittance Prices WorldwideSender fees and exchange-rate margins by corridorCost of sending $200
World Bank World Development IndicatorsPersonal remittances received, in dollars and as a share of GDPRemittances by country
European Central Bank, via FrankfurterDaily euro reference rates, converted to dollar ratesUS dollar vs world currencies
Bitstamp and Coinbase ExchangeDaily closing prices for bitcoin and five other coinsThe four bitcoin and crypto return studies
DefiLlamaOne daily price per stablecoinStablecoin depegs
Twelve Data, stored by the siteSplit-adjusted daily closes for five stocks and two ETFsLarge-cap stock volatility

How are the snapshots dated and refreshed?

Eleven studies are dated snapshots: a build script pulls each source, calculates the results and stamps them with the last date the data covers. The figures change only when the script is re-run and the study's text is rechecked against the new output.

Each source updates on its own schedule, so the studies end on different dates:

  • Daily market series end between October 28 and November 1, 2026, and Shiller's monthly S&P 500 data runs through October 2026.
  • CPI is monthly, so the T-bill study ends with September 2026; the next CPI release is due November 10, 2026. BLS published no CPI for October 2025, so that month and the 12-month periods that start or end on it are left out.
  • The World Bank's latest corridor survey is for Q3 2025, with prices collected from July 22 to September 10, 2025.
  • Remittance inflows are annual, and most countries' latest figures are for 2025.

The twelfth, on large-cap stock volatility, has no snapshot: it is recalculated from the daily closes the site stores, and its tables show an “unavailable” note until that price history is complete.

Worked example: Rebuilding September 2026's real T-bill yield from the CSV

The T-bill study's last row, for September 2026, shows a 3-month Treasury yield of 4.09% (the month's average) and CPI inflation over the previous 12 months of 3.74%. The method defines the real yield as (1 + yield) ÷ (1 + inflation) − 1:

  • 1.0409 ÷ 1.0374 = 1.00337
  • 1.00337 − 1 = 0.00337, or 0.337%, which the table rounds to 0.34%

Subtracting instead gives 4.09 − 3.74 = 0.35 points. That shortcut is close when inflation is low, but the gap between the two grows when inflation runs high.

How can you reuse and cite a study?

The study tables and CSVs are published under the Creative Commons Attribution 4.0 International license, CC BY 4.0. Anyone may copy, redistribute, adapt and build on them for any purpose, commercial or not. The license deed sets three conditions: give appropriate credit, link to the license and say what was changed, such as trimmed rows or a recalculated column.

A credit line names the analysis, its sources and the data's end date, placed next to links to the study and the license. For the yield curve study it reads: “Source: Sonic Wallet analysis of FRED daily Treasury spreads (T10Y2Y and T10Y3M) and NBER business-cycle dates, data through October 30, 2026.”

The license covers the analysis, not the raw inputs. The underlying series remain under their providers' terms, and some restrict reuse: S&P Dow Jones Indices, for one, does not allow its index values to be reproduced without permission. The editorial policy explains how studies are built, checked and corrected.

Crypto: returns, crashes, timing and stablecoins

Five studies use daily prices to test claims readers meet in the crypto guides.

StudyQuestion it answersHeadline numberData through
Bitcoin vs the S&P 500How have bitcoin's returns and risk compared with the S&P 500's over 1, 3, 5 and 10 years?61.0% a year for bitcoin and 13.8% for the S&P 500 price index over 10 years, with volatility of 68.3% and 18.1%October 28, 2026
Bitcoin drawdowns historyHow deep have bitcoin's falls of 50% or more been, and how long did recoveries take?5 complete declines averaging 73.8%, and a median 469 days from the low to a new recordNovember 1, 2026
Bitcoin DCA vs lump sumDid investing all at once beat spreading purchases over 12 months?The lump sum beat monthly buying in 68.3% of 167 start months, measured a year laterNovember 1, 2026
Crypto returns by day of the weekDoes any weekday reliably earn more for six major coins?2 of 42 coin-weekday averages had a t-statistic of 2 or more either way, against 2.1 expected by chanceOctober 31, 2026
Stablecoin depeg historyHow often have major stablecoins traded away from $1?USDT was more than 0.5% off on 48 of 2,127 days, and USDC on 53November 1, 2026

Bitcoin's latest close in the drawdown study, $78,233 on November 1, 2026, was 37.3% below its $124,728 record of October 6, 2025. Two caveats matter here: the S&P 500 side of the bitcoin comparison leaves out dividends, and one price a day misses intraday extremes, such as USDC's slide on March 11, 2023. Live prices sit on the bitcoin price page.

Stocks and the Fed

Two studies look at the stock market: one at how the S&P 500 moved after Fed rate cuts, the other at how much the largest companies swing.

StudyQuestion it answersHeadline numberData through
S&P 500 after Fed rate cutsHow did the S&P 500 move after the first rate cut of each easing cycle since 1984?Up 8.7% on average 12 months after the first cut, and higher in 7 of 9 cyclesOctober 2026
How volatile are the biggest stocks?How much have Apple, Microsoft, Nvidia, Alphabet and Tesla swung next to the SPY and QQQ funds?None fixed: recalculated from daily closesThe latest stored close

The 8.7% average hides a split in the same data: 16.7% across the five cycles with no recession within two years, against −1.2% across the four where one began. Returns run between monthly averages of daily closes, so they approximate close-to-close moves rather than match them. The stocks hub covers investing through index funds, and the SPY page charts the S&P 500 fund's price and returns.

