
Asset Liability Management
- 29 installs
- 7 repo stars
- Updated May 20, 2026
- daemon-blockint-tech/agentic-enteprises-skill
Frame asset-liability management: match asset/liability cash flows, model interest rate risk, design LDI and hedges, and prepare ALCO reporting.
About
Guides asset-liability management covering cash-flow and risk matching, interest rate risk, LDI and immunization, hedging, stress testing, and ALCO reporting. A developer or analyst uses it when framing ALM objectives or quantifying duration gap and surplus-at-risk.
- Interest rate risk: duration, convexity, key rate duration
- LDI, immunization, and hedge program design for insurers/pensions/banks
Asset Liability Management by the numbers
- 29 all-time installs (skills.sh)
- Ranked #667 of 1,106 Finance & Trading skills by installs in the Skillselion catalog
- Data as of Jul 29, 2026 (Skillselion catalog sync)
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| Installs | 29 |
|---|---|
| repo stars | ★ 7 |
| Last updated | May 20, 2026 |
| Repository | daemon-blockint-tech/agentic-enteprises-skill ↗ |
What it does
Frame asset-liability management: match asset/liability cash flows, model interest rate risk, design LDI and hedges, and prepare ALCO reporting.
Files
Asset-Liability Management (ALM)
When to Use
- Frame ALM objectives: cash-flow matching, surplus protection, return within risk appetite, regulatory capital efficiency
- Analyze interest rate risk: duration, convexity, key rate duration, parallel and non-parallel shocks
- Design liability-driven investment (LDI), immunization, and hedge programs (rates, inflation, FX)
- Quantify duration gap, surplus sensitivity, and surplus-at-risk concepts for ALCO materials
- Support insurer, pension, and bank ALM contexts with institution-appropriate metrics
- Build stress and scenario sets for ALM (rates, spreads, equity, longevity, credit)
- Draft or review ALM policy, risk limits, and ALCO reporting packs (high level)
- Connect ALM to capital, solvency, and regulatory metrics without substituting appointed actuary or risk sign-off
- Explain reinvestment, prepayment, and optionality impacts on asset–liability profiles
When NOT to Use
- Pension plan design, ERISA funding, PBGC, or DB/DC benefit formulas as primary topic →
pension-retirement-funds - Actuarial pricing, reserving, IBNR triangles, mortality table construction, or statutory opinions →
actuary - Assumption governance, assumption packs, and change-control workflows without ALM portfolio lens →
assumption-setting - P&C underwriting, claims, or line-of-business education without ALM balance-sheet focus →
property-casualty-insurance - Life/health product features, distribution, or claims operations without ALM framing →
life-health-insurance - Security selection, issuer research, or equity valuation as primary deliverable →
financial-analyst(if installed) - Actuarial consulting engagement scoping, SOW, or due diligence program management →
actuarial-consulting - Bank intraday liquidity crisis operations, LCR/NSFR runbooks, or treasury payment ops (unless ALM rate-risk context only)
- Trade execution, order management, or portfolio implementation mechanics without ALM risk framing
Related skills
| Need | Skill |
|---|---|
| DB/DC pensions, funding policy, benefit design, de-risking structures | pension-retirement-funds |
| Pricing, reserving, triangles, experience studies, capital overview | actuary |
| Assumption documentation, governance, and change control | assumption-setting |
| P&C lines, underwriting, claims, cat context | property-casualty-insurance |
| Life, health, annuity product and benefit context | life-health-insurance |
| Corporate FP&A, investor metrics, security research | financial-analyst (if installed) |
| Actuarial engagement scoping, SOW, due diligence | actuarial-consulting |
| IFRS 17 / insurance accounting presentation (coordinate) | ifrs (if installed) |
| Enterprise risk registers without ALM metrics | security-risk-analyst (if installed) |
Core Workflows
1. Engagement scoping
Before analysis:
1. Institution type — Insurer (life/P&C), pension fund/trust, bank ALM desk, asset manager LDI mandate 2. Balance sheet — Economic, regulatory, accounting, or funding basis for assets and liabilities 3. Horizon — Short-term liquidity vs long-term solvency; run-off vs going-concern 4. Decision — Hedge design, IPS/ALM policy, ALCO pack, stress test, capital planning input 5. Material risks — Rates, credit/spreads, equity, inflation, longevity, FX, liquidity, basis 6. Governance — ALCO charter, limits, model inventory, independent validation requirements
See `references/alm_scope_and_principles.md`.
2. Interest rate risk and duration
1. Define valuation basis and discount curve(s) for liabilities and assets 2. Compute or interpret effective duration, modified duration, DV01, and convexity 3. Extend to key rate duration and partial durations for non-parallel shocks 4. Quantify duration gap and surplus sensitivity to rate moves 5. Flag embedded options (calls, prepay, guarantees) that break linear duration 6. Coordinate liability cash-flow shapes with actuary or pension-retirement-funds when needed
See `references/interest_rate_risk_and_duration.md`.
