Pool Selection and Due Diligence | Liquidity Providing & Yield | XRP Academy - XRP Academy
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intermediateβ€’55 min

Pool Selection and Due Diligence

Learning Objectives

Evaluate pool metrics systematically including TVL, volume, fee rates, and volume/TVL ratio

Assess asset quality and issuer risk for non-XRP tokens in pools

Analyze historical performance to distinguish sustainable pools from temporary opportunities

Identify red flags that indicate pools to avoid regardless of displayed APY

Apply a due diligence scorecard to rank and compare pools objectively

Here's an uncomfortable truth: The majority of liquidity pools on any DEXβ€”including XRPLβ€”are not worth your capital.

Some have insufficient volume to generate meaningful fees. Some have questionable assets with issuer risks that aren't disclosed. Some show attractive APY that's temporary or manipulated. Some have governance controlled by parties whose interests don't align with yours.

The pools that ARE worth your capital share common characteristics: sustainable volume, quality assets, reasonable TVL, competent governance, and fee economics that make mathematical sense.

Your job in pool selection is to filter the many bad options to find the few good ones. This lesson gives you the filtration system.


TVL is the total value of assets deposited in the pool:

TVL ANALYSIS

WHAT TVL TELLS YOU:

Higher TVL:
β”œβ”€β”€ More capital at risk (others trust pool)
β”œβ”€β”€ Lower slippage for traders
β”œβ”€β”€ More stable pricing
β”œβ”€β”€ Usually indicates established pool
β”œβ”€β”€ BUT: Dilutes your fee share
└── Lower yield per dollar deposited

Lower TVL:
β”œβ”€β”€ Less capital competing for fees
β”œβ”€β”€ Higher yield potential per dollar
β”œβ”€β”€ Higher slippage (less attractive to traders)
β”œβ”€β”€ May indicate lack of confidence
β”œβ”€β”€ Higher IL impact from large trades
└── Pool may be newer or struggling

TVL THRESHOLDS (Guidelines):

Category TVL Range Assessment
Very Small < $50,000 High risk, limited liquidity
Small $50K - $250K Emerging pool, evaluate carefully
Medium $250K - $1M Established, reasonable liquidity
Large $1M - $5M Strong pool, competitive
Very Large > $5M Major pool, most stable

MINIMUM RECOMMENDED:
β”œβ”€β”€ Conservative strategies: $500K+ TVL
β”œβ”€β”€ Balanced strategies: $100K+ TVL
β”œβ”€β”€ Aggressive strategies: $50K+ (with caution)
└── Below $50K: Only if you deeply understand the pool
```

Volume is the dollar value of trades executed through the pool:

VOLUME ANALYSIS

METRICS TO TRACK:
β”œβ”€β”€ Daily volume (current)
β”œβ”€β”€ 7-day average volume
β”œβ”€β”€ 30-day average volume
β”œβ”€β”€ Volume trend (increasing/decreasing/stable)
└── Volume volatility (consistency)

WHY VOLUME MATTERS:
β”œβ”€β”€ Volume Γ— Fee Rate = Fee Revenue
β”œβ”€β”€ No volume = no fees = no yield
β”œβ”€β”€ Volume is the ONLY yield source
β”œβ”€β”€ Everything else is marketing
└── Verify volume, not just APY

VOLUME QUALITY ASSESSMENT:

Healthy volume characteristics:
β”œβ”€β”€ Consistent day-to-day
β”œβ”€β”€ Mix of trade sizes
β”œβ”€β”€ Not dominated by single addresses
β”œβ”€β”€ Correlates with market activity
└── Sustainable without special events

Unhealthy volume characteristics:
β”œβ”€β”€ Sporadic large spikes
β”œβ”€β”€ Dominated by few addresses
β”œβ”€β”€ Wash trading patterns
β”œβ”€β”€ Tied to single event/promotion
└── Declining trend

VOLUME SOURCES:
β”œβ”€β”€ Organic trading (retail users)
β”œβ”€β”€ Arbitrage (correcting price discrepancies)
β”œβ”€β”€ Bot activity (automated trading)
β”œβ”€β”€ Payment flows (if ODL-related)
└── Each is valid, but sustainability varies
```

The ratio of daily volume to TVL is your primary yield indicator:

VOLUME/TVL RATIO ANALYSIS

FORMULA:
Volume/TVL Ratio = Daily Volume / TVL

This ratio directly determines fee yield:
Fee APY = Volume/TVL Ratio Γ— Fee Rate Γ— 365

