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 DEXβincluding XRPLβare 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:
βββ More capital at risk (others trust pool)
βββ Lower slippage for traders
βββ More stable pricing
βββ Usually indicates established pool
βββ BUT: Dilutes your fee share
βββ Lower yield per dollar deposited
Lower TVL:
βββ Less capital competing for fees
βββ Higher yield potential per dollar
βββ Higher slippage (less attractive to traders)
βββ May indicate lack of confidence
βββ Higher IL impact from large trades
βββ 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:
βββ Conservative strategies: $500K+ TVL
βββ Balanced strategies: $100K+ TVL
βββ Aggressive strategies: $50K+ (with caution)
βββ 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:
βββ Daily volume (current)
βββ 7-day average volume
βββ 30-day average volume
βββ Volume trend (increasing/decreasing/stable)
βββ Volume volatility (consistency)
WHY VOLUME MATTERS:
βββ Volume Γ Fee Rate = Fee Revenue
βββ No volume = no fees = no yield
βββ Volume is the ONLY yield source
βββ Everything else is marketing
βββ Verify volume, not just APY
VOLUME QUALITY ASSESSMENT:
Healthy volume characteristics:
βββ Consistent day-to-day
βββ Mix of trade sizes
βββ Not dominated by single addresses
βββ Correlates with market activity
βββ Sustainable without special events
Unhealthy volume characteristics:
βββ Sporadic large spikes
βββ Dominated by few addresses
βββ Wash trading patterns
βββ Tied to single event/promotion
βββ Declining trend
VOLUME SOURCES:
βββ Organic trading (retail users)
βββ Arbitrage (correcting price discrepancies)
βββ Bot activity (automated trading)
βββ Payment flows (if ODL-related)
βββ 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:
βββ Conservative: 0.05+ (10%+ gross APY)
βββ Balanced: 0.08+ (15%+ gross APY)
βββ Aggressive: Any with sustainable volume
βββ Minimum acceptable: 0.03 (5%+ gross APY)
RED FLAG:
βββ Ratio > 0.50 (50%+): Unusual
βββ Verify it's sustainable
βββ Often new pool or temporary spike
βββ May collapse quickly
βββ Don't chase anomalies
```
The pool's trading fee directly affects your yield:
FEE RATE EVALUATION
CURRENT FEE IMPACT:
βββ Higher fee = more revenue per trade
βββ But may reduce trading volume
βββ Optimal rate balances both
βββ 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:
βββ Current fee rate
βββ Historical fee changes (stability)
βββ Top-8 LP votes (governance influence)
βββ Your potential voting power
βββ Alignment with pool health
FEE GOVERNANCE RISK:
βββ Who controls the votes?
βββ Can they change fees drastically?
βββ Any blackholed wallets affecting votes?
βββ History of fee manipulation?
βββ 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:
βββ Higher/lower TVL than similar pools?
βββ Higher/lower volume than similar pools?
βββ Higher/lower fee rate?
βββ 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)
βββ Native asset, no issuer risk
βββ Highly liquid
βββ Well-understood volatility profile
βββ No freeze or clawback risk
βββ Lowest counterparty risk on XRPL
ASSET 2: Issued Token
βββ Issuer matters enormously
βββ Trust line required
βββ Potential freeze/clawback
βββ Liquidity may be limited
βββ Counterparty risk exists
βββ Due diligence required
KEY PRINCIPLE:
A pool is only as safe as its weakest asset.
βββ XRP/Quality_Stablecoin = Low asset risk
βββ XRP/Unknown_Token = Unknown asset risk
βββ Token/Token = Double issuer risk
βββ 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):
βββ Issuer: Ripple (established company)
βββ Backing: Fiat-backed, claims 1:1 reserves
βββ Regulatory: NYDFS-regulated
βββ Track record: Newer, but Ripple is established
βββ Assessment: Lower risk among XRPL stablecoins
βββ Status: Likely highest-quality XRPL stablecoin
Other Gateway Stablecoins:
βββ Bitstamp USD: Exchange-issued, regulated
βββ Gatehub USD/EUR: Gateway-issued, established
βββ Others: Evaluate individually
βββ Risk varies significantly by issuer
STABLECOIN RED FLAGS:
βββ Unknown/anonymous issuer
βββ No reserve disclosure
βββ No audit history
βββ Algorithmic (not fiat-backed)
βββ History of depegging
βββ Thin liquidity outside pool
βββ No redemption mechanism
βββ 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:
βββ What is the token's purpose?
