A BIS model of rising output and a thinner consumer market sits outside Bitwise's three Bitcoin paths
Bitwise CIO Matt Hougan wrote in his Oct. 14 memo that nearly every macro path ends with Bitcoin higher. A BIS paper from two days earlier models a fourth path, in which CryptoSlate's worked example has output up 10% and the consumer market down 1%.
The Investor · Invest desk

Key figures: in the BIS calibrated scenario, consumption's share of output falls to 62.1% from about 69%. In CryptoSlate's worked example, output rises 10% while the consumer market index shows a 1% contraction.
| Figure | Value | Note | Claim |
|---|---|---|---|
| Consumption's share of output, BIS calibrated scenario | 62.1% | 12 | |
| Share at start, about | 69% | 12 | |
| Output, worked example | 10% more | 15 | |
| Consumer market index | 1% contraction | 15 |
What happened
- Hougan's memo names three paths: AI abundance that shifts value to scarce assets, a bursting AI bubble followed by recession and monetary expansion, and modest productivity gains that sustain ETF demand.
- In BIS Working Paper No. 1381, Phurichai Rungcharoenkitkul has consumption's share of output falling from about 69% to 62.1% once further innovation stops being profitable.
- Over three decades the paper's labor share of tasks falls from 60% to between 15% and 50%, and real wages settle about 15% below the path they would have followed without that automation.
- The Fed's Oct. 14 Beige Book had businesses in 5 of 12 districts reducing headcount through attrition, delaying hiring or expecting fewer jobs once AI productivity gains arrived.
- September CPI rose 3.7% from a year earlier and core gained 0.3% on the month, both above expectations, Cryptopolitan reported.
Why it matters
- contradiction A falling rate supports asset demand if it comes from a healthy productivity transition and coincides with deleveraging if it comes from weak consumption, so a rate-agnostic Bitcoin case depends on the cause.
- constraint The recession leg ends in monetary expansion, and it now starts from a Fed that markets price closer to a hike than they did a day earlier.
- decision The Beige Book cannot confirm the BIS loop, so anyone sizing Bitcoin on the memo has to pick a measure that can, and consumption's share of output is the one the scenario turns on.
Index the consumer market at 69 when output is 100. Let output rise 10% to 110 and cut consumption's share to 62.1%. Then 110 times 0.621 is 68.31 (CryptoSlate runs the same example) [12][15][25]. The share fell by exactly a tenth, since 62.1 over 69 is 0.9, and 1.1 times 0.9 is 0.99 [26].
"There are a lot of different paths for the economy. All of them lead to Bitcoin," Hougan said [3]. The BIS paper, published two days before his memo [10], describes a slower path. Sustainable growth in its scenario slips only from 2% to about 1.6% [13], and actual growth peaks just under 2.4% about 15 years in, then stays above 2% for about 35 years [14].
Hougan likened an AI-market crash to 2008, citing defaults by data centers and bond insurers [5], and wrote: "And because of the geopolitical importance of AI, the odds of a bailout strike me as nearly 100%." [4] In our view the paper's growth path has no default chain to trigger one.
The counter-thesis is that the BIS path is the abundance leg of the memo, playing out more slowly [2]. Output does rise in it. Hougan's baseline leans on ETF purchases and corporate treasury holdings [6]. If the owners of the machinery are the ones buying Bitcoin that way, a thinner consumer market matters less for Bitcoin. We can't rule that out. The paper's wage result carries its own caveat. It assumes fixed labor supply, a static set of tasks and wages tied to marginal productivity, and CryptoSlate notes that different assumptions could move it materially [17]. The Bitcoin link is CryptoSlate's, not the paper's. CryptoSlate wrote that Bitcoin's upside hinges on whether AI wealth reaches investors faster than wages and liquidity erode [30].
The early data cannot pick between the stories. Employment was flat or up in all 12 Beige Book districts (3 modest, 5 slight, 4 flat) [21][29], and consumer spending was broadly flat, with more than half of districts crediting higher-income households [22]. The Beige Book is a qualitative survey of observations through Oct. 5 and leaves the BIS feedback loop unconfirmed [23]. Rates are no cleaner. Hougan argues Bitcoin can appreciate whatever the Fed does [7]. In the paper, the natural rate falls from 1.65% before AI to a median 1.2% twenty years out, a 0.45-point drop inside a 90% band from -0.6% to 4.4% that spans 5.0 points [18][28][27].
Cryptopolitan reported that after the September CPI beat expectations [8], traders' odds of a 0.25-point hike on Oct. 28 rose 19.5 points in a day [9][24]. We'd be wrong about the BIS risk if ETF and treasury demand holds through a hike cycle. The memo's baseline of 3% growth and 4% rates would then carry the case with no bailout [6]. We'd also be wrong if looser labor assumptions erase the wage gap and the consumer base stops thinning [17].
What to watch
- The next Beige Book: whether attrition-based headcount cuts spread beyond the 5 of 12 districts that reported them.
- The Fed's Oct. 28 decision: a hike after 3.7% CPI would test the memo's bailout-and-expansion leg.
- ETF and corporate-treasury flows in the next stress episode, since Hougan's baseline depends on that demand holding.