RATIO INTERPRETATION:

Ratio Daily Volume/TVL Fee APY (at 0.5%) Assessment
0.01 1% 1.8% Very low yield
0.02 2% 3.7% Low yield
0.05 5% 9.1% Moderate yield
0.10 10% 18.3% Good yield
0.15 15% 27.4% High yield
0.20 20% 36.5% Very high yield
0.30+ 30%+ 54.8%+ Exceptional (verify sustainability)

TARGET RANGES:
β”œβ”€β”€ Conservative: 0.05+ (10%+ gross APY)
β”œβ”€β”€ Balanced: 0.08+ (15%+ gross APY)
β”œβ”€β”€ Aggressive: Any with sustainable volume
└── Minimum acceptable: 0.03 (5%+ gross APY)

RED FLAG:
β”œβ”€β”€ Ratio > 0.50 (50%+): Unusual
β”œβ”€β”€ Verify it's sustainable
β”œβ”€β”€ Often new pool or temporary spike
β”œβ”€β”€ May collapse quickly
└── Don't chase anomalies
```

The pool's trading fee directly affects your yield:

FEE RATE EVALUATION

CURRENT FEE IMPACT:
β”œβ”€β”€ Higher fee = more revenue per trade
β”œβ”€β”€ But may reduce trading volume
β”œβ”€β”€ Optimal rate balances both
└── Pool-specific, no universal answer

FEE RATE CONTEXT:

Pool Type Typical Fee Rationale
Major pairs (XRP/stable) 0.3-0.5% Competitive, attract volume
Secondary pairs 0.4-0.7% Less competition
Exotic pairs 0.5-1.0% Captive audience
Stable/stable 0.1-0.3% Low IL, low fees acceptable

WHAT TO CHECK:
β”œβ”€β”€ Current fee rate
β”œβ”€β”€ Historical fee changes (stability)
β”œβ”€β”€ Top-8 LP votes (governance influence)
β”œβ”€β”€ Your potential voting power
└── Alignment with pool health

FEE GOVERNANCE RISK:
β”œβ”€β”€ Who controls the votes?
β”œβ”€β”€ Can they change fees drastically?
β”œβ”€β”€ Any blackholed wallets affecting votes?
β”œβ”€β”€ History of fee manipulation?
└── Your recourse if fee changes hurt you?
```

Combine metrics into a complete picture:

QUANTITATIVE POOL PROFILE TEMPLATE

Pool: [Asset1/Asset2]
Date: [Evaluation date]

=== TVL METRICS ===
Current TVL: $[X]
TVL 30 days ago: $[X]
TVL trend: [Growing/Stable/Declining]
TVL rank (vs other pools): [X]

=== VOLUME METRICS ===
Daily volume (current): $[X]
7-day average volume: $[X]
30-day average volume: $[X]
Volume trend: [Growing/Stable/Declining]
Volume consistency: [High/Medium/Low]

=== RATIO METRICS ===
Volume/TVL (current): [X]%
Volume/TVL (30-day avg): [X]%
Fee rate: [X]%
Gross Fee APY: [X]%

=== COMPARISON ===
Pool vs alternatives:
β”œβ”€β”€ Higher/lower TVL than similar pools?
β”œβ”€β”€ Higher/lower volume than similar pools?
β”œβ”€β”€ Higher/lower fee rate?
└── More/less attractive ratio?

=== QUANTITATIVE SCORE ===
(Each 0-5 points)
TVL adequacy: [X]/5
Volume adequacy: [X]/5
Volume/TVL ratio: [X]/5
Fee rate appropriateness: [X]/5
QUANTITATIVE TOTAL: [X]/20

Every pool involves two assets. Both matter:

ASSET QUALITY FRAMEWORK

ASSET 1: XRP (If present)
β”œβ”€β”€ Native asset, no issuer risk
β”œβ”€β”€ Highly liquid
β”œβ”€β”€ Well-understood volatility profile
β”œβ”€β”€ No freeze or clawback risk
└── Lowest counterparty risk on XRPL

ASSET 2: Issued Token
β”œβ”€β”€ Issuer matters enormously
β”œβ”€β”€ Trust line required
β”œβ”€β”€ Potential freeze/clawback
β”œβ”€β”€ Liquidity may be limited
β”œβ”€β”€ Counterparty risk exists
└── Due diligence required

