13 min read

Inflation to Deflation: The Math Behind Ethereum's Coming Supply Shock

The network is issuing more ETH than it's burning. Most people read that as a problem. We read it as a network sitting at the edge of a structural inflection - and we've done the math to show what happens when it crosses.
Inflation to Deflation: The Math Behind Ethereum's Coming Supply Shock

Quantum Letter | March 2026 

Conflict of Interest Disclosure: Patriot Advisory Group LLC (“PAG”) and/or its principals may hold positions in Ethereum (ETH) and ETH-related exchange-traded products referenced in this report.  This report is published by Quantum Capital, a registered trade name (DBA) of Patriot Advisory Group LLC, a registered investment adviser, and is provided for informational and educational purposes only. It does not constitute investment advice or a solicitation to buy or sell any security or digital asset. Past performance is not indicative of future results. Please review the full Compliance & Regulatory Disclaimer at the end of this report before acting on any information herein.


Ethereum is currently inflationary.

If you've been watching the numbers, you already know this. The network is issuing more ETH than it's burning. Every transaction on Ethereum permanently removes a small amount of ETH from existence - that destruction is the burn - and right now, the network isn't transacting at the volume needed to outpace what it creates. That gap, while modest, has persisted through much of the past year. On its surface, that sounds like a problem.

It isn't.

What it actually represents is a network at the precise moment before a structural inflection - one that is visible in the math, traceable through the regulatory architecture being built right now, and largely invisible to anyone who hasn't done the work to understand what drives Ethereum's supply equation.

We've done that work. And what we found is this: Ethereum was architecturally designed to flip deflationary. It is a function of how the network generates fees, burns supply, and responds to demand. The transition from inflationary to deflationary isn't a question of if. It's a question of what volume of institutional activity is required to tip the equation - and what happens to supply when it does.

This letter walks through that math.

For readers who want the full regulatory and institutional context behind what we're describing, we'd point you to our prior work: America's Great Financial Upgrade, The Ethereum Inflection Point (December), and Ethereum's Institutional Trajectory (January). This piece assumes that context and moves directly into the mechanics.


How Ethereum's Supply Equation Works

Ethereum's fee structure was fundamentally redesigned in 2021 with an upgrade called EIP-1559. Before that upgrade, transaction fees went entirely to miners. After it, the mechanism changed in a critical way: a portion of every transaction fee is now permanently removed from circulation. That removed portion is the burn. What remains goes to the validators who secure the network.

This created a simple but powerful equation. Ethereum issues approximately 1,700 new ETH every day through staking rewards - that's the supply side. On the other side, every transaction on the network burns a variable amount of ETH depending on how much activity is happening. When burn exceeds issuance, the total supply of ETH shrinks. When issuance exceeds burn, it grows modestly. Right now, we're in the latter scenario - but not by much, and not for the reasons most people assume.

The L2 Paradox

Here's where it gets interesting. Ethereum's ecosystem has been growing rapidly. Transaction volume is up. Developer activity is up. The total value locked in Ethereum-based applications has surged. By almost every measure, the network is more active than ever.

So why isn't the burn keeping pace?

The answer is Layer 2. To understand it, think of Ethereum as having two distinct layers. Layer 1 is the settlement layer - it's where transactions are finalized, where fees are generated, and where ETH gets burned. Layer 2 sits above it, handling the bulk of everyday transactions cheaply and efficiently, then periodically settling the results down to Layer 1 in compressed batches.

Think of Layer 2 as the most secure digital vault in the world. Institutions, developers, and users park their activity there because it's fast, cheap, and extraordinarily safe. Layer 1 is the chip window at the casino - every time real money moves, every time something needs to be settled with finality, it has to come through there.

A 2024 network upgrade called Dencun made Layer 2 dramatically more cost efficient. The paradox it created: the more activity moves to Layer 2, the less fee pressure lands on Layer 1 in the short term. Burn stays subdued even as the ecosystem grows.

This is the network scaling exactly as designed. The question for anyone tracking Ethereum's supply trajectory is straightforward: what brings sustained, high-volume demand back to Layer 1? And the answer to that question is where the math gets very interesting.

Where We Are Today: The Baseline Math

Let's put the current numbers on the table.

Every day, the Ethereum network issues approximately 1,700 new ETH through staking rewards. On the burn side, under current network conditions, somewhere between 800 and 1,200 ETH are being destroyed daily. That leaves a net surplus of roughly 500 to 900 ETH entering circulation every day - a mild inflation rate of approximately 0.15% to 0.27% annually.

To put that in perspective, that is one of the most modest inflation rates of any major asset in the world. But it is still inflation, and for Ethereum's supply thesis to fully materialize, that equation needs to flip.