3. Liability-driven investing and hedging
1. State LDI objective: minimize surplus volatility, maximize hedge ratio, or cash-flow match 2. Map liability cash flows (timing, indexation, options) to asset segments 3. Select hedge instruments: government bonds, swaps, futures, options, inflation-linked 4. Design immunization or contingent immunization rules and triggers 5. Address reinvestment risk, curve risk, and basis risk between hedge and liability 6. Separate strategic asset allocation from overlay and dynamic de-risking glide paths
See `references/liability_driven_investing.md`.
4. Insurance and pension ALM
1. Identify regime-specific metrics (e.g., surplus, PVFP, economic capital, funded ratio) 2. For insurers: relate ALM to guarantees, asset adequacy, and market risk capital (overview) 3. For pensions: link duration, glide paths, and de-risking to funding and accounting bases 4. For banks: distinguish ALM (IRRBB, EVE/NII) from liquidity risk management 5. Coordinate longevity, lapse, and morbidity with actuarial owners—not duplicate liability models
See `references/insurance_and_pension_alm.md`.
5. Stress testing and governance
1. Define scenario set: historical, hypothetical, regulatory, and reverse stress 2. Shock rates, spreads, equity, credit, inflation, and longevity consistently 3. Report surplus, capital, and limit breaches with clear attribution 4. Align with ALM policy limits, risk appetite, and escalation paths 5. Document model risk, data lineage, and ALCO decision log
See `references/stress_scenarios_and_governance.md`.
6. ALM reporting and metrics
1. Build ALCO dashboard: surplus, duration gap, hedge ratio, key sensitivities 2. Include bridges (market moves, assumption changes, flows, rebalancing) 3. Summarize forward-looking metrics: surplus-at-risk, earnings-at-risk (institution-specific) 4. Tie to capital and regulatory ratios at overview—escalate filings to qualified roles 5. State limitations and basis in every exhibit footnote
See `references/alm_reporting_and_metrics.md`.
Key metrics (ALM)
| Metric | Typical use |
|---|---|
| Effective / modified duration | Interest rate sensitivity of assets, liabilities, surplus |
| DV01 / PV01 | Dollar change per 1bp parallel shift |
| Key rate duration | Non-parallel yield curve risk |
| Convexity | Second-order rate sensitivity; material for large moves |
| Duration gap | Asset duration − liability duration (definition varies by basis) |
| Funded ratio / surplus ratio | Assets ÷ liabilities or economic surplus measure |
| Hedge ratio | Risk covered by hedges ÷ measured exposure |
| Surplus-at-risk (SaR) | Tail loss on surplus over horizon (method-specific) |
| Net interest income sensitivity | Bank ALM earnings exposure |
| Economic value of equity (EVE) | Bank balance-sheet value sensitivity (overview) |
Always state measurement basis, curve, and rebalancing assumptions.
Data requests (starter checklist)
When the user has not supplied data, ask for:
1. Valuation date and reporting bases (economic, regulatory, accounting, funding) 2. Liability cash-flow projection or summary profile (duration, key rates, inflation linkage) 3. Asset holdings with classification (government, credit, alternatives, derivatives) 4. Existing hedge book (notionals, maturities, counterparties, collateral) 5. ALM policy and risk limits; prior ALCO materials 6. Prior stress results and capital model outputs (overview)
Deliverable standards
| Deliverable | Minimum content |
|---|---|
| ALM diagnostic | Objectives, gap analysis, top risks, measurement basis |
| Duration / KRD report | Definitions, curves, asset/liability/surplus sensitivities |
| LDI / hedge proposal | Instruments, hedge ratio, basis risks, implementation phases |
| Stress test summary | Scenarios, surplus/capital impacts, limit breaches, actions |
| ALCO pack | Dashboard, bridges, decisions needed, governance items |
| ALM policy outline | Objectives, limits, roles, review cadence, model standards |
Always state uncertainty and limitations. Do not present outputs as investment advice, actuarial opinion, regulatory filing, or legal guidance without qualified human review.