KEY PRINCIPLE:
A pool is only as safe as its weakest asset.
β”œβ”€β”€ XRP/Quality_Stablecoin = Low asset risk
β”œβ”€β”€ XRP/Unknown_Token = Unknown asset risk
β”œβ”€β”€ Token/Token = Double issuer risk
└── Asset quality trumps APY

For any non-XRP asset, evaluate the issuer:

ISSUER DUE DILIGENCE CHECKLIST

1. IDENTITY AND REPUTATION

1. TRUST AND TRANSPARENCY

1. TECHNICAL CONSIDERATIONS

1. LIQUIDITY AND STABILITY

1. REGULATORY STATUS

Stablecoins require additional scrutiny:

STABLECOIN DUE DILIGENCE

RLUSD (Ripple's Stablecoin):
β”œβ”€β”€ Issuer: Ripple (established company)
β”œβ”€β”€ Backing: Fiat-backed, claims 1:1 reserves
β”œβ”€β”€ Regulatory: NYDFS-regulated
β”œβ”€β”€ Track record: Newer, but Ripple is established
β”œβ”€β”€ Assessment: Lower risk among XRPL stablecoins
└── Status: Likely highest-quality XRPL stablecoin

Other Gateway Stablecoins:
β”œβ”€β”€ Bitstamp USD: Exchange-issued, regulated
β”œβ”€β”€ Gatehub USD/EUR: Gateway-issued, established
β”œβ”€β”€ Others: Evaluate individually
└── Risk varies significantly by issuer

STABLECOIN RED FLAGS:
β”œβ”€β”€ Unknown/anonymous issuer
β”œβ”€β”€ No reserve disclosure
β”œβ”€β”€ No audit history
β”œβ”€β”€ Algorithmic (not fiat-backed)
β”œβ”€β”€ History of depegging
β”œβ”€β”€ Thin liquidity outside pool
β”œβ”€β”€ No redemption mechanism
└── Regulatory uncertainty

STABLECOIN ASSESSMENT:
High quality β†’ Lower pool risk
Low quality β†’ Higher pool risk (regardless of APY)

For non-stablecoin tokens:

TOKEN PROJECT EVALUATION

QUESTIONS TO ANSWER:
β”œβ”€β”€ What is the token's purpose?
β”œβ”€β”€ Is there real utility/demand?
β”œβ”€β”€ What's the tokenomics (supply, distribution)?
β”œβ”€β”€ Who holds large amounts?
β”œβ”€β”€ Is the project active?
β”œβ”€β”€ Community size and engagement?
β”œβ”€β”€ Development activity?
└── Realistic future prospects?

WARNING SIGNS:
β”œβ”€β”€ No clear use case
β”œβ”€β”€ Team dumping tokens
β”œβ”€β”€ Inactive development
β”œβ”€β”€ Dead community
β”œβ”€β”€ No roadmap or abandoned roadmap
β”œβ”€β”€ Previous rug pulls by team
β”œβ”€β”€ Token concentrated in few wallets
└── Unrealistic promises

HONEST ASSESSMENT:
β”œβ”€β”€ Most token projects fail
β”œβ”€β”€ Token LPing adds project risk to LP risk
β”œβ”€β”€ Higher APY often compensates for this
β”œβ”€β”€ But: High APY doesn't guarantee success
└── Due diligence is essential, not optional

Past performance indicates (but doesn't guarantee) future sustainability:

HISTORICAL ANALYSIS VALUE

WHAT HISTORY REVEALS:
β”œβ”€β”€ Volume sustainability patterns
β”œβ”€β”€ TVL stability (LP confidence)
β”œβ”€β”€ Fee voting stability
β”œβ”€β”€ Response to market stress
β”œβ”€β”€ Actual vs displayed APY
└── Red flags that emerged over time

WHAT HISTORY DOESN'T REVEAL:
β”œβ”€β”€ Future price movements
β”œβ”€β”€ Future volume levels
β”œβ”€β”€ Future regulatory actions
β”œβ”€β”€ Black swan events
β”œβ”€β”€ Issuer decisions
└── Guarantee of continuation

TIME PERIODS TO ANALYZE:
β”œβ”€β”€ 7 days: Recent snapshot
β”œβ”€β”€ 30 days: Short-term trend
β”œβ”€β”€ 90 days: Medium-term pattern
β”œβ”€β”€ All-time: Full history since launch
└── During stress events: Resilience test
VOLUME PATTERN ANALYSIS

