Modeling XRP Demand from ODL - Quantifying the Investment Thesis | On-Demand Liquidity Deep Dive | XRP Academy - XRP Academy
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Modeling XRP Demand from ODL - Quantifying the Investment Thesis

Learning Objectives

Build an integrated demand model connecting ODL volume → velocity → holding requirements → XRP demand → price contribution

Quantify XRP requirements for each adoption scenario (bear, base, bull) using consistent methodology

Decompose XRP value into utility-based demand (from ODL) versus speculation/other demand

Sensitivity test key assumptions to understand which variables most affect outcomes

Create a personal model with your own assumptions that generates defensible price ranges

What We've Established:

  • Bear: $2.3B ODL by 2030 (30% probability)

  • Base: $18B ODL by 2030 (50% probability)

  • Bull: $80B ODL by 2030 (20% probability)

  • Velocity range: 10-50× (blended, including reserves)

  • Holding requirement: ~10-15% of annual volume

  • Relationship is sublinear (efficiency gains at scale)

  • SAM: $2-3T (serviceable available market)

  • Realistic SOM: $15-50B by 2030

  • Non-USD corridors are primary opportunity

  • Stablecoins dominate USD

  • ODL strongest in non-USD remittances

  • Bank blockchain threatens institutional

Now: Synthesize Into Quantitative Model

This lesson builds the mathematical framework connecting these pieces.


XRP Demand from ODL:

XRP Demand ($) = ODL Volume ÷ Velocity + Holding Buffer

- ODL Volume = Annual payment volume processed via ODL
- Velocity = How many times average XRP turns over per year
- Holding Buffer = Additional XRP held for operations (market makers, exchanges, working capital)

Simplified Formula:

XRP Holding Requirement = ODL Volume × Holding Ratio

- Holding Ratio = 1/Velocity + Buffer Factor
- Typical range: 10-20% of annual volume

Component 1: Transaction Velocity

Definition: How quickly XRP cycles through ODL transactions

- Time per transaction: ~30-60 seconds
- Theoretical annual transactions per XRP: Very high
- Practical velocity: Limited by utilization, buffer needs

- Conservative: 10-20× annual velocity
- Moderate: 30-50× annual velocity
- Optimistic: 75-100× annual velocity

Component 2: Holding Requirements

  • Inventory for liquidity provision

  • Buffer for demand spikes

  • Estimate: 5-10% of corridor volume

  • Hot wallet for operations

  • Cold storage reserves

  • Estimate: 3-7% of corridor volume

  • Operational float

  • Volatility buffer

  • Estimate: 2-5% of volume

Total Holding Ratio: 10-20% of annual volume
```

Component 3: Volume Assumptions

From Lesson 9 scenarios:

- 2025: $1.0B
- 2027: $1.6B
- 2030: $2.3B

- 2025: $1.0B
- 2027: $3.5B
- 2030: $18B

- 2025: $1.0B
- 2027: $7B
- 2030: $80B

Price Contribution Calculation:

Price Contribution = XRP Demand / Circulating Supply

- Circulating Supply ≈ 57 billion XRP (current)
- XRP Demand = Holding Requirement from ODL

Important Distinction:

Price Contribution ≠ Price

- This is the "utility floor" from ODL

Actual Price = ODL Contribution + Other Use Cases + Speculation

- Speculation/investment demand
- Other XRPL use cases (NFTs, DeFi, etc.)
- Market sentiment and cycles
- General crypto market conditions

---

Assumptions:

ODL Volume (2030): $2.3B
Velocity: 15× (low efficiency, high reserves)
Holding Ratio: 1/15 + 5% buffer = 11.7%
Holding Requirement: $2.3B × 11.7% = $269M

XRP Demand Calculation:

Holding Requirement: $269M worth of XRP
Circulating Supply: 57B XRP
Price Contribution: $269M / 57B = $0.0047 per XRP

Bear case ODL contribution: ~$0.005 per XRP

Interpretation:

In bear case:
- ODL alone provides almost no price support
- $0.005 contribution is negligible
- Price would depend entirely on other factors
- If price is $0.75 in bear case, $0.745 is non-ODL factors

Assumptions:

ODL Volume (2030): $18B
Velocity: 35× (moderate efficiency)
Holding Ratio: 1/35 + 5% buffer = 7.9%
Holding Requirement: $18B × 7.9% = $1.42B

XRP Demand Calculation:

Holding Requirement: $1.42B worth of XRP
Circulating Supply: 57B XRP
Price Contribution: $1.42B / 57B = $0.025 per XRP

Base case ODL contribution: ~$0.025 per XRP

Interpretation:

In base case:
- ODL provides modest price support
- $0.025 contribution is meaningful but small
- If price is $4.00 in base case, $3.975 is non-ODL factors
- ODL is ~0.6% of price support

Assumptions:

ODL Volume (2030): $80B
Velocity: 50× (high efficiency at scale)
Holding Ratio: 1/50 + 4% buffer = 6%
Holding Requirement: $80B × 6% = $4.8B

XRP Demand Calculation:

Holding Requirement: $4.8B worth of XRP
Circulating Supply: 57B XRP
Price Contribution: $4.8B / 57B = $0.084 per XRP

Bull case ODL contribution: ~$0.08 per XRP

Interpretation:

In bull case:
- ODL provides more substantial support
- $0.08 contribution is material
- If price is $14.00 in bull case, $13.92 is non-ODL factors
- ODL is ~0.6% of price support even in bull case
Scenario ODL Volume Holding Req Price Contribution % of Expected Price
Bear $2.3B $269M $0.005 0.7% of $0.75
Base $18B $1.42B $0.025 0.6% of $4.00
Bull $80B $4.8B $0.084 0.6% of $14.00

Mathematical Reality:

Even $80B annual ODL volume only requires ~$5B in XRP holdings.
$5B / 57B supply = $0.08 per XRP

This is correct. The math works.
The uncomfortable truth: ODL alone doesn't drive high XRP prices.

Why This Happens:

  • XRP cycles quickly through transactions

  • Same XRP used many times

  • Reduces holding requirement

  • 57 billion XRP in circulation

  • Demand divided by large number

  • Per-unit impact is small

  • Even $80B is 0.05% of cross-border

  • Can't expect proportional price impact

  • Doubling volume doesn't double holdings

  • Efficiency gains reduce incremental demand

If You Believe ODL Is the Primary Value Driver:

The math suggests:
- ODL alone supports $0.01-$0.10 per XRP
- Current price (~$0.60) implies 6-60× speculation premium
- Extremely high speculation-to-utility ratio
- Investment case becomes "speculation will persist"

If You Believe ODL Is One of Many Drivers:

  • ODL contributes modest fundamental floor
  • Other XRPL use cases add value
  • Speculation provides most of current price
  • Acceptable if you expect speculation to persist

This is probably the correct framing.
```

