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Risk AnalysisMarch 7, 20268 min read

The Math Behind Breathing Room

Every vault depositor asks the same question: “What's my expected loss?” Most RWA protocols hand-wave. We built a 3-axis actuarial model — verification, escrow, and recovery right — that produces 24 combinations. 23 of them are viable for depositors. Here's the math.

VM
Vladimir Mirzoyan
Founder & CEO, UnblockEquity

When you're asking DeFi depositors to put capital into a vault backed by real estate collateral, you can't show up with vibes. You need math. So we built an actuarial loss model, calibrated it from public data — Case-Shiller indices, MBA delinquency surveys, FDIC loss severity records — and stress-tested it against the 2008 Miami crash.

If you can't answer “what's my expected annual loss rate?” with numbers, you don't have a risk model — you have a pitch deck. Here are our numbers.

0.15–7.04%
Annual EL Range
0.46–7.50%
Net Yield Range
24 Combos
3 Axes × 23 Viable

The Three Axes

Risk in UnblockEquity isn't a single number — it's a product of three independent borrower choices that each affect a different part of the loss equation:

AXIS 1Verification Level

How much does the borrower prove? More verification = lower base PD = lower origination fee.

2.5%
Verified PD
0.75% orig
4.0%
Prime PD
1.0% orig
17.0%
Standard PD
1.5% orig
AXIS 2Breathing Room Escrow

Months of mortgage payments held in smart contract escrow. Mandatory if delinquent. Reduces effective PD through cure rates.

0%
Naked
No escrow
35%
BR3 Cure
3 months
50%
BR6 Cure
6 months
70%
BR12 Cure
12 months
AXIS 3Recovery Right (Foreclosure)

Does the lender have foreclosure rights, or just a passive lien? Foreclosure dramatically reduces LGD — and unlocks higher LTV.

41.4%
Lien-Only LGD
62.5% max LTV
20.3%
Foreclosure LGD
Up to 75% LTV

Three axes. Four escrow options. Two recovery modes. That gives us 3 × 4 × 2 = 24 unique product combinations. Each one maps to a distinct EL = PD × LGD, and therefore a distinct depositor yield.

How Breathing Room Crushes PD

The formula is simple: Effective PD = Base PD × (1 − Cure Rate). During the escrow period, the borrower's mortgage payments are guaranteed from escrowed funds. They're not defaulting — they're performing. MBA data shows that borrowers who receive 12 months of payment relief have a 70% cure rate. Here's what that does to PD across verification levels:

CombinationBase PDCure RateFormulaEffective PD
Verified + BR122.5%70%2.5% × (1 − 0.70)0.75%
Prime + BR64.0%50%4.0% × (1 − 0.50)2.00%
Standard + BR1217.0%70%17% × (1 − 0.70)5.10%
Standard + BR317.0%35%17% × (1 − 0.35)11.05%
Standard + Naked17.0%0%17% × (1 − 0)17.00%

Breathing Room's cure rate is the single most powerful lever in the model. A Standard borrower (17% base PD) with BR12 achieves a lower effective PD (5.10%) than a Prime borrower with no escrow (4.0%). Time heals — people find new jobs, stabilize income, work out repayment plans. The escrow buys that time.

The Foreclosure Paradox: How Higher LTV Can Be Safer

This is the counterintuitive insight that makes the 3-axis model work. A lien-only position at 62.5% LTV means the depositor has no direct enforcement — they wait for the homeowner to sell or refinance. If the homeowner defaults on the primary mortgage and the property goes to a bank-owned (REO) sale, the junior lien holder gets paid last. After 28 months of missed payments, legal fees, force-placed insurance, and the REO discount, LGD is 41.4%.

But if the SEA includes foreclosure rights, the lender can initiate their own recovery process — much faster, much cheaper, and without waiting behind the primary mortgage servicer's timeline. This drops LGD dramatically:

Recovery RightLTVLGDImpact
Lien-only62.5%41.4%Passive lien. Wait for sale/refi.
Foreclosure62.5%20.3%Active recovery. 51% LGD reduction.
Foreclosure75.0%25.6%Higher LTV AND still safer than lien-only at 62.5%.
The key insight
75% LTV + Foreclosure (LGD 25.6%) is SAFER than 62.5% Lien-Only (LGD 41.4%)
The borrower accesses more capital. The depositor takes less risk. Active recovery rights dominate passive liens.

This means a borrower who grants foreclosure rights can access 75% LTV instead of 62.5% — 20% more capital — while the depositor is actually better protected. It's not a tradeoff. It's a Pareto improvement.

The Full EL Matrix: 24 Combinations

Expected Loss = Effective PD × LGD. At 8% gross APR and 0.5% protocol costs, here's what the depositor earns across all 24 combinations:

Lien-Only (LGD 41.4% at 62.5% LTV)
VerificationNakedBR3BR6BR12
Verified (2.5%)
1.04%
6.46% yield
0.67%
6.83% yield
0.52%
6.98% yield
0.31%
7.19% yield
Prime (4.0%)
1.66%
5.84% yield
1.08%
6.42% yield
0.83%
6.67% yield
0.50%
7.00% yield
Standard (17%)
7.04%
0.46% yield
4.57%
2.93% yield
3.52%
3.98% yield
2.11%
5.39% yield
Foreclosure Right (LGD 20.3% at 62.5% LTV / 25.6% at 75% LTV)
VerificationNakedBR3BR6BR12
Verified(75% LTV)
0.64%
6.86% yield
0.42%
7.08% yield
0.32%
7.18% yield
0.19%
7.31% yield
Prime(70% LTV)
0.81%
6.69% yield
0.53%
6.97% yield
0.41%
7.09% yield
0.24%
7.26% yield
Standard(70% LTV)
3.45%
4.05% yield
2.24%
5.26% yield
1.73%
5.77% yield
1.03%
6.47% yield
Best Combo (Depositor)
7.31%
Verified + BR12 + FC
EL: 0.19%
Most Popular
5.39%
Standard + BR12 + Lien
EL: 2.11%
Only Non-Viable Combo
0.46%
Standard + Naked + Lien
EL: 7.04%

23 out of 24 combinations deliver viable depositor yields (above 2.5%). The only non-viable combo is Standard + Naked + Lien-Only: a 17% PD borrower with no escrow protection and no recovery right. Every other combination works because at least one axis provides meaningful risk reduction.