HEALTHY PATTERNS:
β”œβ”€β”€ Consistent baseline volume
β”œβ”€β”€ Expected spikes on market moves
β”œβ”€β”€ Gradual growth over time
β”œβ”€β”€ Diverse trading sources
└── Quick recovery after lulls

CONCERNING PATTERNS:
β”œβ”€β”€ Single spike then collapse
β”œβ”€β”€ Steady decline over weeks
β”œβ”€β”€ Dependence on single event
β”œβ”€β”€ Unusual concentration
└── Gaps with zero volume

ANALYZING VOLUME TREND:

30-Day Trend Analysis:
β”œβ”€β”€ Calculate daily volume for 30 days
β”œβ”€β”€ Plot on chart
β”œβ”€β”€ Identify trend direction
β”œβ”€β”€ Calculate average and standard deviation
β”œβ”€β”€ Note any outliers
└── Assess sustainability

Questions:
β”œβ”€β”€ Is volume growing, stable, or declining?
β”œβ”€β”€ What caused any spikes?
β”œβ”€β”€ Are spikes repeatable?
β”œβ”€β”€ What's the "floor" volume level?
β”œβ”€β”€ Can floor support your yield expectations?
└── What would cause volume to drop further?
```

TVL PATTERN ANALYSIS

TVL TELLS YOU:
β”œβ”€β”€ LP confidence in pool
β”œβ”€β”€ Market's assessment of opportunity
β”œβ”€β”€ Competition for fees
β”œβ”€β”€ Pool establishment level
└── Stability of ecosystem

HEALTHY TVL PATTERNS:
β”œβ”€β”€ Gradual organic growth
β”œβ”€β”€ Stable with minor fluctuations
β”œβ”€β”€ Recovery after withdrawals
β”œβ”€β”€ Growth during favorable markets
└── Controlled during unfavorable markets

CONCERNING TVL PATTERNS:
β”œβ”€β”€ Sharp unexplained drops
β”œβ”€β”€ Single LP dominance
β”œβ”€β”€ TVL flight during stress
β”œβ”€β”€ No recovery after drops
└── Artificial inflation (wash depositing)

TVL CONCENTRATION CHECK:
β”œβ”€β”€ How many LPs in the pool?
β”œβ”€β”€ Top LP percentage of total?
β”œβ”€β”€ If top LP exits, what happens?
β”œβ”€β”€ Are you competing with one whale?
└── Governance implications of concentration?
```

Compare what was advertised vs. what LPs actually earned:

YIELD REALITY CHECK

1. Find pool data from 30 days ago
2. Calculate "displayed APY" then
3. Calculate actual returns over 30 days
4. Compare: Did reality match display?

EXAMPLE ANALYSIS:

30 days ago:
β”œβ”€β”€ Pool displayed APY: 45%
β”œβ”€β”€ TVL: $500,000
β”œβ”€β”€ Daily volume: $100,000
└── Fee rate: 0.5%

Today:
β”œβ”€β”€ Pool displayed APY: 25%
β”œβ”€β”€ TVL: $800,000
β”œβ”€β”€ Daily volume: $80,000
└── Fee rate: 0.5%

What happened:
β”œβ”€β”€ TVL grew 60% (dilution)
β”œβ”€β”€ Volume dropped 20%
β”œβ”€β”€ Combined effect: APY dropped 44%
β”œβ”€β”€ Anyone who entered at "45% APY"
└── Actually experienced ~30% APY (average)

LESSON:
β”œβ”€β”€ Displayed APY is a snapshot
β”œβ”€β”€ Real returns depend on full period
β”œβ”€β”€ High displayed APY attracts deposits
β”œβ”€β”€ Deposits dilute returns
β”œβ”€β”€ Actual < Displayed (usually)
└── Use conservative projections


---

Numbers that should trigger caution:

QUANTITATIVE RED FLAGS

VOLUME RED FLAGS:
🚩 Volume > 100% of TVL daily (suspicious, verify)
🚩 Volume dropped > 50% in 30 days
🚩 Volume concentrated in few transactions
🚩 Volume only during specific hours
🚩 Volume disappears on weekends
🚩 Volume pattern suggests wash trading

TVL RED FLAGS:
🚩 TVL dropped > 30% in 7 days (exodus)
🚩 Single LP > 50% of TVL (governance risk)
🚩 TVL too small for meaningful liquidity (< $25K)
🚩 TVL grew > 500% in 30 days (something unusual)
🚩 Top 3 LPs > 80% of TVL