How Could XRP Reach Higher Prices?

  • Need $500B+ ODL for $0.50 contribution

  • That's 2.5% of cross-border market

  • Possible in very bullish scenario, but aggressive

  • If velocity is 5× instead of 50×: 10× higher demand

  • But low velocity seems unlikely at scale

  • Would require massive inefficiency

  • Other XRPL applications

  • Institutional holdings

  • DeFi and NFTs on XRPL

  • These could add significant demand

  • Market assigns value beyond utility

  • Similar to gold's value vs industrial use

  • Sustainable if belief persists

  • If large portion locked in escrow or lost

  • Effective circulating supply lower

  • Per-unit demand impact higher

Understanding XRP's Current Price:

Current price: ~$0.60
ODL utility value: ~$0.02 (generous current estimate)
Implied speculation premium: $0.58 (97% of price)

- Most crypto assets are primarily speculative
- Utility value is often small fraction of price
- Market prices future potential, not just current utility

Is This Sustainable?

  • Bitcoin has almost no utility value, massive price

  • Crypto market accepts speculation as normal

  • If growth expectations persist, premium persists

  • Network effects can justify future value

  • Speculation can evaporate quickly

  • Crypto bear markets see 80%+ declines

  • Without utility floor, no support in downturn

  • "Greater fool" risk

Reality: Unknown, depends on market psychology


---

Alternative Approach:

Instead of bottom-up holding calculation:

XRP Market Cap = ODL Volume × Some Multiple

- Payment companies trade at revenue multiples
- What multiple might apply to XRP?

Example:

  • $18B payment volume
  • Maybe 1% take rate = $180M "revenue equivalent"
  • Payment companies trade at 5-15× revenue
  • Implied market cap: $900M - $2.7B
  • Divided by 57B XRP: $0.016 - $0.047

Similar result to velocity model.
```

Alternative Approach:

Focus on supply constraints rather than demand:

- Ripple escrow: ~39B XRP (locked, slowly releasing)
- Lost/inaccessible: Unknown, maybe 5-10B
- Long-term holders: Significant portion
- Actually liquid: Maybe 20-30B XRP

- Same demand, lower supply
- Price contribution roughly doubles

Application:

  • Holding requirement: $1.42B
  • Liquid supply: 25B (estimated)
  • Price contribution: $0.057 per XRP (vs $0.025)

More impactful, but still modest.
```

Alternative Approach:

Metcalfe's Law: Network value ∝ n²

- 15 institutions → 100 institutions = 44× more connections
- Network effects could amplify value beyond linear

- Current: 15 institutions, $35B market cap
- If: 100 institutions, market cap = $35B × (100/15)² = $1.6T???