βββ Is there real utility/demand?
βββ What's the tokenomics (supply, distribution)?
βββ Who holds large amounts?
βββ Is the project active?
βββ Community size and engagement?
βββ Development activity?
βββ Realistic future prospects?
WARNING SIGNS:
βββ No clear use case
βββ Team dumping tokens
βββ Inactive development
βββ Dead community
βββ No roadmap or abandoned roadmap
βββ Previous rug pulls by team
βββ Token concentrated in few wallets
βββ Unrealistic promises
HONEST ASSESSMENT:
βββ Most token projects fail
βββ Token LPing adds project risk to LP risk
βββ Higher APY often compensates for this
βββ But: High APY doesn't guarantee success
βββ Due diligence is essential, not optional
Past performance indicates (but doesn't guarantee) future sustainability:
HISTORICAL ANALYSIS VALUE
WHAT HISTORY REVEALS:
βββ Volume sustainability patterns
βββ TVL stability (LP confidence)
βββ Fee voting stability
βββ Response to market stress
βββ Actual vs displayed APY
βββ Red flags that emerged over time
WHAT HISTORY DOESN'T REVEAL:
βββ Future price movements
βββ Future volume levels
βββ Future regulatory actions
βββ Black swan events
βββ Issuer decisions
βββ Guarantee of continuation
TIME PERIODS TO ANALYZE:
βββ 7 days: Recent snapshot
βββ 30 days: Short-term trend
βββ 90 days: Medium-term pattern
βββ All-time: Full history since launch
βββ During stress events: Resilience test
VOLUME PATTERN ANALYSIS
HEALTHY PATTERNS:
βββ Consistent baseline volume
βββ Expected spikes on market moves
βββ Gradual growth over time
βββ Diverse trading sources
βββ Quick recovery after lulls
CONCERNING PATTERNS:
βββ Single spike then collapse
βββ Steady decline over weeks
βββ Dependence on single event
βββ Unusual concentration
βββ Gaps with zero volume
ANALYZING VOLUME TREND:
30-Day Trend Analysis:
βββ Calculate daily volume for 30 days
βββ Plot on chart
βββ Identify trend direction
βββ Calculate average and standard deviation
βββ Note any outliers
βββ Assess sustainability
Questions:
βββ Is volume growing, stable, or declining?
βββ What caused any spikes?
βββ Are spikes repeatable?
βββ What's the "floor" volume level?
βββ Can floor support your yield expectations?
βββ What would cause volume to drop further?
```
TVL PATTERN ANALYSIS
TVL TELLS YOU:
βββ LP confidence in pool
βββ Market's assessment of opportunity
βββ Competition for fees
βββ Pool establishment level
βββ Stability of ecosystem
HEALTHY TVL PATTERNS:
βββ Gradual organic growth
βββ Stable with minor fluctuations
βββ Recovery after withdrawals
βββ Growth during favorable markets
βββ Controlled during unfavorable markets
CONCERNING TVL PATTERNS:
βββ Sharp unexplained drops
βββ Single LP dominance
βββ TVL flight during stress
βββ No recovery after drops
βββ Artificial inflation (wash depositing)
TVL CONCENTRATION CHECK:
βββ How many LPs in the pool?
βββ Top LP percentage of total?
βββ If top LP exits, what happens?
βββ Are you competing with one whale?