FEE RED FLAGS:
🚩 Fee rate changed > 3 times in 30 days
🚩 Fee rate at maximum (1%) without clear reason
🚩 Fee votes concentrated in blackholed wallets
🚩 Fee rate inappropriate for pool type

RATIO RED FLAGS:
🚩 Volume/TVL > 50% (verify sustainability)
🚩 Volume/TVL < 1% (insufficient yield)
🚩 Ratio highly volatile (unstable pool)

Warning signs about pool assets:

ASSET RED FLAGS

ISSUER RED FLAGS:
🚩 Anonymous/unknown issuer
🚩 No track record (< 6 months)
🚩 Previous issues (depegging, freezing)
🚩 No reserve transparency
🚩 Unaudited claims
🚩 Regulatory action history

TOKEN RED FLAGS:
🚩 No clear use case
🚩 Dead community/development
🚩 Team allocation > 50% of supply
🚩 Unlock schedule creates sell pressure
🚩 Only exists in this pool (no external liquidity)
🚩 Price declined > 80% from ATH

TECHNICAL RED FLAGS:
🚩 Freeze enabled on stablecoin
🚩 Clawback enabled unexpectedly
🚩 High transfer fees
🚩 Unusual trust line settings
🚩 Smart contract issues (for Hooks-based)

STABLECOIN RED FLAGS:
🚩 Trading at > 1% from peg
🚩 Thin redemption liquidity
🚩 Delayed redemptions reported
🚩 No fiat backing proof
🚩 Algorithmic mechanism

Patterns that suggest problems:

BEHAVIORAL RED FLAGS

GOVERNANCE RED FLAGS:
🚩 Fee changes that hurt LPs without explanation
🚩 Large LP exits without visible reason
🚩 Voting manipulation patterns
🚩 Coordinated action by insiders
🚩 No response to community concerns

MARKET RED FLAGS:
🚩 Price differs > 2% from external markets
🚩 Arbitrageurs not correcting price
🚩 Unusual spread patterns
🚩 One-sided trading (all buys or all sells)
🚩 Liquidity disappearing during volatility

COMMUNITY RED FLAGS:
🚩 Reports of problems from other LPs
🚩 Negative sentiment in forums
🚩 Developer/team departures
🚩 Communication breakdown
🚩 Disputes over pool management

OPERATIONAL RED FLAGS:
🚩 Technical issues with deposits/withdrawals
🚩 Delays in transaction processing
🚩 Explorer data inconsistent
🚩 Third-party tools don't support pool
🚩 Limited information availability
SUSPICION TRIGGERS

If displayed APY > 50%:
β”œβ”€β”€ Why isn't everyone in this pool?
β”œβ”€β”€ What's the catch?
β”œβ”€β”€ Is volume sustainable?
β”œβ”€β”€ Is TVL about to flood in?
β”œβ”€β”€ What risk am I not seeing?
└── Investigate before depositing

If pool metrics seem "perfect":
β”œβ”€β”€ Verify data source
β”œβ”€β”€ Cross-reference with explorer
β”œβ”€β”€ Look for manipulation signs
β”œβ”€β”€ Check community sentiment
β”œβ”€β”€ Consider information asymmetry
└── What do others know that you don't?