Net yields range from 0.46% (the single non-viable combo) to 7.31% (Verified + BR12 + Foreclosure). For context, Ondo OUSG yields 5.3% on tokenized Treasuries, and Midas mBASIS yields 5.2%. Most of our 24 combos beat both — backed by tangible US residential real estate instead of Treasury rehypothecation.

Expected Loss by Tier

Expected loss distribution across the 3-axis product space

Why So Low?

Three structural advantages compound to keep EL low:

1.
No fixed payment schedule
Unlike a HELOC — which adds a new monthly payment and often triggers the very default cascade it was supposed to prevent — Breathing Room improves the borrower's cash flow immediately. Interest accrues continuously at a variable DeFi rate (~4% APY), but appreciation covers it in most market conditions. Repay any amount, any time.
2.
Escrow buys time for recovery
MBA data shows 70% of borrowers who receive 12 months of payment relief return to self-paying status. The escrow isn't a gift — it's a bridge that converts distressed borrowers into performing ones.
3.
Florida's 28-month foreclosure timeline
During the 28 months it takes to foreclose in Florida, the property appreciates ~$53,776 at historical rates — equivalent to 16.8 months of mortgage payments. The house literally pays for its own rescue.
Appreciation during 28-month FL foreclosure
$53,776 = 16.8 months of mortgage payments
BR12 escrow = 12 months = $38,400. The house pays for its own rescue.

Self-Sustaining Positions

Borrowers choose their own borrow amount with a slider — they are never forced to max out. All equity is tokenized and posted as collateral from day one, but the borrow amount is what the homeowner controls. Less borrowing means a safer position.

The breakeven home price appreciation needed to cover interest is straightforward:

Breakeven HPI Formula
breakevenHPI = (borrowAmount × interestRate) / propertyValue
Example: $1M home, $200K borrow, 4% rate → breakeven = 0.8% annual appreciation

Florida's 10-year average home appreciation runs 3–5% annually. For most realistic borrow amounts, the breakeven is well under 1–2% — meaning the home's natural value growth covers the Morpho interest with room to spare. Positions improve automatically over time with no borrower action required. In normal markets, there is no liquidation risk.

Validated Against Real Data

We backtested against 506K HELOC denial records from the CFPB (2022) across five states, combined with NY Fed Consumer Credit Panel foreclosure rates. The result:

42.7% of all foreclosures were preventable
Banks denied these homeowners HELOCs. Morpho vaults on Base could have saved them.

The Cost of Doing Nothing

Take a $500K property. After 28 months of missed payments, late fees, attorney costs, force-placed insurance, and a 25% REO discount, the homeowner's $130K in equity is completely consumed. They get $0. The system destroys $262K in total value. Breathing Room prevents it for $27K.

$262K
Destroyed per Foreclosure
$27K
Breathing Room Cost

Stress Tested

We ran 10,000 Monte Carlo price paths calibrated from Case-Shiller Miami data, then overlaid the actual 2008 crash trajectory — a 49.3% peak-to-trough decline, the worst metro-level drop in modern US history.

Monte Carlo Simulation

10,000 Monte Carlo price paths with 2008 Miami overlay

2008 Replay
12.75%
Expected Loss (BR12)
Combined Worst Case
25.30%
Expected Loss (BR12)

Even in a 2008 replay, BR12 depositors earning 8% gross APR would see ~4.75% annual net loss — severe but survivable, and far better than the 60%+ drawdowns common in crypto lending. Real estate doesn't crash overnight: that Miami trough took 5 years to reach, giving vaults time to adjust. With foreclosure rights, the 2008-replay EL drops further — active recovery during a downturn beats waiting for a market that may take years to return. The full stress test breakdown is in the interactive report.

So What Does the Depositor Actually Earn?

At 8% gross APR minus expected loss and 0.5% protocol costs, the full product space delivers net yields from 0.46% (the single non-viable combo) to 7.31% (Verified + BR12 + FC). The majority of combos land in the 5-7% range — comparable to Ondo OUSG (5.3%) and Midas mBASIS (5.2%), but backed by tangible US residential real estate instead of Treasury rehypothecation. And unlike tokenized Treasuries, vault shares are instantly redeemable on Base — no lockups, no redemption queues.

The 3-axis model means curators can build vaults for every risk appetite: a “Credit-Verified” vault accepting only Verified + Prime borrowers (EL under 1.7%), a “Breathing Room” vault focused on BR6/BR12 combos (EL 0.5-2.1%), or a “Recovery Right” vault that requires foreclosure consent for maximum LGD protection. Mix and match. The math works at every layer.

Interactive Report
Explore the full model

Full 24-combo EL matrix, stress tests, Monte Carlo results, yield comparisons, and methodology.

View report
Full Whitepaper
Get the 20-page actuarial analysis

PD/LGD models, Monte Carlo simulation, stress tests, vault return projections, and complete methodology with appendices.