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Paper Explained

Was the 2017 Bitcoin Boom Printed Out of Thin Air? Griffin and Shams on Tether

Griffin and Shams followed the blockchain and found that freshly issued Tether flowed into Bitcoin right after price dips, propping the market up. One entity did most of it.

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Quant Memo

July 13, 2026

The paper

Is Bitcoin Really Untethered?

John M. Griffin and Amin Shams · 2020

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In 2017, Bitcoin went from under a thousand dollars to nearly twenty thousand. The explanation everyone offered was demand: the world was waking up to crypto, retail investors were pouring in, this was adoption.

There was an alternative explanation, whispered on forums and dismissed as conspiracy theory: the demand was fake, and it was being manufactured with a stablecoin called Tether.

Tether is a token that claims to be backed one-for-one by US dollars sitting in a bank account. It exists so traders can hold "dollars" on crypto exchanges without touching the banking system. The suspicion was simple and ugly: if Tether was being printed without the dollars behind it, then someone was creating money from nothing and using it to buy Bitcoin, and the entire boom was being levitated by an invisible printing press.

John Griffin and Amin Shams did something that would be impossible in any other market. They followed the money on the blockchain, and they published what they found in the Journal of Finance.

The problem: an accusation that could actually be checked

In a normal market, this investigation could not happen. If you suspected that a single actor was propping up the S&P 500, you would have no way to see their trades. Order flow is private. Positions are secret. You would be reduced to inference from prices.

Crypto is different in one crucial way: the ledger is public. Every Tether issuance is on a blockchain. Every transfer from the issuer to an exchange is on a blockchain. Every Bitcoin transaction is on a blockchain. The flows are, in principle, visible to anyone with the patience and the tooling to trace them.

Griffin and Shams built the tooling. They developed algorithms to trace the flow of Tether from its creation, through the exchange where it entered circulation, and onward, and to line those flows up against Bitcoin's price movements minute by minute.

The key idea via analogy: the buyer who only shows up after a dip

Here is the pattern they went looking for, and the logic of why it is so damning.

Suppose you were secretly supporting a market. You would not buy randomly. You would buy when the price started falling, to stop the fall. You would be a buyer of last resort, showing up precisely at the moments of weakness, absorbing the selling and turning the market back up.

Random demand does not behave like that. Genuine retail enthusiasm does not have exquisite timing. Real buyers arrive when they are excited, which is usually after prices have gone up, not surgically at the bottom of every dip.

So the test is: is the flow of Tether into Bitcoin timed to follow price declines?

It was. The authors found that Tether purchases of Bitcoin were timed following market downturns, and that these purchases were followed by sizable increases in the Bitcoin price. Money appeared exactly when the market needed rescuing, and the rescue worked.

They then piled on the corroborating evidence, and the accumulation is what makes the paper convincing rather than merely suggestive.

The flow was attributable to one entity. This was not thousands of independent Tether holders coincidentally buying dips. The trading pattern pointed overwhelmingly to a single large actor.

The trades clustered below round numbers. The buying showed up just under psychologically important price levels, exactly where you would place support if you were deliberately defending a level. This is a classic fingerprint of intentional price support, and it is very hard to explain as organic demand.

It induced asymmetric autocorrelation in Bitcoin returns. In plain terms, Bitcoin's price movements developed a lopsided pattern of following-through that is characteristic of a market being pushed rather than a market discovering a price.

The reserves looked thin at the wrong moments. The authors found patterns consistent with Tether's dollar reserves being insufficient before month-ends, the times when an audit or attestation would be most likely to look.

Their conclusion, carefully worded but unmistakable, is that these patterns are most consistent with the supply-based hypothesis: unbacked digital money being created and used to inflate cryptocurrency prices. Not a wave of genuine demand from cash investors, but a supply of manufactured dollars chasing a fixed supply of coins.

Why it mattered

  • It is a landmark of forensic finance. Using public blockchain data to trace a specific actor's market manipulation, and getting it published in the most prestigious journal in the field, demonstrated an entirely new mode of financial investigation. The transparency crypto advocates celebrate turned out to be a tool that could be aimed back at the industry.
  • It reframed stablecoins as a systemic risk. Tether was thought of as boring plumbing. This paper showed that the issuance of a stablecoin is a monetary act, and that an unbacked stablecoin is functionally a private central bank with no oversight, printing money into a market it also trades in.
  • It informed real regulatory action. The scrutiny of Tether's reserves, the settlements and disclosures that followed, and the broader regulatory attention on stablecoin backing all took place in an environment that this research helped shape.
  • It is a cautionary tale about narratives. The 2017 boom was universally narrated as adoption. A large part of it appears to have been a single actor with a money printer. Anyone who was building a thesis about "mainstream adoption" from the price action was reading a manufactured signal.
  • It gave the manipulation debate real evidence. Claims that a market is manipulated are cheap. Evidence is expensive. This paper produced evidence with a specific mechanism, a specific timing pattern, and a specific fingerprint.

The honest limitations

  • Correlation and causation are genuinely hard here. The paper establishes that Tether flows precede Bitcoin price increases and are timed after dips. Tether's operators and some academic critics have argued for a demand-driven story: Tether gets printed because demand is surging, and price rises follow for the same reason. The authors work hard to rule this out, particularly with the clustering below round numbers and the single-actor attribution, but it remains a contested reading.
  • Blockchain forensics involves judgement. Attributing wallets to entities, clustering addresses, and tracing flows through exchanges requires heuristics. The heuristics are reasonable and the authors are transparent, but they are not ground truth.
  • The paper does not prove intent, and it does not prove fraud. It documents patterns most consistent with unbacked issuance and price support. It is an academic study, not a legal finding, and the authors are appropriately careful about that distinction.
  • It is one episode. The findings concern a specific period, a specific stablecoin and a specific market structure. Whether similar dynamics operate in today's much larger and somewhat more regulated stablecoin market is a separate question that the paper does not answer.
  • It cannot say how much of the boom was manufactured. The evidence is that Tether flows had a material effect on prices. It is not a claim that the entire run from one thousand to twenty thousand was fake, and it should not be read as one.

The one-line takeaway

Griffin and Shams used the public blockchain to trace freshly-printed Tether into Bitcoin and found it arriving precisely after price dips, from a single entity, clustering below round numbers, evidence that a substantial part of the 2017 crypto boom was propped up by digital money that may never have been backed by real dollars.