When to load references
- Scope and principles →
references/alm_scope_and_principles.md - Interest rate risk and duration →
references/interest_rate_risk_and_duration.md - LDI, immunization, hedging →
references/liability_driven_investing.md - Insurance and pension ALM →
references/insurance_and_pension_alm.md - Stress, scenarios, governance →
references/stress_scenarios_and_governance.md - Reporting and metrics →
references/alm_reporting_and_metrics.md
ALM reporting and metrics
Table of contents
1. Reporting audiences 2. Core ALM dashboard 3. Sensitivity and exposure metrics 4. Tail and horizon metrics 5. Bridges and attribution 6. Benchmarking and IPS alignment 7. Capital and regulatory exhibits 8. Exhibit quality checklist
Reporting audiences
| Audience | Focus | Tone |
|---|---|---|
| ALCO | Limits, hedge decisions, scenario breaches | Technical, decision-ready |
| Board / risk committee | Surplus trend, tail risks, policy compliance | Summary, narrative |
| CFO / finance | Accounting earnings impact, hedge P&L | Basis-specific |
| Regulators (overview) | Prescribed templates, ORSA/ICAAP summaries | Factual, qualified review |
| Rating agencies (overview) | Risk management quality, liquidity | Consistent with public disclosures |
Tailor depth; avoid mixing bases without reconciliation tables.
Core ALM dashboard
Recommended panels (institution-dependent):
1. Surplus or funded ratio — level and 12-month trend 2. Duration gap — total and key-tenor breakdown 3. Hedge ratio — by risk factor (rates, inflation, FX) 4. Limit utilization — traffic-light vs policy 5. Largest sensitivities — top three drivers of \(\Delta S\) 6. Upcoming cash flows — benefit/claim payments vs asset maturities (12–24m) 7. Derivative exposure — notional, DV01, collateral
Include as-of date, currency, and basis in header/footer.
Sensitivity and exposure metrics
| Metric | Definition (typical) | Notes |
|---|---|---|
| DV01 (asset, liability, net) | PV change per 1bp parallel | Specify curve |
| Effective duration | % PV change per 100bp | Options need effective |
| Key rate DV01 | Sensitivity to tenor bucket | Show net KRD chart |
| Spread DV01 | PV change per 1bp OAS | Credit books |
| Equity beta to surplus | Regression or stress grid | Pension risk assets |
| Inflation DV01 | PV change per 1bp real rate / CPI | Index definition |
Present gross and hedged columns where overlays exist.
Tail and horizon metrics
| Metric | Description | Caveats |
|---|---|---|
| Surplus-at-risk (SaR) | Tail loss on surplus over horizon at confidence level | Method varies (parametric vs simulation) |
| VaR / ES | Value-at-risk / expected shortfall on surplus or NAV | Holding period must be stated |
| Earnings-at-risk (EaR) | NII or accounting earnings impact (banks, insurers) | Accounting vs economic |
| Shortfall risk | Probability funded ratio < threshold | Pension-specific |
Always disclose:
- Confidence level (95%, 99%)
- Horizon (1y, 3y)
- Rebalancing assumptions
- Correlations source
Bridges and attribution
Surplus bridge (example components)
\[ S_1 - S_0 = \underbrace{\text{market}}_{\text{rates, spreads, equity}} + \underbrace{\text{flows}}_{\text{contributions, benefits}} + \underbrace{\text{assumptions}}_{\text{actuarial}} + \underbrace{\text{other}}_{\text{FX, fees}} \]
Funded ratio bridge (pensions)
- Asset return
- Liability interest cost / discount rate change
- Contributions and benefit payments
- Demographic experience
Require consistent basis across periods; flag one-offs.
Benchmarking and IPS alignment
ALM reporting should connect to Investment Policy Statement (IPS):
- Strategic asset allocation ranges vs actual
- LDI allocation vs policy target
- Tracking error to liability benchmark (if used)
- Risk budget consumption (equity, credit, illiquids)
Distinguish policy benchmark from peer comparison—peers optional for ALCO, not core ALM risk.
Capital and regulatory exhibits
High-level mapping only—specialists own filings.
| Exhibit | ALM content |
|---|---|
| ORSA / risk appetite | SaR, stress outcomes vs appetite |
| RBC projection (insurance) | Rate/spread stress on surplus and capital |
| IRRBB (bank) | EVE/NII stress vs limits |
| Pension disclosure support | Sensitivity tables coordinated with actuary |
Footnote: not substitute for appointed actuary, auditor, or regulatory submission.
Exhibit quality checklist
Before distributing ALCO materials:
- [ ] Basis and currency on every page
- [ ] Curve IDs and shock definitions match risk system
- [ ] Net exposures shown, not assets alone
- [ ] Hedged vs unhedged clearly separated
- [ ] Limits with utilization % and trend
- [ ] Scenarios dated and versioned
- [ ] Narrative explains breaches and proposed actions
- [ ] Disclaimers on non-advice and model limitations
- [ ] Data cut timestamp and reconciliation to finance records
Coordinate liability exhibits with actuary or pension-retirement-funds owners before external distribution.