βββ 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:
βββ Pool displayed APY: 45%
βββ TVL: $500,000
βββ Daily volume: $100,000
βββ Fee rate: 0.5%
Today:
βββ Pool displayed APY: 25%
βββ TVL: $800,000
βββ Daily volume: $80,000
βββ Fee rate: 0.5%
What happened:
βββ TVL grew 60% (dilution)
βββ Volume dropped 20%
βββ Combined effect: APY dropped 44%
βββ Anyone who entered at "45% APY"
βββ Actually experienced ~30% APY (average)
LESSON:
βββ Displayed APY is a snapshot
βββ Real returns depend on full period
βββ High displayed APY attracts deposits
βββ Deposits dilute returns
βββ Actual < Displayed (usually)
βββ Use conservative projections
---
Numbers that should trigger caution:
QUANTITATIVE RED FLAGS
VOLUME RED FLAGS:
π© Volume > 100% of TVL daily (suspicious, verify)
π© Volume dropped > 50% in 30 days
π© Volume concentrated in few transactions
π© Volume only during specific hours
π© Volume disappears on weekends
π© Volume pattern suggests wash trading
TVL RED FLAGS:
π© TVL dropped > 30% in 7 days (exodus)
π© Single LP > 50% of TVL (governance risk)
π© TVL too small for meaningful liquidity (< $25K)
π© TVL grew > 500% in 30 days (something unusual)
π© Top 3 LPs > 80% of TVL
FEE RED FLAGS:
π© Fee rate changed > 3 times in 30 days
π© Fee rate at maximum (1%) without clear reason
π© Fee votes concentrated in blackholed wallets
π© Fee rate inappropriate for pool type
RATIO RED FLAGS:
π© Volume/TVL > 50% (verify sustainability)
π© Volume/TVL < 1% (insufficient yield)
π© Ratio highly volatile (unstable pool)
Warning signs about pool assets:
ASSET RED FLAGS
ISSUER RED FLAGS:
π© Anonymous/unknown issuer
π© No track record (< 6 months)
π© Previous issues (depegging, freezing)
π© No reserve transparency
π© Unaudited claims
π© Regulatory action history
TOKEN RED FLAGS:
π© No clear use case
π© Dead community/development
π© Team allocation > 50% of supply
π© Unlock schedule creates sell pressure
π© Only exists in this pool (no external liquidity)
π© Price declined > 80% from ATH
TECHNICAL RED FLAGS:
π© Freeze enabled on stablecoin
π© Clawback enabled unexpectedly
π© High transfer fees
π© Unusual trust line settings
π© Smart contract issues (for Hooks-based)
STABLECOIN RED FLAGS:
π© Trading at > 1% from peg
π© Thin redemption liquidity
π© Delayed redemptions reported
π© No fiat backing proof
π© Algorithmic mechanism
Patterns that suggest problems:
BEHAVIORAL RED FLAGS
GOVERNANCE RED FLAGS:
π© Fee changes that hurt LPs without explanation
π© Large LP exits without visible reason
π© Voting manipulation patterns
π© Coordinated action by insiders
π© No response to community concerns
MARKET RED FLAGS:
π© Price differs > 2% from external markets
π© Arbitrageurs not correcting price
π© Unusual spread patterns
π© One-sided trading (all buys or all sells)
π© Liquidity disappearing during volatility
COMMUNITY RED FLAGS:
π© Reports of problems from other LPs
π© Negative sentiment in forums
π© Developer/team departures
π© Communication breakdown
π© Disputes over pool management
OPERATIONAL RED FLAGS:
π© Technical issues with deposits/withdrawals
π© Delays in transaction processing
π© Explorer data inconsistent
π© Third-party tools don't support pool
π© Limited information availability
SUSPICION TRIGGERS
If displayed APY > 50%:
βββ Why isn't everyone in this pool?
βββ What's the catch?
βββ Is volume sustainable?
βββ Is TVL about to flood in?
βββ What risk am I not seeing?
βββ Investigate before depositing
If pool metrics seem "perfect":
βββ Verify data source
βββ Cross-reference with explorer
βββ Look for manipulation signs
βββ Check community sentiment
βββ Consider information asymmetry
βββ What do others know that you don't?
