conducting-collateral-pool-analysis
Assesses underlying asset pools with stratification, concentration analysis, historical performance, and credit quality distribution. Use when analyzing collateral pools, stratifying asset characteristics, or evaluating pool quality.
Best use case
conducting-collateral-pool-analysis is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Assesses underlying asset pools with stratification, concentration analysis, historical performance, and credit quality distribution. Use when analyzing collateral pools, stratifying asset characteristics, or evaluating pool quality.
Teams using conducting-collateral-pool-analysis should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/conducting-collateral-pool-analysis/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How conducting-collateral-pool-analysis Compares
| Feature / Agent | conducting-collateral-pool-analysis | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Assesses underlying asset pools with stratification, concentration analysis, historical performance, and credit quality distribution. Use when analyzing collateral pools, stratifying asset characteristics, or evaluating pool quality.
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Conducting Collateral Pool Analysis
## When To Use
- Evaluating an asset pool backing a new securitization (ABS, RMBS, CMBS, CLO, or bespoke structured notes)
- Performing periodic surveillance on an existing deal's collateral
- Comparing multiple pool cuts during warehouse accumulation or ramp-up
- Assessing eligibility criteria compliance for a proposed asset addition or substitution
- Supporting rating agency presentations, investor due diligence, or regulatory examinations
## Inputs To Gather
- **Pool tape / loan-level data file** — the asset-by-asset schedule with fields such as obligor, balance, rate, maturity, origination date, geography, industry/property type, credit score or rating, LTV/DSCR, delinquency status
- **Eligibility criteria and concentration limits** from the indenture, pooling & servicing agreement, or warehouse facility terms
- **Historical performance data** — static pool loss curves, delinquency rolls, prepayment speeds, recovery rates for comparable vintages
- **Deal structure details** — target pool size, overcollateralization levels, advance rates, and any reinvestment or replenishment provisions
- **Third-party reports** (if available) — appraisals, BPOs, credit reports, servicer commentary
## Workflow
1. **Validate the pool tape**
- Confirm record count, total balance, and field completeness against summary statistics provided by the originator
- Identify and flag missing, stale, or inconsistent data (e.g., maturity dates before origination dates, negative balances, duplicate loan IDs)
- Reconcile the tape to any prior cut date if performing a delta analysis
2. **Stratify the pool across key dimensions**
- For each asset class, stratify by the material risk drivers:
- *Consumer ABS*: FICO band, original term, seasoning, geographic state, loan-to-value
- *RMBS*: LTV, DTI, documentation type, occupancy status, property type, origination channel
- *CMBS*: property type, DSCR bucket, LTV, geographic MSA, lease rollover year
- *CLO*: Moody's/S&P industry code, rating bucket, spread, maturity, first-lien vs. second-lien
- Present stratification tables showing count, aggregate balance, weighted-average coupon/spread, and percentage of pool for each bucket
3. **Assess concentration risk**
- Calculate single-obligor, top-5, and top-10 obligor concentrations by outstanding balance
- Evaluate geographic concentration (state, MSA, or country depending on asset class)
- Check industry or property-type concentration against deal limits
- Flag any breach or near-breach of indenture concentration limits [VERIFY against deal documents]
4. **Analyze credit quality distribution**
- Map credit scores, internal ratings, or external ratings to a standardized scale
- Compute weighted-average credit quality metrics (WA FICO, WA rating factor, WA DSCR)
- Identify tail-risk exposures — bottom decile by credit quality — and quantify their share of the pool
- Compare current distribution to the pool as of the closing date to detect migration
5. **Review historical performance benchmarks**
- Overlay the pool's vintage against static pool loss curves from comparable originator cohorts
- Analyze delinquency transition matrices (current → 30 → 60 → 90 → charge-off roll rates)
- Calculate cumulative default rate, cumulative loss rate, and loss severity to date
- Evaluate prepayment behavior (CPR, CDR, ABS) relative to pricing assumptions
- Note any performance divergence from base-case or rating-agency stress scenarios
6. **Test eligibility and portfolio quality tests**
- Re-run each eligibility criterion from the governing documents against every asset in the tape
- Identify any ineligible assets and quantify their balance
- Run portfolio-level quality tests (e.g., WA spread test, diversity score, WA recovery rate test for CLOs; WA LTV and WA DSCR for CMBS) [VERIFY specific tests per deal]
- Document pass/fail status and available cushion for each test
7. **Synthesize findings into a pool quality opinion**
- Summarize strengths (e.g., high WA FICO, geographic diversification, seasoned performance)
- Highlight weaknesses and risk concentrations with quantified exposure
- Compare the pool to prior deal vintages or market benchmarks
- Recommend any remedial actions (asset substitution, concentration limit waiver requests, structural credit enhancement adjustments)
## Output
Produce a structured collateral pool analysis report containing:
- **Executive summary** — one-paragraph pool quality assessment with key metrics (pool balance, asset count, WA coupon, WA credit metric, WA remaining term, top concentration)
- **Stratification tables** — formatted tables for each key dimension with count, balance, WA stats, and pool share
- **Concentration analysis** — obligor, geographic, and sector/property-type heat maps or ranked tables with limit compliance status
- **Credit quality snapshot** — distribution chart or table with migration commentary
- **Performance benchmarking** — vintage curve comparisons and roll-rate summaries
- **Eligibility and portfolio test results** — pass/fail matrix with cushion amounts
- **Risk flags and recommendations** — itemized list of concerns ranked by materiality
## Quality Checks
- All balances in stratification tables sum to the total pool balance (zero reconciliation difference)
- Weighted-average calculations are balance-weighted, not simple averages
- Concentration percentages sum to 100% within each stratification dimension
- Every eligibility criterion from the deal documents is tested — none omitted [VERIFY completeness against indenture/PSA]
- Historical performance comparisons use matched seasoning periods (not mismatched time windows)
- Any data gaps or assumptions are explicitly noted with [VERIFY] markers
- Currency, day-count, and rate conventions are consistent across all calculations
- Output distinguishes between hard breaches (ineligibility) and soft breaches (portfolio test failures with cure periods)Related Skills
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