ALM scope and principles
Table of contents
1. What ALM is 2. Objectives and tradeoffs 3. Stakeholders and governance 4. Measurement bases 5. Risk taxonomy for ALM 6. Boundaries with adjacent disciplines 7. Engagement checklist
What ALM is
Asset-liability management (ALM) is the practice of managing the joint behavior of assets and liabilities so that the institution can meet its obligations and strategic goals within risk appetite and capital constraints.
ALM is not synonymous with:
- Portfolio management alone (alpha, security selection) without liability context
- Treasury operations alone (cash positioning, payments) without balance-sheet risk framing
- Actuarial valuation alone without investment and hedge strategy
Core ALM questions:
1. How do interest rates, credit spreads, equity markets, and inflation move surplus (or economic value)? 2. Are cash flows from assets sufficient and appropriately timed for liability outflows? 3. What hedges and investment policies keep risk within limits through stress scenarios?
Objectives and tradeoffs
Institutions often pursue multiple objectives simultaneously. Make tradeoffs explicit.
| Objective | Description | Typical tension |
|---|---|---|
| Solvency / surplus protection | Limit tail loss on surplus or capital | Lower return target |
| Earnings stability | Smooth reported or economic earnings | Less perfect hedge |
| Cash-flow matching | Align asset receipts with liability payments | Liquidity vs yield |
| Return generation | Earn spread over liability discount rate | Higher market risk |
| Capital efficiency | Reduce regulatory or economic capital drag | Basis and model constraints |
| De-risking readiness | Preserve option to transfer or annuitize liabilities | Glide path vs return |
Risk appetite translates objectives into quantitative limits (duration gap, SaR, hedge ratio floors, concentration limits).
Stakeholders and governance
| Role | Typical responsibilities |
|---|---|
| ALCO (asset-liability committee) | Approves ALM policy, limits, hedge programs, major IPS changes |
| CRO / risk | Owns risk framework, limit monitoring, independent challenge |
| CFO / treasurer | Funding, liquidity coordination, accounting impacts |
| Chief investment officer | Implements SAA, overlays, manager selection within policy |
| Actuary | Liability cash flows, assumptions, regulatory liability measures |
| Appointed actuary / regulator (insurance) | Statutory opinion context—not duplicated by ALM skill |
ALM deliverables should be decision-ready: options, sensitivities, limit usage, and recommended actions—not data dumps.
Measurement bases
ALM analysis must state which basis applies. Mixing bases without reconciliation is a common failure mode.
| Basis | Assets | Liabilities | Typical use |
|---|---|---|---|
| Economic / market-consistent | Fair value | Best-estimate cash flows discounted at market curves | Hedge design, internal capital |
| Accounting | GAAP/IFRS carrying values | PBO, insurance contract liabilities | Earnings volatility dialogue |
| Regulatory / statutory | Admitted assets (insurance); RBC factors | Statutory reserves | Solvency reporting (overview) |
| Funding (pensions) | Fair value or smoothed per policy | IRC funding liability | Contribution policy |
Document discount curves, credit assumptions, and whether liquidity premiums are embedded in liabilities.
Risk taxonomy for ALM
Interest rate and curve risk
- Level (parallel shifts)
- Slope and curvature (key rate risks)
- Reinvestment risk when asset proceeds must be reinvested at unknown rates
- Prepayment and extension risk on callable or mortgage-related assets
Credit and spread risk
- Migration and default on corporate and structured holdings
- Basis between hedge instruments and liability discount curves
Market risk beyond rates
- Equity beta on surplus when equities are material
- Real estate and alternatives valuation lag and liquidity
- FX when liabilities or hedges are in different currencies
Insurance and pension-specific
- Longevity / mortality (pensions, annuities)
- Lapse, surrender, and utilization (life/health)
- Inflation linkage on indexed benefits or claims
Liquidity and operational
- Ability to meet collateral calls on derivatives
- Fire-sale risk under stress
- Model and data operational risk
Boundaries with adjacent disciplines
| Topic | Primary skill | ALM role |
|---|---|---|
| Pension benefit design, ERISA funding | pension-retirement-funds | Consume liability profile; design LDI |
| Reserve triangles, pricing, assumptions | actuary, assumption-setting | Use outputs; do not rebuild |
| Security research, issuer fundamentals | financial-analyst | Inputs to credit risk, not ALM core |
| Consulting SOW and engagement governance | actuarial-consulting | Separate from ALM committee packs |
| P&C or life product education | property-casualty-insurance, life-health-insurance | Context for liability types |
Engagement checklist
Before producing ALM analysis, confirm:
- [ ] Institution type and regulatory context identified
- [ ] Valuation date and bases for assets and liabilities
- [ ] Surplus definition agreed (economic vs accounting vs funding)
- [ ] Horizon for risk metrics (instantaneous shock vs 1y VaR/SaR)
- [ ] Hedgeable risks vs retained risks documented
- [ ] ALM policy limits and escalation paths referenced
- [ ] Owners for liability model and investment book data named
- [ ] Outputs labeled not actuarial opinion, legal advice, or trade instruction
Insurance and pension ALM
Table of contents
1. Institution comparison 2. Life and annuity ALM 3. P&C and health ALM (overview) 4. Pension and retirement fund ALM 5. Bank ALM (IRRBB overview) 6. Capital and regulatory touchpoints 7. Coordination with actuarial owners
Institution comparison
| Dimension | Life / annuity insurer | Pension fund / trust | Bank (ALM desk) |
|---|---|---|---|
| Primary liability | Policyholder obligations, reserves | Benefit payments to participants | Deposits, borrowings, structural products |
| Typical horizon | Long; mortality/longevity | Very long; demographic | Short to medium for NII; long for EVE |
| Key ALM metric | Surplus, PVFP, capital | Funded ratio, surplus volatility | NII sensitivity, EVE, IRRBB limits |
| Hedge tools | Bonds, swaps, derivatives, reinsurance | LDI, glide paths, risk transfer | Swaps, bonds, deposits pricing |
| Regime examples | RBC, Solvency II (overview) | ERISA funding, GAAP (overview) | Basel IRRBB, local banking rules |
Use institution-appropriate vocabulary in ALCO materials.
