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Study · US Treasury debt buybacks

The Buyback Was Already on the Calendar

Treasury bought back $6bn of its own debt and the reflex reading was that it is bullish for Bitcoin. Across all 161 operations since the program went live, buyback days are indistinguishable from ordinary days, and the headline number was a maximum Treasury had announced in advance.

161 operations from 29 May 2024 to 29 September 2026, with Bitcoin closes to the same date

Published Oct 1, 2026, 4:30 PM ET

Data through Oct 1, 2026

TL;DR

  • Across 161 Treasury buyback operations since the program went live on 29 May 2024, Bitcoin closed higher on 46.0% of them, against 49.9% of every day in the same window. The gap is 3.9 points and the margin of error is 3.9 points.
  • The 95% interval on the buyback hit rate runs from 38.2% to 53.7%. It contains 50%, so the honest reading is no detectable relationship in either direction, not a bearish one.
  • The result is the same at every horizon tested. Next day 47.2% against 50.2%, five days 46.9% against 51.6%. Three windows, one null.
  • The one cut that leans the other way is the 21 operations of $6bn or more, where Bitcoin rose 12 times. On 21 observations the interval runs from 36% to 79%, which is also noise.
  • The size of an operation explains essentially none of the day's move, and it could not do so cleanly anyway: the amount accepted is capped from above by a maximum Treasury publishes in advance, and 103 of the 161 operations took exactly that cap.

A large crypto account posted that the US Treasury had just bought back $6 billion of its own debt, and that this was bullish for Bitcoin. The post was widely shared. The figure in it was correct.

The question worth asking is not whether the number is right but whether the conclusion attached to it has ever been true. Treasury buybacks are not rare, they are scheduled, and there are enough of them now to check.

What a buyback operation actually is

Treasury's buyback program restarted in 2024. In an operation, Treasury offers to repurchase a defined bucket of outstanding securities, dealers offer bonds for sale, and Treasury accepts up to a maximum it has published in advance. Most operations are Liquidity Support, which run on a quarterly schedule and are small. A minority are Cash Management, tied to tax-date cash balances, and those are where the larger numbers appear.

This matters for the claim, because it means the headline dollar figure is usually not news. Across the 161 operations tested here, 103 accepted exactly the maximum Treasury had already announced. The median operation was $2.0bn.

On 1 October Treasury said in advance it would buy at most $6bn. Dealers offered $46.4bn. Treasury accepted $6bn. The only number in that sequence that could have surprised anybody is the one nobody quoted.

The base rate

Bitcoin closed higher on 46.0% of the 161 buyback days, against 49.9% of every day in the same window.

That is a gap of 3.9 points. At 161 observations the margin of error on a hit rate is 3.9 points, and the 95% interval runs from 38.2% to 53.7%. It contains 50% with room on both sides. A permutation test puts the odds of seeing a gap at least this large by chance alone at roughly one in three.

So the finding is a null. Buyback days look like ordinary days.

The same answer turns up at every horizon. The day after an operation, which is the window that actually sits after the result is published, Bitcoin rose 47.2% of the time against 50.2% for all days. Five days out, 46.9% against 51.6%. Three windows, three nulls, all of them straddling the baseline.

The cut that looks like an exception

There is one slice of the data that leans the other way, and it is the slice closest to the claim being made: operations of $6bn or more, the size of the one that prompted the original post. Bitcoin rose on 12 of those 21 days, or 57.1%.

That is worth printing rather than quietly omitting, because leaving it out would be exactly the kind of selective reporting this study exists to push back on. It is also not evidence of anything. Twenty-one observations put the interval at 36% to 79%. Roughly a quarter of randomly chosen 21-day samples would do as well or better. The effect does not persist either: by the next day the average return in that subgroup is negative.

If large operations moved Bitcoin, the size of an operation should carry some information about the size of the day's move. It carries almost none. And it could not be measured cleanly even if it did, because the amount accepted is capped from above by a figure published days earlier, so most of its variation is Treasury's calendar rather than the market's response.