DEFAULT SKEPTICISM:
β”œβ”€β”€ Assume displayed APY is optimistic
β”œβ”€β”€ Assume risks are understated
β”œβ”€β”€ Assume you're late to opportunity
β”œβ”€β”€ Verify everything independently
β”œβ”€β”€ If you can't verify, don't invest
└── Better to miss opportunity than lose capital
```


Convert analysis into quantifiable scores:

DUE DILIGENCE SCORING SYSTEM

CATEGORIES (5 categories Γ— 20 points max each = 100 points total):

  1. LIQUIDITY & VOLUME (20 points max)

  2. ASSET QUALITY (20 points max)

  3. YIELD ECONOMICS (20 points max)

  4. GOVERNANCE & RISK (20 points max)

  5. PERSONAL FIT (20 points max)

SCORING RUBRIC

=== LIQUIDITY & VOLUME ===

TVL Adequacy:
5 = TVL > $1M
4 = TVL $500K-$1M
3 = TVL $250K-$500K
2 = TVL $100K-$250K
1 = TVL $50K-$100K
0 = TVL < $50K

Volume Level:
5 = Daily volume > $100K
4 = Daily volume $50K-$100K
3 = Daily volume $25K-$50K
2 = Daily volume $10K-$25K
1 = Daily volume $5K-$10K
0 = Daily volume < $5K

Volume/TVL Ratio:
5 = Ratio > 15% (excellent yield potential)
4 = Ratio 10-15%
3 = Ratio 5-10%
2 = Ratio 3-5%
1 = Ratio 1-3%
0 = Ratio < 1% (insufficient yield)

Volume Sustainability:
5 = Stable 90-day history, organic growth
4 = Stable 30-day history
3 = Some volatility, generally sustainable
2 = Recent decline or high volatility
1 = Clearly declining trend
0 = Unsustainable/spike-based

=== ASSET QUALITY ===

Asset 1 Quality (if XRP):
5 = XRP (automatic 5)

Asset 2 Quality:
5 = RLUSD or top-tier regulated stablecoin
4 = Established gateway stablecoin (Bitstamp, etc.)
3 = Known token, established issuer
2 = Known token, newer/smaller issuer
1 = Unknown token, some verification possible
0 = Unverified token, high risk

Issuer Assessment:
5 = Ripple, major exchange, regulated entity
4 = Established XRPL gateway
3 = Known project with track record
2 = Newer project, some validation
1 = Limited information available
0 = Anonymous or unverifiable

External Liquidity:
5 = Major exchange listings, deep liquidity
4 = Multiple exchange listings
3 = Some external liquidity
2 = Limited external liquidity
1 = Minimal external liquidity
0 = No liquidity outside this pool

=== YIELD ECONOMICS ===

Fee Rate Appropriateness:
5 = Optimal for pool type
4 = Slightly above/below optimal
3 = Reasonable but not ideal
2 = Concerning for pool type
1 = Inappropriate
0 = Manipulative or harmful

Expected Gross APY:
5 = > 20% gross APY
4 = 15-20%
3 = 10-15%
2 = 5-10%
1 = 3-5%
0 = < 3%

Expected IL:
5 = < 2% expected (stable pair)
4 = 2-5% expected
3 = 5-10% expected
2 = 10-15% expected
1 = 15-25% expected
0 = > 25% expected or unpredictable

Net APY Projection:
5 = > 15% projected net APY
4 = 10-15%
3 = 5-10%
2 = 3-5%
1 = 0-3%
0 = Negative expected net

=== GOVERNANCE & RISK ===

LP Concentration:
5 = Top LP < 20% of pool
4 = Top LP 20-35%
3 = Top LP 35-50%
2 = Top LP 50-70%
1 = Top LP 70-90%
0 = Top LP > 90%

Fee Voting Stability:
5 = No changes in 90 days, aligned votes
4 = Minor adjustments only
3 = Some changes, reasonable
2 = Frequent changes
1 = Unstable or concerning votes
0 = Manipulative or harmful governance

Red Flag Absence:
5 = Zero red flags identified
4 = 1 minor red flag
3 = 2-3 minor red flags
2 = 1 moderate red flag
1 = Multiple moderate red flags
0 = Any major red flag

Historical Performance:
5 = Strong track record > 6 months
4 = Good performance > 3 months
3 = Acceptable performance > 1 month
2 = New pool, limited history
1 = Some concerning history
0 = Poor or troubled history

=== PERSONAL FIT ===

Risk Tolerance Match:
5 = Perfect match
4 = Good match
3 = Acceptable match
2 = Slight mismatch
1 = Significant mismatch
0 = Completely inappropriate

Time Horizon Match:
5 = Perfect match
4 = Good match
3 = Acceptable match
2 = Slight mismatch
1 = Significant mismatch
0 = Completely inappropriate

Asset Understanding:
5 = Deeply understand both assets
4 = Good understanding
3 = Reasonable understanding
2 = Partial understanding
1 = Limited understanding
0 = Don't understand assets

Monitoring Capability:
5 = Can monitor optimally
4 = Can monitor well
3 = Can monitor adequately
2 = Monitoring will be challenging
1 = Limited monitoring ability
0 = Cannot monitor appropriately
```

SCORE INTERPRETATION GUIDE

90-100: Exceptional Pool
β”œβ”€β”€ Rareβ€”most pools don't score this high
β”œβ”€β”€ Strong candidate for larger position
β”œβ”€β”€ Still apply standard risk management
└── May be appropriate for core allocation