Here is what makes this moment significant. The gap between where we are and deflationary territory is not large. Burn needs to reach approximately 1,700 ETH per day just to hit net zero - a neutral supply position. Push burn to 2,000 or above, and Ethereum begins actively shrinking in supply. The network doesn't need a speculative retail frenzy to get there. It needs a specific and measurable increase in one thing: Layer 1 transaction activity.

And this is where burn rate becomes the most important number we track at Quantum. Burn rate is revenue. It is the most direct measure of how much real economic activity is flowing through the settlement layer. When institutions are transacting, settling stablecoins, tokenizing assets, and moving capital through Ethereum's base layer, the burn reflects it immediately. It is the network's vital sign.

Right now that vital sign is subdued. But the conditions that change it are structural, they are measurable, and several of them are already in motion.


The Institutional Inflection: Three Channels That Change Everything

The reason burn is subdued today is also the reason the inflection, when it comes, will be structural. Layer 2 has absorbed the growth of retail and developer activity. What it cannot absorb - what by design must settle on Layer 1 - is institutional demand. And institutional demand operates through three specific channels.

Stablecoin Settlement

Ethereum currently hosts over $150 billion in stablecoin supply, representing roughly 60% of all stablecoins in existence. Every time a stablecoin is minted, burned, or transferred at institutional scale, that transaction settles on Layer 1. These are not retail transfers. We are talking about banks, fintech firms, and asset managers moving hundreds of millions of dollars at a time, requiring the security and legal finality that only Layer 1 provides.

Treasury Secretary Scott Bessent has publicly framed stablecoins as an important feature of financing the U.S. government. If stablecoin supply grows from $150 billion today toward $300 to $400 billion by 2028, as Treasury's own framework implies, the settlement volume flowing through Ethereum's Layer 1 grows with it. Every dollar of that volume generates fees. Every fee burns ETH.

Real World Asset Tokenization

Tokenized treasuries, securities, and real estate require Layer 1 settlement for legal and custody reasons. This is how the architecture works. BlackRock, Fidelity, and other major asset managers have publicly stated they are positioned and waiting for regulatory clarity before scaling their tokenized product lines. Current on-chain real world assets sit at approximately $50 billion. Conservative institutional projections put that figure at $300 to $500 billion by 2028.

Every tokenized asset that moves, settles, or changes hands on Ethereum burns ETH on Layer 1.

Corporate Treasury and ETF Activity

Public companies are beginning to hold ETH on their balance sheets the way they hold cash - as a yield-generating strategic reserve. Staking rates among institutional holders are already approaching 100%. BlackRock's ETHA fund alone holds approximately 3 million ETH. As more corporate treasuries follow, the custody movements, staking operations, and collateral transactions they generate all flow through Layer 1.

This category doesn't require a single large event to drive burn. It compounds quietly and consistently as institutional adoption broadens.

Why This Matters for the Equation

These are the operational requirements of institutional finance settling on a blockchain. And critically, none of them can be routed through Layer 2. They require the finality, security, and legal standing of Layer 1 settlement.

This is the mechanism that changes the burn equation. Institutions doing what institutions do - moving and settling capital at scale - through the only layer built to handle it.

The regulatory framework that unlocks this activity at full scale is the Clarity Act. We have covered its architecture and progress in depth across our prior letters. What matters for this piece is the role it plays in the math: Clarity is the gate. Once it opens, the institutional volume described above moves from projected to operational. And when that happens, the burn equation shifts in a way the market has not yet priced.


Running the Equation Forward

We now have everything we need to run the math. A fixed issuance of approximately 1,700 ETH per day. A burn rate that responds directly to Layer 1 transaction volume. And three institutional demand channels that are measurable, structural, and currently sitting behind a regulatory gate that is in the process of opening.

The question the equation asks is simple: at what daily burn rate does Ethereum's supply flip, and what does that level of network activity actually require?

The Break-Even Point

At 1,700 ETH burned per day, Ethereum reaches net zero. Supply is neither growing nor shrinking. That number is not far from where we are today. Current burn runs between 800 and 1,200 ETH per day. The gap between the top of that range and break-even is approximately 500 ETH per day - a modest increase in Layer 1 activity gets us there.

Now lets get into the math.

The Near-Term Scenario: 2,200 to 2,400 ETH Burned Per Day

When we model institutional activity at conservative post-Clarity adoption levels, the math produces a daily burn of approximately 2,200 to 2,400 ETH.

Near-Term Scenario · Post-Clarity
Institutional Activity Breakdown
Conservative adoption levels · Daily ETH burned by channel
Activity Channel
Daily Burn (ETH)
Stablecoin Settlement
900 – 1,000
RWA Tokenization
400 – 500
Corporate Treasury & ETF Operations
350 – 400
Institutional DeFi
350 – 400
Baseline Retail & Existing Activity
200 – 300
Total Daily Burn
2,200 – 2,400 ETH

Note: Conservative post-Clarity institutional adoption. Excludes retail speculation and assumes continued L2 headwinds on baseline burn.