Obviously wrong—Metcalfe doesn't apply directly.
But directionally: Network effects exist.

Assessment:

  • Most rigorous

  • Grounded in operational reality

  • Probably gives lower bound

  • Use as baseline

  • Useful sanity check

  • Gives similar results

  • Confirms velocity model

  • Useful for sensitivity analysis

  • Uncertain supply estimates

  • Higher than velocity model

  • Conceptually interesting

  • Practically difficult to apply

  • Don't rely on it

Recommendation: Use velocity model as primary, others as checks.


Variables That Matter Most:

  • Direct input to demand

  • Wide range of outcomes possible

  • Focus your research here

  • Determines holding requirement

  • Less certain than volume

  • Significant impact

  • Operational requirements

  • Moderate uncertainty

  • Moderate impact

  • Known with some uncertainty

  • Lower supply = higher price

  • Moderate impact

Sensitivity to Each Variable (Base Case):

  • Volume: $18B
  • Velocity: 35×
  • Buffer: 5%
  • Supply: 57B
  • Base contribution: $0.025

If Volume -50%: $9B → Contribution: $0.012 (-50%)
If Volume +50%: $27B → Contribution: $0.037 (+50%)

If Velocity -50%: 17.5× → Contribution: $0.044 (+76%)
If Velocity +50%: 52.5× → Contribution: $0.018 (-28%)

If Buffer -50%: 2.5% → Contribution: $0.021 (-16%)
If Buffer +50%: 7.5% → Contribution: $0.029 (+16%)

If Supply -25%: 43B → Contribution: $0.033 (+33%)
If Supply +25%: 71B → Contribution: $0.020 (-20%)
```

Ranking by Impact:

  1. ODL Volume: Highest impact (±50% change in output)
  2. Velocity: High impact (especially decreases)
  3. Supply: Moderate impact
  4. Buffer: Lower impact

Focus research on volume and velocity assumptions.
```

Combining Variables:

Volume Velocity Result
Low ($5B) High (50×) $0.006
Low ($5B) Low (15×) $0.017
Base ($18B) High (50×) $0.019
Base ($18B) Low (15×) $0.053
High ($50B) High (50×) $0.053
High ($50B) Low (15×) $0.152

Observations:

- Range: $0.006 to $0.152 (25× variation)
- Low velocity + high volume = highest contribution
- But low velocity at high volume is unlikely (efficiency gains)
- Realistic range: $0.01 to $0.10

Spreadsheet Structure:

INPUTS:
A1: ODL Volume (2030) [$___]
A2: Velocity assumption [___×]
A3: Buffer percentage [___%]
A4: Circulating supply [___B]
A5: Probability weight [___%]

CALCULATIONS:
B1: Holding ratio = 1/A2 + A3
B2: Holding requirement = A1 × B1
B3: Price contribution = B2 / (A4 × 1,000,000,000)

OUTPUTS:
C1: ODL price contribution: $[B3]
C2: Probability-weighted: $[B3 × A5]

Your Assumptions (Example):

  • Volume: $3B

  • Velocity: 20×

  • Buffer: 6%

  • Holding: $330M

  • Contribution: $0.006

  • Volume: $15B

  • Velocity: 40×

  • Buffer: 5%

  • Holding: $1.13B

  • Contribution: $0.020

  • Volume: $60B

  • Velocity: 60×

  • Buffer: 4%

  • Holding: $3.4B

  • Contribution: $0.060

Expected Value:
(0.25 × $0.006) + (0.55 × $0.020) + (0.20 × $0.060)
= $0.0015 + $0.011 + $0.012
= $0.0245 ODL contribution to XRP price
```

Complete Valuation:

ODL Contribution: $0.025 (from model)

- DEX/Trading: $0.01-0.05
- NFTs/Gaming: $0.005-0.02
- DeFi: $0.005-0.02
- Escrow/Smart Contracts: $0.005-0.01
- Total other: $0.025-0.10

- Highly uncertain
- Current: ~$0.50 (implied)
- Future: Could be $0 to $20+

- Conservative: $0.05 (utility only, minimal speculation)
- Base: $2-4 (modest speculation premium)
- Optimistic: $10-15 (sustained speculation)

What the Model Can't Tell You:

  1. Speculation premium (subjective)

  2. Market timing

  3. Black swan events

  4. Crypto market cycles

  5. Regulatory shocks

  6. ODL utility value range

  7. What needs to be true for price targets

  8. Sensitivity to key assumptions

  9. Framework for updating beliefs


ODL creates real XRP demand - The holding requirement is mathematically real
Velocity limits demand - Same XRP used repeatedly reduces requirements
Demand scales with volume - More ODL = more XRP needed
Model is internally consistent - Math checks across approaches

⚠️ Actual velocity - We estimate, not measure
⚠️ Non-ODL demand - Other use cases hard to quantify
⚠️ Speculation sustainability - Will premium persist?
⚠️ Future volume - Scenarios are educated guesses

📌 ODL contribution is small - Even bull case is $0.08 per XRP
📌 Current price is mostly speculation - ~97% at current levels
📌 Model doesn't support extreme prices - $50+ XRP requires assumptions outside model

  • ODL creates real but modest XRP demand ($0.01-$0.10 contribution)
  • Current prices include massive speculation premium
  • Higher prices require either non-ODL value or sustained speculation
  • This is honest math, not bearish bias

For Position Sizing:

  • ODL utility value: $0.02-$0.05
  • Plus reasonable speculation: 3-10× utility
  • Price range: $0.06-$0.50

Current price: ~$0.60 (slightly above this range)
Implication: Price includes optimistic expectations

  • ODL utility value: $0.05-$0.10
  • Plus strong speculation: 10-20× utility
  • Price range: $0.50-$2.00

Current price: ~$0.60 (within range)
Implication: Price is reasonable if speculation persists
```