Life and annuity ALM
Liability features driving ALM
- Guaranteed minimum rates and crediting strategies
- Surrender and lapse options
- Annuitization and GMxB-style guarantees (overview)
- Longevity on payout annuities
Asset strategies
- Liability-sensitive segments: long bonds, swaps, ILBs
- Spread assets: corporate credit with capital and liquidity limits
- Separate accounts vs general account ring-fencing
ALM metrics (overview)
| Metric | Purpose |
|---|---|
| Surplus (economic) | Assets − best-estimate liabilities |
| Duration of surplus | Rate risk after hedges |
| PVFP / embedded value components | Management view of franchise value |
| Capital coverage | Regulatory ratio sensitivity |
Detailed reserving, pricing, and assumption work → actuary, life-health-insurance.
P&C and health ALM (overview)
P&C liabilities are often shorter and inflation-linked (claims trends) compared to life.
ALM focus areas:
- Loss reserve discounting (where permitted) and investment income matching
- Inflation sensitivity on long-tail lines
- Liquidity for large cat events
- Asset adequacy testing concepts (high level)
Do not replace reserve adequacy analysis with duration metrics alone → actuary, property-casualty-insurance.
Pension and retirement fund ALM
Liability profile
- DB plans: long duration, sensitive to discount rate, mortality, salary inflation
- De-risking path: equity-heavy → LDI → buyout readiness
Funding vs economic ALM
| Lens | ALM implication |
|---|---|
| Funding (IRC) | Smoothed rates may diverge from hedge curves—basis risk |
| GAAP (ASC 715) | PBO duration drives accounting volatility |
| Economic | Market-consistent LDI design |
Pension-specific metrics
- Funded ratio (specify numerator/denominator)
- Surplus volatility under rate scenarios
- Contribution risk and policy corridor
Plan design, ERISA, and risk transfer structures → pension-retirement-funds; ALM consumes cash-flow and duration outputs.
Bank ALM (IRRBB overview)
Banks separate:
- Interest rate risk in the banking book (IRRBB) — EVE and NII metrics
- Liquidity risk — LCR/NSFR (not ALM core unless user asks liquidity crisis ops)
Typical metrics
| Metric | Measures |
|---|---|
| EVE sensitivity | Economic value of equity under rate shocks |
| NII sensitivity | Earnings over 12–24 months under rate paths |
| Gap reports | Repricing mismatches by bucket |
ALM skill covers IRRBB framing for balance-sheet dialogue—not payment operations or crisis liquidity runbooks.
Capital and regulatory touchpoints
High-level links only—qualified roles sign filings.
| Context | ALM question for capital |
|---|---|
| Life insurer | How do rate/spread shocks affect RBC or SCR? |
| Pension | Does LDI reduce volatility relevant to sponsor balance sheet? |
| Bank | Do shocks breach IRRBB internal limits? |
Coordinate assumption sets with assumption-setting and liability measurement with actuary.
Coordination with actuarial owners
| Deliverable from actuary / pension team | ALM use |
|---|---|
| Liability cash-flow projection | Cash-flow and duration matching |
| Discount curve specification | Hedge curve selection, basis analysis |
| Sensitivity exhibits (rates, longevity) | Hedge sizing, stress design |
| Funding valuation | Contribution policy—not duplicate |
ALM skill interprets and structures investment/hedge responses; it does not replace appointed actuary or actuarial certification.