Quantum Capital March 2026 · Internal Research
Near-Term Scenario · Post-Clarity
Net Supply Equation
Daily issuance vs. projected burn · 2,200–2,400 ETH/day scenario
Supply Variable
ETH Per Day
ETH Annually
Daily Issuance
+1,700
+620,500
Daily Burn
−2,200 to −2,400
−803,000 to −876,000
Net Supply Change
−500 to −700
−182,500 to −255,500
Annualized Deflation Rate
−0.15% to −0.21%

Note: Based on 120M ETH total supply. Deflation rate reflects net annual supply reduction as a percentage of total supply outstanding.

Quantum Capital March 2026 · Internal Research


This requires steady institutional Layer 1 settlement activity at levels that are structurally achievable once regulatory clarity removes the current blocker.


The 2027 Scenario: 2,800 ETH Burned Per Day

As stablecoin supply scales toward $300 billion and RWA tokenization moves from pilot programs to operational infrastructure, the burn rate in our 2027 model reaches a daily average of 2,800 ETH.

2027 Scenario · Institutional Scaling
Institutional Activity Breakdown
Stablecoin supply ~$300B · RWA tokenization at operational scale · Daily ETH burned by channel
Activity Channel
Daily Burn (ETH)
Stablecoin Settlement
1,200
RWA Tokenization
600
Corporate Treasury & ETF Operations
500
Institutional DeFi
500
Total Daily Burn
2,800 ETH

Note: 2027 median projection. Assumes Clarity Act operational, stablecoin supply ~$300B, and RWA tokenization moving from pilot to operational scale. No retail speculation included.

Quantum Capital March 2026 · Internal Research
2027 Scenario · Institutional Scaling
Net Supply Equation
Daily issuance vs. projected burn · 2,800 ETH/day scenario
Supply Variable
ETH Per Day
ETH Annually
Daily Issuance
+1,700
+620,500
Daily Burn
−2,800
−1,022,000
Net Supply Change
−1,100
−401,500
Annualized Deflation Rate
−0.33%

Note: Based on 120M ETH total supply. Consistent with Standard Chartered and institutional research desk projections. No retail speculation or speculative premium assumed.

Quantum Capital March 2026 · Internal Research


At that rate of supply compression, combined with the institutional capital inflows already underway, the math converges on an ETH valuation in the range of $11,500 by end of 2027. This figure is consistent with projections published by Standard Chartered and multiple institutional research desks - and it assumes no retail speculation, no speculative premium, and continued L2 headwinds suppressing baseline burn.


The 2028 Scenario: 3,600 ETH Burned Per Day

By 2028, if Treasury's stablecoin framework drives supply toward $400 billion and corporate treasury adoption reaches 20 to 30 public companies holding ETH on their balance sheets, the daily burn in our model reaches 3,600 ETH.

2028 Scenario · Full Institutional Adoption
Institutional Activity Breakdown
Stablecoin supply ~$400B · 20–30 corporate treasuries · Daily ETH burned by channel
Activity Channel
Daily Burn (ETH)
Stablecoin Settlement
1,600
RWA Tokenization
900
Corporate Treasury & ETF Operations
700
Institutional DeFi
400
Total Daily Burn
3,600 ETH

Note: 2028 median projection. Assumes Treasury stablecoin policy support, 20–30 public companies holding ETH on balance sheets, and cumulative institutional capital inflows exceeding $100B. No retail speculation included.

Quantum Capital March 2026 · Internal Research
2028 Scenario · Full Institutional Adoption
Net Supply Equation
Daily issuance vs. projected burn · 3,600 ETH/day scenario
Supply Variable
ETH Per Day
ETH Annually
Daily Issuance
+1,700
+620,500
Daily Burn
−3,600
−1,314,000
Net Supply Change
−1,900
−693,500
Annualized Deflation Rate
−0.58%

Note: Based on 120M ETH total supply. Consistent with Standard Chartered $18,000–$25,000 range for 2028. Anchored at lower end given conservative institutional adoption timeline. No retail speculation assumed.

Quantum Capital March 2026 · Internal Research


At that level of sustained supply compression, with cumulative institutional capital inflows exceeding $100 billion across ETFs, corporate treasuries, and DeFi TVL, the math produces an ETH valuation in the range of $18,000 by end of 2028.

What the math shows is that the move from where Ethereum is today to where the equation places it in 2027 and 2028 does not require anything extraordinary. It requires the institutional demand that is already forming to begin flowing through Layer 1 at scale.