When to Buy:

  • If utility = $0.05 and price = $0.03

  • You're buying below fundamental floor

  • Good entry if thesis intact

  • If utility = $0.05 and price = $0.30

  • 6× premium seems reasonable

  • Acceptable entry

When to Sell:

  • If utility = $0.05 and price = $5.00

  • 100× premium is probably unsustainable

  • Take profits

  • If by 2027 ODL is $1B instead of $3.5B

  • Revise model downward

  • Reduce position


Assignment: Build your own comprehensive XRP demand model.

Requirements:

Part 1: ODL Demand Model

  • Your bear case (your volume, velocity, probability)

  • Your base case

  • Your bull case

  • Holding requirement

  • Price contribution

  • Probability-weighted value

Part 2: Non-ODL Value Estimation

  • Other XRPL use cases (your estimates)
  • Potential institutional holdings
  • Any other demand sources

Document assumptions clearly.

Part 3: Total Valuation Range

  • Low estimate (utility only)
  • Base estimate (modest speculation)
  • High estimate (strong speculation)

What speculation multiple are you assuming?

Part 4: Sensitivity Analysis

  • What if volume is 50% lower/higher?
  • What if velocity is 50% lower/higher?
  • Which assumptions matter most?

Create tornado chart.

Part 5: Reality Check

  • What does current price imply about speculation?
  • Is that speculation level sustainable?
  • What would need to be true for XRP to reach $10? $50?
  • Do you believe those things?

Part 6: Decision Rules

  • At what price would you buy more?

  • At what price would you sell?

  • What would change your model assumptions?

  • How often will you update?

  • Mathematical correctness (25%)

  • Assumption quality (25%)

  • Sensitivity analysis (20%)

  • Intellectual honesty (20%)

  • Documentation (10%)

Time investment: 4-5 hours
Value: Personalized quantitative framework for XRP investment


Knowledge Check

Question 1 of 1

Which variable has the HIGHEST impact on ODL price contribution in the model?

  • Chris Burniske "Cryptoasset Valuations"
  • Academic papers on token economics
  • Quantity theory of money applications
  • Monetary economics literature
  • Token velocity problem research
  • Payment system analytics
  • Sensitivity analysis techniques
  • Monte Carlo simulation methods
  • Scenario planning frameworks
  • Messari research on token valuation
  • Industry analyst models
  • Comparative asset analysis

For Next Lesson:
Review comparable asset valuation approaches and market-based valuation methods—we'll examine multiple valuation frameworks in Lesson 16: Valuation Frameworks.


End of Lesson 15

Total words: ~7,800
Estimated completion time: 60 minutes reading + 4-5 hours for deliverable

Key Takeaways

1

Core equation: XRP Demand = ODL Volume × Holding Ratio

where holding ratio is approximately 10-15% of annual volume (inverse of velocity plus operational buffers)—this creates real but modest demand.

2

ODL price contribution by scenario

: Bear ($2.3B volume) = $0.005, Base ($18B) = $0.025, Bull ($80B) = $0.08—even in the bull case, ODL alone only supports ~$0.08 per XRP.

3

Current XRP price is ~97% speculation premium

when compared to ODL utility value—this isn't unusual for crypto (Bitcoin is similar), but means price depends on speculation persisting, not just ODL growth.

4

Sensitivity analysis shows volume matters most

, followed by velocity—focus your research on whether ODL can achieve projected volumes rather than fine-tuning velocity assumptions.

5

Model provides framework, not predictions

: use it to understand what needs to be true for various price targets, create personal decision rules, and update beliefs as new data emerges—not to predict exact prices. ---