Interest rate risk and duration
Table of contents
1. Concepts and definitions 2. Duration measures 3. Convexity and optionality 4. Key rate duration 5. Duration gap and surplus sensitivity 6. Curve construction and consistency 7. Common pitfalls 8. Worked patterns (conceptual)
Concepts and definitions
Interest rate risk is the potential change in value or cash flows due to changes in yield curves and related market variables.
For ALM, focus on net exposure: assets minus liabilities (surplus), not asset duration alone.
| Term | Definition |
|---|---|
| PV | Present value of future cash flows at a discount curve |
| DV01 / PV01 | Change in PV for a 1bp parallel shift in rates |
| Yield | Internal rate of return that equates price to cash flows (context-specific) |
Clarify whether shocks are instantaneous (valuation impact) or over a horizon with reinvestment (ALM simulation).
Duration measures
Modified duration
Approximate percentage price change for a small parallel yield change:
\[ \Delta P/P \approx -D_{\text{mod}} \cdot \Delta y \]
Used for fixed-rate bonds without embedded options when yields are well-defined.
Effective duration
Duration from numerical revaluation under curve shocks—required when cash flows change with rates (options, structured products, some liabilities).
\[ D_{\text{eff}} = -\frac{P_{-} - P_{+}}{2 P_0 \cdot \Delta y} \]
Macaulay duration
Weighted average time to cash flows; linked to modified duration via yield for simple bonds. Useful for immunization intuition (match Macaulay durations for a single liability payment).
Dollar duration
\(D_{\$} = D \times P\) — useful for hedge sizing in dollar space.
Convexity and optionality
Convexity captures curvature: for large rate moves, linear duration understates gains when rates fall (positive convexity) on plain bonds.
\[ \Delta P/P \approx -D \cdot \Delta y + \frac{1}{2} C \cdot (\Delta y)^2 \]
Embedded options (calls, puts, prepayment, policyholder options) create negative convexity and extension/contraction risk—duration alone is insufficient.
ALM implications:
- Report effective duration and, where material, convexity or full grid revaluation
- Stress non-linear products with scenario grids, not only parallel ±100bp
Key rate duration
Key rate duration (KRD) measures sensitivity to changes at specific curve tenors while holding other key points fixed (method varies by vendor).
Use KRD when:
- Liabilities are long and pension-like (sensitivity at 10y–30y)
- Hedges use butterflies or barbells rather than parallel swaps
- Steepening/fl flattening scenarios dominate risk
Present KRD tables for assets, liabilities, and net with the same curve methodology.
Duration gap and surplus sensitivity
Duration gap (informal):
\[ \text{Gap} \approx D_A \cdot A - D_L \cdot L \]
Definitions vary: some use dollar duration on market values; pensions may use funded weights.
Surplus duration (economic):
\[ D_{\text{surplus}} \approx \frac{D_A \cdot A - D_L \cdot L}{A - L} \]
when surplus \(S = A - L\) is positive and liabilities are measured on a consistent market basis.
Interpretation:
- Positive net duration → surplus falls when rates rise (if liabilities are longer duration than assets)
- Sign depends on relative durations and weights, not asset duration alone
Always pair with convexity and key-rate profile for material books.
Curve construction and consistency
ALM requires one coherent framework:
1. Risk-free or swap curve for discounting (policy choice) 2. Credit spreads for corporate holdings—separate from liability curve unless liability is credit-based 3. Inflation curve for real-linked cash flows (breakeven or RPI/CPI-specific)
Basis risk arises when:
- Liabilities are discounted on corporate bond yields but hedged with government swaps
- OIS vs LIBOR/SOFR legacy conventions differ across books
- Smoothed funding curves vs market hedge curves (pensions)
Document curve IDs, valuation timestamps, and parallel vs bucketed shock conventions.
Common pitfalls
| Pitfall | Mitigation |
|---|---|
| Asset duration only | Always report liability and net |
| Mixing accounting liability with market-valued hedges | Reconcile bases or use economic mirror |
| Using book yield for liabilities | Use curve-consistent effective duration |
| Ignoring options | Effective duration + scenario grids |
| Static hedge ratio | Model rebalancing and drift |
| Wrong compounding on shocks | Align with risk system (continuous vs annual) |
Worked patterns (conceptual)
Parallel shock bridge
1. Start surplus \(S_0\) 2. Apply +100bp parallel to assets and liabilities (full revaluation preferred) 3. Report \(\Delta S\), implied \(D_{\text{net}}\), compare to duration estimate
Key-rate steepener
1. +50bp at 2y, −25bp at 30y (example) 2. Show impact on pension liabilities vs barbell hedge
Immunization check
For a single deterministic liability payment at time \(T\):
- Match Macaulay duration and PV of assets to liability
- Monitor rebalancing as time passes and coupons arrive
Hand off liability cash-flow engineering to actuary or pension-retirement-funds when full projections are required.