75-89: Good Pool
β”œβ”€β”€ Solid opportunity
β”œβ”€β”€ Appropriate for balanced strategies
β”œβ”€β”€ Standard position sizing
└── Worth including in portfolio

60-74: Acceptable Pool
β”œβ”€β”€ Some concerns but manageable
β”œβ”€β”€ Smaller position recommended
β”œβ”€β”€ Monitor more closely
└── Consider for diversification only

45-59: Marginal Pool
β”œβ”€β”€ Significant concerns
β”œβ”€β”€ Only for small/speculative allocation
β”œβ”€β”€ Very close monitoring required
└── Be prepared to exit quickly

Below 45: Avoid
β”œβ”€β”€ Too many issues
β”œβ”€β”€ Not worth the risk
β”œβ”€β”€ Better alternatives likely exist
└── No position recommended

MINIMUM THRESHOLDS BY STRATEGY:

Conservative strategy: Minimum score 75
Balanced strategy: Minimum score 60
Aggressive strategy: Minimum score 50
Never below: Score 45 (absolute floor)
```

When choosing between pools:

POOL COMPARISON MATRIX

Create comparison table:

Criterion Pool A Pool B Pool C
TVL $X $X $X
Daily Volume $X $X $X
Volume/TVL X% X% X%
Fee Rate X% X% X%
Gross APY X% X% X%
Expected IL X% X% X%
Net APY X% X% X%
Asset Quality X/10 X/10 X/10
Red Flags X X X
TOTAL SCORE X/100 X/100 X/100
RANKING #X #X #X
  1. Score all candidate pools
  2. Eliminate those below threshold
  3. Rank remaining by score
  4. Consider diversification benefit
  5. Allocate to top-ranked pools
  6. Document reasoning

Due diligence doesn't end at selection:

ONGOING MONITORING PROTOCOL

WEEKLY CHECKS:
β”œβ”€β”€ Volume trend (up/down/stable)
β”œβ”€β”€ TVL changes
β”œβ”€β”€ Fee rate changes
β”œβ”€β”€ Price alignment with external markets
β”œβ”€β”€ Any news about pool assets
└── Time: 15-30 minutes

MONTHLY REVIEWS:
β”œβ”€β”€ Full scorecard re-evaluation
β”œβ”€β”€ Performance vs expectations
β”œβ”€β”€ IL calculation
β”œβ”€β”€ Net return assessment
β”œβ”€β”€ Red flag re-scan
└── Time: 1-2 hours

TRIGGER-BASED REVIEWS:
β”œβ”€β”€ Volume drops > 30%
β”œβ”€β”€ TVL drops > 20%
β”œβ”€β”€ Fee rate changes
β”œβ”€β”€ Asset-related news
β”œβ”€β”€ Community concerns emerge
└── Time: Immediate when triggered

ANNUAL ASSESSMENT:
β”œβ”€β”€ Complete re-due diligence
β”œβ”€β”€ Compare to new alternatives
β”œβ”€β”€ Strategic fit re-evaluation
β”œβ”€β”€ Rebalancing consideration
└── Time: Half day
EXIT TRIGGERS FROM DD DETERIORATION

IMMEDIATE EXIT TRIGGERS:
β”œβ”€β”€ Score drops below 45
β”œβ”€β”€ Major red flag emerges
β”œβ”€β”€ Issuer default/freeze
β”œβ”€β”€ Regulatory action against issuer
β”œβ”€β”€ Evidence of manipulation
└── Any single catastrophic concern

PLANNED EXIT TRIGGERS:
β”œβ”€β”€ Score drops 15+ points
β”œβ”€β”€ Net APY falls below target for 30 days
β”œβ”€β”€ Better alternative identified
β”œβ”€β”€ Volume/TVL ratio unsustainable
β”œβ”€β”€ Personal circumstances change
└── Predetermined time horizon reached

  1. Confirm exit trigger is met
  2. Calculate current IL position
  3. Assess withdrawal timing
  4. Execute withdrawal
  5. Document reasoning
  6. Reallocate to alternatives or hold

βœ… Quantitative metrics predict yield. Volume/TVL ratio reliably indicates fee APY. This math is deterministic.

βœ… Asset quality affects risk. Pool failures often trace to asset issuer problems. Quality assets = lower pool risk.

βœ… Red flags are predictive. Pools with multiple warning signs fail more often. Due diligence filters avoid these.

⚠️ Future volume sustainability. Historical volume doesn't guarantee future volume. Projections are estimates.

⚠️ Optimal scoring weights. Our scoring system is reasonable but not scientifically validated. Adjust based on experience.

⚠️ New pool evaluation. Newer pools lack history, making assessment harder. They're higher risk by default.

πŸ“Œ Skipping due diligence for high APY. The highest APY pools often have the worst risk profiles. DD protects you.

πŸ“Œ One-time evaluation. Pools change. What was good last month may be problematic now. Ongoing monitoring is essential.