Treasuries and inflation

Two studies cover what Treasury bills have earned after inflation and what the yield curve has signaled.

StudyQuestion it answersHeadline numberData through
T-bill yields vs inflationHow often have 3-month Treasury bills beaten CPI inflation since 2000?38.2% of 12-month periods; the real yield was 0.34% in September 2026September 2026
Yield curve inversions historyHow long and deep was each inversion since 1980, and did a recession follow?10 inversions of the 10-year minus 2-year spread, 7 followed by a recession within 2 years; 9 of the 10-year minus 3-month spread since 1982, 6 followedOctober 30, 2026

The real yield was negative in 194 of the 320 months, including a 62-month run from November 2009 to December 2014. The longest inversion, 1,095 days of the 10-year minus 3-month spread from October 18, 2022, was followed by no recession within two years, and on October 30, 2026 both spreads were positive, at 0.38 and 0.78 percentage points. The Treasuries hub covers how bills work, and the T-bill calculator turns a discount rate into a purchase price and yield.

Money transfer and currencies

Three studies cover what it costs to send money abroad, where remittances go and how far the dollar has moved.

StudyQuestion it answersHeadline numberData through
Cost of sending $200 by corridorWhat does it cost to send $200, or a fixed amount in the sender's currency, in 48 corridors?5.28% on average; 2 of 48 corridors at or below the UN's 3% targetQ3 2025 survey
Remittances by countryWhich countries receive the most remittances, in dollars and as a share of GDP?India received $150.7 billion; inflows equaled 57.7% of Tajikistan's GDPMostly 2025
US dollar vs world currenciesHow far has the dollar moved against 29 currencies over 1, 5 and 10 years?Stronger against 17 of 28 currencies over 10 years; the Fed's broad dollar index rose 6.5%October 30, 2026

The corridor figure is a simple average across the 48 corridors, not the World Bank's weighted global average, and corridors from the UAE, Saudi Arabia, Canada and Australia are priced in local currency, so their percentages compare but their dollar costs are not shown. The remittance table adds the 187 countries with data to $986 billion, 50.5% of it going to the top 10; Vietnam is absent because the World Bank has no figure for it after 2004, not because it receives little. The money transfer hub shows how to price a transfer yourself, and the currency converter shows today's exchange rates.

What can't these studies tell you?

They describe particular windows and samples, and past performance does not predict future results. Samples are often small, such as 9 easing cycles or 19 inversions across two spreads; price histories start when an exchange's records do; and testing 42 coin-weekday pairs turns up about two “significant” averages by chance alone. None of the studies is advice: they set out what the data recorded so readers can weigh it. The investing glossary defines the measures behind them, from drawdown to the Sharpe ratio.

All studies

Frequently asked questions

Why does the stock volatility study show no numbers?+

It is the one live study. It recalculates volatility, beta and drawdowns from daily closes stored by the site, and its tables show an 'unavailable' note until that price history is complete. Its method and measures are published in full in the meantime.

Do the returns include fees, dividends and taxes?+

Mostly not. The bitcoin DCA test ignores fees, spreads and taxes, the bitcoin vs S&P 500 comparison uses the S&P 500 price index without dividends, and the T-bill study is before tax. The Fed rate-cut study adds a 12-month total return with dividends reinvested.

Are the figures adjusted for inflation?+

Only the T-bill study works in real terms, comparing each month's 3-month Treasury yield with CPI inflation over the previous 12 months. The other studies report nominal returns, prices and costs, so inflation over a long window is not taken out.

Why do some studies end in 2025 and others in November 2026?+

Each study ends where its source does. The World Bank's latest corridor price survey covers Q3 2025 and most remittance inflow figures are for 2025, while FRED, the European Central Bank and the exchange price feeds run to late October or November 1, 2026.

Do these studies show what will happen next?+

No. They measure what happened in specific windows and samples, some as small as nine Fed easing cycles, and past performance does not predict future results. Each study lists the caveats that limit what its numbers can say.

Sources

  1. Attribution 4.0 International (CC BY 4.0), Creative Commons
  2. Market Yield on U.S. Treasury Securities at 3-Month Constant Maturity (DGS3MO), Federal Reserve Bank of St. Louis (FRED)
  3. Consumer Price Index for All Urban Consumers: All Items, Not Seasonally Adjusted (CPIAUCNS), US Bureau of Labor Statistics, via FRED
  4. 10-Year Treasury Constant Maturity Minus 2-Year Treasury Constant Maturity (T10Y2Y), Federal Reserve Bank of St. Louis (FRED)
  5. S&P 500 (SP500), S&P Dow Jones Indices, via FRED
  6. U.S. stock price, earnings and dividends data, Robert J. Shiller
  7. Remittance Prices Worldwide, The World Bank
  8. Personal remittances, received (current US$), The World Bank
  9. Euro foreign exchange reference rates, European Central Bank
  10. Bitstamp API documentation, Bitstamp
  11. Coinbase Exchange APIs, Coinbase
  12. Stablecoins: market cap, supply and peg data, DefiLlama