Liability-driven investing
Table of contents
1. LDI objectives 2. Cash-flow matching vs duration matching 3. Immunization strategies 4. Hedge instruments 5. Hedge ratio and implementation 6. Basis and reinvestment risk 7. Dynamic de-risking and glide paths 8. Implementation phases
LDI objectives
Liability-driven investing (LDI) aligns the asset portfolio structure with liability risk drivers—primarily interest rates, inflation, and (where relevant) longevity—rather than maximizing benchmark-relative return in isolation.
Typical goals:
| Goal | Metric / outcome |
|---|---|
| Surplus volatility reduction | Lower \(\sigma(\Delta S)\) for rate shocks |
| Hedge ratio target | % of liability rate risk covered |
| Cash-flow adequacy | Liquidity to pay benefits/claims |
| Funding improvement | Higher funded ratio over time (pensions) |
| Capital efficiency | Lower economic/regulatory capital drag (insurers) |
State whether the mandate is minimum risk (pension de-risking) or return-seeking within surplus risk budget.
Cash-flow matching vs duration matching
Dedicated cash-flow matching
- Hold assets whose coupons and maturities align with liability payment schedule
- Strong for known fixed cash flows; weak when liabilities are uncertain (options, longevity, inflation)
Duration / factor matching
- Match duration, key rates, or factor exposures rather than each cash flow
- Uses pooled instruments (bonds, swaps) with reinvestment of intermediate coupons
| Approach | Strength | Weakness |
|---|---|---|
| Cash-flow ladder | Intuitive, liquidity planning | Reinvestment risk; scale constraints |
| Duration matching | Scalable; works with swaps | Model risk; basis vs liability curve |
| Factor / KRD matching | Handles complex curves | Data and governance heavy |
Immunization strategies
Classical immunization (Redington): match PV and duration (sometimes convexity) so surplus is insulated to small parallel rate changes.
Contingent immunization:
1. Start in return-seeking portfolio while surplus cushion exceeds threshold 2. Trigger move to immunized portfolio if surplus falls below floor 3. Requires clear governance and execution playbook
Horizon matching:
- As liability horizon shortens, reduce duration of assets (glide)
- Coordinate with pension de-risking milestones
Hedge instruments
| Instrument | Use case | ALM notes |
|---|---|---|
| Government bonds | Direct duration; high-quality match | Supply, reinvestment, liquidity |
| Interest rate swaps | Pay-fixed/receive-fixed to adjust duration | Collateral, CSA, counterparty limits |
| Futures / options | Tactical overlay, convexity management | Roll, margin, basis |
| Inflation-linked bonds / swaps | Indexed pensions, real liabilities | Index mismatch (CPI vs RPI) |
| FX forwards | Cross-currency liabilities | Hedge accounting treatment |
| Swaptions / caps / floors | Tail protection, asymmetric payoffs | Cost vs benefit; ALCO approval |
Distinguish economic hedge from accounting hedge designation—coordinate with finance; not legal advice.
Hedge ratio and implementation
Hedge ratio examples:
\[ HR = \frac{\text{Dollar duration of hedges}}{\text{Dollar duration of liability rate risk}} \]
or PV-weighted coverage of key rates.
Implementation considerations:
1. Notional sizing vs DV01 targeting 2. Rebalancing bands (e.g., re-hedge when HR drifts ±5%) 3. Transaction costs and market impact 4. Collateral and liquidity under stress 5. Separate account vs pooled implementation (pensions, insurers)
Document allowed instruments and counterparty limits in ALM policy.
Basis and reinvestment risk
Basis risk: hedge instrument does not move 1:1 with liability discount rate.
Sources:
- Credit spread on liability discount vs government hedge
- OIS/LIBOR/SOFR convention differences
- Smoothed actuarial valuation rates vs market hedges
Reinvestment risk: intermediate coupons must be reinvested at unknown future rates—immunization drifts unless rebalanced.
Mitigations:
- Shorter bucket ladders for near benefits
- Key-rate hedges at long tenors
- Overlay swaps with explicit roll policy
Dynamic de-risking and glide paths
Glide path reduces risk as funded status improves or participants age.
Typical triggers:
| Trigger | Action |
|---|---|
| Funded ratio > 105% (example) | Increase LDI allocation |
| Calendar date (plan maturity) | Reduce equity, extend duration |
| Volatility control | Cut risk when realized vol spikes |
Link glide paths to pension risk transfer readiness (pension-retirement-funds) without duplicating legal structuring.