πŸ“Œ Over-relying on scores. The scorecard is a tool, not an oracle. Use judgment alongside scores.

Pool selection is the most important decision in liquidity provision. A rigorous, systematic approachβ€”quantitative metrics, asset quality assessment, red flag scanning, and scoringβ€”dramatically improves outcomes versus casual selection. Most pools aren't worth your capital. Your job is to find the ones that are, and continuously verify they remain so.


Assignment: Create a comprehensive due diligence scorecard and apply it to evaluate 3 real XRPL AMM pools.

Requirements:

  • All 5 categories with scoring criteria

  • Point allocation matching your priorities

  • Clear pass/fail thresholds

  • Comparison table structure

  • Include at least one XRP/stablecoin pool

  • Include at least one pool you're considering

  • Complete all scoring criteria for each

  • Document evidence for each score

  • TVL (current and 30-day trend)

  • Volume (current, 7-day avg, 30-day avg)

  • Volume/TVL ratio

  • Fee rate

  • Calculated gross APY

  • Projected net APY (with IL estimate)

  • Issuer identification

  • Trust/verification level

  • Liquidity assessment

  • Risk factors identified

  • Quality score justification

  • List all red flags identified (or "none")

  • Severity assessment for each

  • Impact on overall score

  • Recommendation based on red flags

  • All 3 pools side by side

  • Total scores

  • Rankings

  • Your selection (if any)

  • Rationale for selection or rejection

  • Monitoring frequency

  • Specific metrics to track

  • Exit triggers

  • Review schedule

  • Scorecard completeness: 20%

  • Accurate pool data collection: 20%

  • Thorough asset quality assessment: 15%

  • Complete red flag analysis: 15%

  • Clear comparison and ranking: 15%

  • Actionable monitoring plan: 15%

Time Investment: 2 hours

Value: This scorecard becomes your permanent tool for pool evaluation. You'll use it every time you consider a new pool, ensuring consistent, rational decision-making. The three pool evaluations provide practice and potentially identify your first real LP opportunity.


Knowledge Check

Question 1 of 2

A pool scores: Liquidity 15/20, Asset Quality 18/20, Yield Economics 12/20, Governance 14/20, Personal Fit 16/20. Total: 75/100. For a balanced strategy (minimum 60), what's the appropriate action?

  • XRPL Explorer AMM data
  • Third-party XRPL analytics tools
  • Volume tracking resources
  • Token issuer transparency reports
  • Regulatory filings (where applicable)
  • Community due diligence resources
  • DeFi risk frameworks
  • Portfolio due diligence standards
  • Institutional evaluation methodologies

For Next Lesson:
Lesson 6 begins Phase 2 with Conservative Yield Strategiesβ€”putting all Phase 1 knowledge into practice with a focus on capital preservation and modest, sustainable returns.


End of Lesson 5

Total words: ~6,200
Estimated completion time: 55 minutes reading + 2 hours for deliverable


  • Lesson 1: XRPL Yield Landscape
  • Lesson 2: LP Token Economics
  • Lesson 3: Fee Structures and Revenue
  • Lesson 4: Impermanent Loss
  • Lesson 5: Pool Selection and Due Diligence

You have the complete framework for understanding how XRPL yield works. Phase 2 will apply this knowledge to practical strategies.

Key Takeaways

1

Volume/TVL ratio is the key metric.

It directly determines fee APY. Prioritize pools with 5%+ daily volume/TVL ratio.

2

Asset quality is non-negotiable.

Evaluate issuers thoroughly. A high-APY pool with a questionable asset is a trap.

3

Red flags trump APY.

Any major red flag should disqualify a pool regardless of displayed returns.

4

Use systematic scoring.

The scorecard removes emotion and ensures consistent evaluation across pools.

5

Due diligence is ongoing.

Initial evaluation is step one. Continuous monitoring catches deterioration before losses compound. ---