Why the reflex is so appealing

The argument usually runs through liquidity: Treasury pays cash to dealers, dealers hold cash, cash finds risk assets. It is a tidy story and it is not obviously wrong in direction. It is simply too small and too scheduled to show up.

A $6bn operation is a rounding error against the Treasury market, it is announced before it happens, and it swaps one asset for another at a price set in a competitive auction. Buying back debt is not the same as creating money. It is not quantitative easing, and the Federal Reserve's own open-market operations, which some commentary confuses with these, are a different program entirely with different purposes.

None of which proves there is no effect. It explains why an effect that may exist in theory does not survive contact with 161 observations.

What would change the answer

A much larger operation, an unscheduled one, or a change in the program's size relative to issuance would all be reasons to measure this again. So would a run of operations where the accepted amount came in well under the announced cap, which would make accepted size informative rather than mechanical.

Until one of those happens, the honest answer to whether a Treasury buyback is bullish for Bitcoin is that the record does not show it, in either direction, and that the dollar figure in the headline was on the calendar before it was news.

Every episode (4)

WindowOperationsBitcoin up on buyback daysBitcoin up on all daysVerdict
Same day161+46.0%+49.9%3.9 point gap against a 3.9 point margin of error. Interval 38.2% to 53.7%, which contains 50%.
Next day161+47.2%+50.2%The window that actually sits after the result is published. Same null.
Five days160+46.9%+51.6%Operations cluster two or three a week, so these windows overlap heavily. Treat as corroboration, not independent evidence.
Operations of $6bn or more21+57.1%+49.9%12 of 21 rose. Interval 36% to 79%. The only cut that leans bullish, and it is far too small to carry a claim.

How this was measured

The event set is every Treasury debt buyback operation recorded by the Bureau of the Fiscal Service, which is the same feed that builds TreasuryDirect's own public results table. Of 167 records, three April 2024 entries marked Small Value are operational tests rather than policy and were excluded, and two cancelled operations have no results to include. That leaves 162. The operation of 1 October 2026 was also excluded, because it ran at 17:40 UTC on the day this was written and its Bitcoin day had not closed. Scoring an outcome that has not happened, while separately treating that same day as the event being explained, cannot both be true. The tested set is therefore 161 operations, running from 29 May 2024 to 29 September 2026, and they fall on 161 distinct calendar dates, so operations and days are interchangeable here rather than double counted. Bitcoin is daily closes from Coinbase's public candles on a UTC day, 1,005 rows with no missing days, and every operation date has a matching Bitcoin row. Returns are measured from the previous day's close, so the same-day figure is the close-to-close move across the operation date. The baseline is every day in the same window, which deliberately includes the buyback days themselves; that drags the baseline toward the buyback rate and so understates the gap being reported. The stricter contrast, buyback days against non-buyback days only, is 46.0% against 50.8%, and the conclusion does not change. Three limits are worth stating plainly. First, results are published near 17:40 UTC, so a close-to-close same-day window is mostly made up of hours before the result is known; it is a fair test of anticipation but a poor test of reaction, which is why the next-day window is reported alongside it and lands in the same place. Second, the amount accepted is censored from above by a maximum Treasury announces in advance, and 103 of the 161 operations took exactly that cap, so accepted size largely measures Treasury's published schedule rather than anything the market did on the day; a correlation computed on it is not fit to carry a claim, and the one we computed is indistinguishable from zero. Third, operations cluster at two or three a week, so multi-day windows overlap and the next-day and five-day figures are not independent of the same-day figure. The composition of the tested set, for anyone who wants to cut it differently: 134 Liquidity Support operations and 27 Cash Management operations, $489.3bn of par accepted in total, with a median operation of $2.0bn. Liquidity Support operations run on a published quarterly schedule and are small; Cash Management operations are tied to tax-date cash balances and are where the large numbers sit. Pooling them is appropriate here only because the claim under test makes no distinction between them. Finally, what this study does not say. It does not say buybacks are bearish for Bitcoin. A 3.9 point gap on 161 observations is smaller than its own margin of error, and reporting it as a negative finding would be the same error as the claim it set out to test, pointed the other way.

Sources

Educational commentary, not investment advice. See the full disclaimer.