DEFAULT SKEPTICISM:
βββ Assume displayed APY is optimistic
βββ Assume risks are understated
βββ Assume you're late to opportunity
βββ Verify everything independently
βββ If you can't verify, don't invest
βββ 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):
LIQUIDITY & VOLUME (20 points max)
ASSET QUALITY (20 points max)
YIELD ECONOMICS (20 points max)
GOVERNANCE & RISK (20 points max)
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
βββ Rareβmost pools don't score this high
βββ Strong candidate for larger position
βββ Still apply standard risk management
βββ May be appropriate for core allocation
75-89: Good Pool
βββ Solid opportunity
βββ Appropriate for balanced strategies
βββ Standard position sizing
βββ Worth including in portfolio
60-74: Acceptable Pool
βββ Some concerns but manageable
βββ Smaller position recommended
βββ Monitor more closely
βββ Consider for diversification only
45-59: Marginal Pool
βββ Significant concerns
βββ Only for small/speculative allocation
βββ Very close monitoring required
βββ Be prepared to exit quickly
Below 45: Avoid
βββ Too many issues
βββ Not worth the risk
βββ Better alternatives likely exist
βββ 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 |
- Score all candidate pools
- Eliminate those below threshold
- Rank remaining by score
- Consider diversification benefit
- Allocate to top-ranked pools
- Document reasoning
Due diligence doesn't end at selection:
ONGOING MONITORING PROTOCOL
WEEKLY CHECKS:
βββ Volume trend (up/down/stable)
βββ TVL changes
βββ Fee rate changes
βββ Price alignment with external markets
βββ Any news about pool assets
βββ Time: 15-30 minutes
MONTHLY REVIEWS:
βββ Full scorecard re-evaluation
βββ Performance vs expectations
βββ IL calculation
βββ Net return assessment
βββ Red flag re-scan
βββ Time: 1-2 hours
TRIGGER-BASED REVIEWS:
βββ Volume drops > 30%
βββ TVL drops > 20%
βββ Fee rate changes
βββ Asset-related news
βββ Community concerns emerge
βββ Time: Immediate when triggered
ANNUAL ASSESSMENT:
βββ Complete re-due diligence
βββ Compare to new alternatives
βββ Strategic fit re-evaluation
βββ Rebalancing consideration
βββ Time: Half day
EXIT TRIGGERS FROM DD DETERIORATION
IMMEDIATE EXIT TRIGGERS:
βββ Score drops below 45
βββ Major red flag emerges
βββ Issuer default/freeze
βββ Regulatory action against issuer
βββ Evidence of manipulation
βββ Any single catastrophic concern
PLANNED EXIT TRIGGERS:
βββ Score drops 15+ points
βββ Net APY falls below target for 30 days
βββ Better alternative identified
βββ Volume/TVL ratio unsustainable
βββ Personal circumstances change
βββ Predetermined time horizon reached
- Confirm exit trigger is met
- Calculate current IL position
- Assess withdrawal timing
- Execute withdrawal
- Document reasoning
- Reallocate to alternatives or hold
β Quantitative metrics predict yield. Volume/TVL ratio reliably indicates fee APY. This math is deterministic.
β Asset quality affects risk. Pool failures often trace to asset issuer problems. Quality assets = lower pool risk.
β Red flags are predictive. Pools with multiple warning signs fail more often. Due diligence filters avoid these.
β οΈ Future volume sustainability. Historical volume doesn't guarantee future volume. Projections are estimates.
β οΈ Optimal scoring weights. Our scoring system is reasonable but not scientifically validated. Adjust based on experience.
β οΈ New pool evaluation. Newer pools lack history, making assessment harder. They're higher risk by default.
π Skipping due diligence for high APY. The highest APY pools often have the worst risk profiles. DD protects you.
π One-time evaluation. Pools change. What was good last month may be problematic now. Ongoing monitoring is essential.
π 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 approachβquantitative metrics, asset quality assessment, red flag scanning, and scoringβdramatically 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 2A 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 Strategiesβputting 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
Volume/TVL ratio is the key metric.
It directly determines fee APY. Prioritize pools with 5%+ daily volume/TVL ratio.
Asset quality is non-negotiable.
Evaluate issuers thoroughly. A high-APY pool with a questionable asset is a trap.
Red flags trump APY.
Any major red flag should disqualify a pool regardless of displayed returns.
Use systematic scoring.
The scorecard removes emotion and ensures consistent evaluation across pools.
Due diligence is ongoing.
Initial evaluation is step one. Continuous monitoring catches deterioration before losses compound. ---