Clarity's read
What the record supports and how the coverage leans. The claims behind it follow.
Reality
- Evidence50
- Adoption
- Insufficient
- Hype gap+40
- Incentives
- Insufficient
- Confidence62
Claim ledger
Ranked by verification strength, evidence, and original report placement.
- [1]
Bitwise CIO Matt Hougan argued in an Oct. 14 memo that nearly every macroeconomic path ends with Bitcoin higher, including an extraordinary AI productivity boom.
- [2]
Hougan's memo lays out three outcomes: AI abundance that makes intelligence-based services cheaper and shifts value toward scarce assets; a bursting AI investment bubble that triggers recession, policy intervention and monetary expansion; and modest productivity gains that support gradual adoption, continued ETF demand and higher institutional allocations.
- [3]
"There are a lot of different paths for the economy. All of them lead to Bitcoin," he said.
- [4]
"And because of the geopolitical importance of AI, the odds of a bailout strike me as nearly 100%." Hougan wrote this in his memo.
- [5]
In the bearish case of an AI-market crash, Hougan likened the outcome to the 2008 financial crisis, citing defaults by data centers and bond insurers, and believed government intervention would increase the money supply.
- [6]
Under a baseline scenario of 3% GDP growth and 4% interest rates, Hougan argues Bitcoin's momentum is self-sustaining, with continued ETF buying, rising corporate treasury holdings and growing sovereign debts generating structural demand.
- [7]
Hougan argued Bitcoin can still appreciate regardless of the Federal Reserve's actions on interest rates.
- [8]
September CPI rose 3.7% from a year earlier and core inflation gained 0.3% on the month, both above expectations.
- [9]
Traders raised the likelihood of a 0.25-percentage-point Fed rate increase on October 28 to 41.5%, up from about 22% the previous day.
- [10]
The Bank for International Settlements published a working paper two days before Hougan's memo that models a fourth path, in which AI automates work and lifts output while the consumer demand that funds further innovation thins until growth fades.
- [11]
BIS Working Paper No. 1381, 'Transformative AI and demand bottlenecks', is by Phurichai Rungcharoenkitkul.
- [12]
In the paper's calibrated scenario, consumption's share of output falls from about 69% to 62.1% when further innovation stops being profitable.
- [13]
Long-run sustainable growth drops from the 2% pre-AI baseline to about 1.6% in the calibrated scenario.
- [14]
Actual output growth peaks just under 2.4% about 15 years into the AI era and stays above 2% for about 35 years, as businesses keep accumulating machinery and computing capacity while the innovation engine weakens.
- [15]
CryptoSlate's worked example: if output rises 10% and consumption's share falls from 69% to 62.1%, the consumer market index moves from 69 to 68.31, a 1% contraction inside an economy that produced 10% more.
- [16]
The model estimates labor's share of tasks falls from 60% to between 15% and 50% over three decades, and in the demand-bottleneck calibration real wages settle about 15% below the path they would have followed absent that level of automation.
- [17]
The wage result assumes fixed labor supply, a static set of tasks for workers, and wages tied to marginal productivity, so different assumptions could move it materially.
- [18]
The paper's pre-AI natural rate of interest is 1.65%, its median 20 years out is 1.2%, and a 90% model band spans -0.6% to 4.4%.
- [19]
Falling rates from a healthy productivity transition can support asset demand, including Bitcoin, while falling rates from weak consumption, financial stress and contracting credit can coincide with deleveraging.
- [20]
The Fed's Oct. 14 Beige Book reported businesses in 5 of 12 districts reducing headcount through attrition, delaying hiring or expecting fewer jobs once AI-related productivity gains arrived.
- [21]
Beige Book employment was broadly stable, with three districts reporting modest increases, five slight increases, and four flat readings.
- [22]
Beige Book consumer spending was broadly flat, and more than half of districts said higher-income households drove it.
- [23]
The Beige Book is a qualitative survey that gathers observations through Oct. 5, describes uneven gains and unequal purchasing power, and leaves the BIS feedback loop unconfirmed.
- [24]
The odds of an Oct. 28 hike rose about 19.5 percentage points in a day.
- [25]
With output at 110 and consumption's share at 0.621, the consumer market index is 68.31, which is 1.0% below the starting 69.
- [26]
Consumption's share falls by exactly one tenth (62.1 / 69 = 0.9) while output rises by one tenth, so the product is 0.99 of the starting level.
- [27]
The 90% model band for the natural rate is 5.0 percentage points wide.
- [28]
The median natural rate 20 years out is 0.45 percentage points below the pre-AI reference.
- [29]
The three employment categories cover all 12 districts, so none reported a decline.
- [30]
Bitcoin's upside hinges on whether AI wealth reaches investors faster than wages and liquidity erode.
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Sources
2 independent publishers whose own reporting we read for this story.
- cryptopolitan.comBitwise CIO says Bitcoin wins in all 3 economic scenarios as macro risks mount
1 article · October 14, 2026
- cryptoslate.comBitcoin’s AI-driven rally faces a hidden danger if the machines get richer but workers don’t
1 article · October 15, 2026
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