The Decoupling Moment

There is a tendency to evaluate Ethereum through the lens of Bitcoin. When Bitcoin rises, ETH follows. When Bitcoin corrects, ETH corrects harder. For most of crypto's history, that relationship has held. Ethereum has never fully escaped Bitcoin's gravitational orbit.

The deflationary flip changes that.

When Ethereum crosses into sustained deflation - when the network is consistently destroying more supply than it creates - it becomes what it actually is: productive financial infrastructure with a shrinking supply base and a yield. That is a fundamentally different investment profile, and institutional capital prices it differently.

This is the moment we are watching for at Quantum. The moment when the burn rate sustainably exceeds issuance is the moment Ethereum's identity in institutional portfolios shifts permanently. A yield-generating settlement layer with deflationary supply characteristics belongs alongside infrastructure assets - and infrastructure assets are priced on cash flows and scarcity, not sentiment.

The math we walked through in the prior section is conservative by design. It assumes no retail participation. It assumes continued L2 headwinds. It assumes steady institutional adoption without acceleration. And even under those conservative assumptions, the equation produces a supply dynamic that the market has not yet priced.

When it does price it, there will be no looking back. Assets that cross structural thresholds of this kind - where the fundamental supply and demand equation permanently shifts - do not revisit the prices they left behind.


What We Are Building

The work in this letter is an ongoing effort, one snapshot in a continuous process of tracking what matters.

We have been building the Quantum Tracker - a suite of tools designed to make the metrics that matter visible in real time to anyone who wants to follow them. The first piece of that infrastructure we have been developing is a burn rate versus issuance monitor: a live view of the single most important number in Ethereum's supply equation, updated as the network moves. When burn crosses issuance, you will see it. When institutional activity begins flowing through Layer 1 at the volumes we have modeled here, the tracker will reflect it before the broader market has processed what it means.

We are also tracking the full regulatory build-out - the legislation, the policy signals, the institutional positioning data - and how each piece connects to Ethereum's emergence as a settlement layer. That work is ongoing, and we will be sharing more of it as the infrastructure comes online.

The math in this letter points in a clear direction. Our job at Quantum is to keep watching the numbers that confirm or challenge that direction in real time - and to make sure the people following our work see what we see, when we see it.

The deflationary flip is coming. The equation is already written. We are watching for the moment it crosses.


IMPORTANT DISCLOSURES
This report has been prepared by Quantum Capital, a registered trade name (DBA) of Patriot Advisory Group LLC, a registered investment adviser, for informational and educational purposes only. It does not constitute investment advice, a solicitation, or an offer to buy or sell any security or financial instrument.

The information contained herein is believed to be reliable but is not guaranteed as to accuracy or completeness.

INVESTMENT ADVISER DISCLOSURE
Mark Berube, co-author of this report, is President of Patriot Advisory Group LLC, a registered investment adviser.

This report is published through Quantum Capital, the research and education platform of Patriot Advisory Group LLC, and does not constitute personalized investment advice rendered through Patriot Advisory Group LLC.

Registration with the U.S. Securities and Exchange Commission (SEC) or any state securities authority does not imply a certain level of skill or training.

Clients and prospective clients should review Patriot Advisory Group LLC’s Form ADV and all applicable disclosures prior to investing.

DIGITAL ASSET & CRYPTOCURRENCY RISK
Investments in digital assets, cryptocurrencies, and blockchain-based instruments (including Ethereum/ETH and related exchange-traded products) involve significant risks, including but not limited to: extreme price volatility; liquidity risk; regulatory uncertainty; cybersecurity risk; and the potential for total loss.

Digital assets are not FDIC-insured and are not backed by the U.S. government.

FORWARD-LOOKING STATEMENTS
This report may contain forward-looking statements and projections based on current assumptions and publicly available data. These statements are not guarantees of future performance and actual results may differ materially.

Neither Quantum Capital nor Patriot Advisory Group LLC makes any representation that any projected outcome will be achieved.

THIRD-PARTY INFORMATION
This report may reference third-party data and research. Patriot Advisory Group LLC has not independently verified all such information and does not guarantee its accuracy or completeness.

CONFLICTS OF INTEREST
Patriot Advisory Group LLC and/or its principals may hold positions in securities or digital assets referenced in this report. Readers should consider these potential conflicts when evaluating the views expressed.

EDUCATIONAL CONTENT NOTICE
This report is intended as general market commentary and educational content only. It does not constitute personalized investment advice. Individuals should consult a qualified financial professional before making investment decisions.

NOT FOR REDISTRIBUTION
This report may not be reproduced or redistributed for commercial purposes without prior written consent from Patriot Advisory Group LLC.

GENERAL RISK WARNING
All investments involve risk, including the possible loss of principal. Investment values may fluctuate, and past performance is not indicative of future results.

Insights from Mark Berube