Implementation phases
1. Diagnostic — duration gap, KRD, surplus sensitivities, basis inventory 2. Policy — objectives, limits, permitted instruments, HR targets 3. Pilot — partial hedge (e.g., 50% HR) with monitoring 4. Scale — full LDI; integrate with manager mandates and benchmarks 5. Review — quarterly ALCO; annual policy refresh
Do not specify individual trades without user mandate and compliance context—frame as program design.
Stress scenarios and governance
Table of contents
1. Scenario design principles 2. Scenario types 3. Risk factor shocks 4. Reverse stress and escalation 5. ALM policy and limits 6. ALCO process 7. Model risk and validation 8. Documentation standards
Scenario design principles
Effective ALM stress testing is:
- Coherent — joint shocks respect economic plausibility (e.g., rates down + equity up vs crisis correlation)
- Transparent — assumptions documented and versioned
- Actionable — tied to limits, capital, and management decisions
- Comparable — repeatable quarter-over-quarter with bridges
Define:
1. Valuation approach (full revaluation vs sensitivity approximation) 2. Rebalancing behavior (static vs dynamic hedges) 3. Time horizon (instantaneous vs 1-year path)
Scenario types
| Type | Purpose | Examples |
|---|---|---|
| Sensitivity | Marginal impact of one factor | +100bp parallel rates |
| Historical | Replay past regimes | 2008, 2020, 2022 rate shock |
| Hypothetical | Forward-looking narratives | Stagflation, credit crunch |
| Regulatory | Compliance with prescribed sets | IRRBB, ORSA, ICAAP templates (overview) |
| Reverse stress | Find scenarios that break limits | Max equity drop before SaR breach |
Combine level shocks with shape shocks (steepener, flattener, butterfly).
Risk factor shocks
Interest rates
- Parallel ±50/100/200bp
- Key-rate bumps by tenor
- Negative rate floor handling
Credit spreads
- Widening by rating bucket
- Migration overlays for structured books
Equity and alternatives
- Equity -20% / -35% with correlation to rates per scenario narrative
- Private asset valuation lag and haircuts
Inflation
- CPI/RPI paths for indexed liabilities and ILBs
- Wage inflation for active pension participants
Insurance / pension-specific
- Longevity improvement shock (+X years)
- Lapse mass lapse or surrender spike
- Morbidity utilization spike (health)
Report impacts on:
- Surplus or economic value
- Funded ratio
- Earnings (if requested, accounting basis)
- Capital ratios (overview)
Reverse stress and escalation
Reverse stress identifies combinations of factors that drive surplus to policy floor or regulatory minimum.
Steps:
1. Start from limit breach definition (e.g., SaR > appetite) 2. Search or narrative-build scenario combinations 3. Identify mitigations: additional hedges, contribution, benefit changes (pension), capital raise
Escalation:
| Severity | Typical action |
|---|---|
| Green | Monitor; within appetite |
| Amber | Hedge adjustment proposal; management review |
| Red | ALCO emergency session; regulator notification (per policy) |
ALM policy and limits
ALM policy should define:
- Objectives and risk appetite
- Permitted instruments and counterparty criteria
- Quantitative limits (examples below)
- Roles and approval authorities
- Review cadence and exception process
Example limit categories (institution-specific):
| Limit | Example metric |
|---|---|
| Duration gap | \ |
| Surplus-at-risk | 99% 1y SaR < $Y |
| Hedge ratio | HR between 80%–120% |
| Concentration | Single issuer < Z% |
| Derivatives | Notional / VAR caps |
Limits must align with measurement basis used in risk systems.
ALCO process
Asset-Liability Committee (ALCO) agenda (template):
1. Market update — rates, spreads, inflation, liquidity 2. Surplus / funded status — bridges since prior meeting 3. Risk metrics — duration gap, KRD, SaR, limit utilization 4. Hedge program — performance, roll, proposed changes 5. Stress results — new scenarios, breaches, mitigations 6. Policy exceptions — status and remediation 7. Decisions and actions — owners and dates
Minutes should capture dissent, assumptions, and follow-ups for audit trail.
Model risk and validation
ALM relies on:
- Liability models (actuarial)
- ALM / risk aggregation engines
- Vendor analytics for derivatives and KRD
Governance elements:
- Model inventory with tiering
- Independent validation and periodic revalidation
- Change control for assumptions and code
- Back-testing of sensitivities vs full revaluation where possible
Escalate model materiality to enterprise model risk management policy.
Documentation standards
Each stress cycle should archive:
1. Scenario definitions (shocks, correlations, dates) 2. Input data cut (positions, curves, FX) 3. Model version IDs 4. Output exhibits and limit breach log 5. Management responses and hedge tickets (reference only)
Label outputs as internal management information—not regulatory filing or actuarial opinion unless reviewed by qualified roles.