skills/full-company-analysis/references/modules/M091-life-insurance-analyst-playbook.md

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<!-- Module: 091 | Title: Life Insurance Analyst Playbook -->

## PART XV - SECTOR PLAYBOOKS | MODULE 091

# Life Insurance Analyst Playbook

> Mission. Build a sector-specific research system for Life Insurance that converts operating data into financial outcomes, highlights the accounting areas most likely to distort comparability, and selects valuation methods that reflect the sector's economics.

## Economic engine and binding constraints

Model account values, spreads, mortality/morbidity, lapses, guarantees, hedging, RBC/capital, investment portfolio, new business economics, and reinsurance. Stress asset-liability duration and policyholder behavior together.

## Primary KPI stack

| KPI | Construction / analyst control |
| --- | --- |
| sales | New policy premiums, deposits, annuity sales, or product sales under the issuer's definition; reconcile gross versus net and funded versus submitted amounts. Validation: Tie the dollar measure to filed statements/footnotes; reconcile classification adjustments, one-time items, acquisitions/FX, and period consistency before using it analytically. |
| spread income | Investment yield earned on spread-based assets minus credited rate/funding cost, multiplied by average spread-based liabilities/assets as appropriate. Validation: Tie the dollar measure to filed statements/footnotes; reconcile classification adjustments, one-time items, acquisitions/FX, and period consistency before using it analytically. |
| policyholder behavior | Observed lapse, withdrawal, premium-payment, utilization, or conversion behavior by product/cohort versus priced assumptions. Validation: Recalculate independently from cited source data; verify definition, period, units, scope, signs, and any reconciliation to reported financial or operating totals. |
| surrenders | Policy/contract value surrendered during the period divided by average account value or policies in force. Validation: Recalculate independently from cited source data; verify definition, period, units, scope, signs, and any reconciliation to reported financial or operating totals. |
| RBC | Risk-based capital ratio: total adjusted capital divided by company action level RBC, or the jurisdiction-specific equivalent. Validation: Recalculate from same-scope numerator and denominator; confirm period, units, cohort/geography, and issuer definition; reconcile material differences to filings or operating data. |
| investment yield | investment yield = annualized economic output / current market value or invested base; match numerator and denominator. |
| hedging | Net derivative notional, sensitivities, collateral, and realized/unrealized hedge results relative to the underlying insurance/market risk exposure. Validation: Recalculate independently from cited source data; verify definition, period, units, scope, signs, and any reconciliation to reported financial or operating totals. |
| capital return | Common dividends plus net share repurchases divided by net income/FCF, or absolute dollars returned, with regulatory capital constraints shown separately. Validation: Recalculate independently from cited source data; verify definition, period, units, scope, signs, and any reconciliation to reported financial or operating totals. |



## Sector-specific accounting and comparability traps

- Actuarial assumptions: reconcile issuer treatment with peer treatment and quantify the effect on reported growth, margin, cash flow, capital, or valuation before comparing outputs.

- Dac: reconcile issuer treatment with peer treatment and quantify the effect on reported growth, margin, cash flow, capital, or valuation before comparing outputs.

- Separate accounts: reconcile issuer treatment with peer treatment and quantify the effect on reported growth, margin, cash flow, capital, or valuation before comparing outputs.

- Derivatives: reconcile issuer treatment with peer treatment and quantify the effect on reported growth, margin, cash flow, capital, or valuation before comparing outputs.

- Statutory capital: reconcile issuer treatment with peer treatment and quantify the effect on reported growth, margin, cash flow, capital, or valuation before comparing outputs.

## Valuation frameworks

- P/B: common equity value divided by common book value; interpret with asset quality, mark-to-market exposure, sustainable ROE, growth, and cost of equity.

- Normalized P/E: equity value divided by through-cycle diluted EPS after normalizing credit, reserves, margins, taxes, unusual gains/losses, and share count.

- Embedded-value context: value in-force insurance business as adjusted net worth plus present value of future distributable profits, with lapse, mortality, spread, capital, and discount assumptions.

- Sum-of-the-parts: value each economically distinct segment with its appropriate framework, then subtract corporate costs and all non-common claims before deriving equity value.

## Sector diligence questions

- What is the most important leading indicator for Life Insurance, and how many months does it lead reported revenue or cash flow?

## Sector stress and falsification

- Stress sales and spread income together in the direction most likely to break the equity story; flow the result through working capital, capex, liquidity, financing, dilution, and valuation.

- Explicitly test actuarial assumptions. Determine whether it can make the reported sector comparison look better or worse without equivalent economic change.

## 99-point standalone execution extension

### Model architecture and forecast chain

Model policies or account value, premiums, spreads, lapses, mortality/morbidity, hedging, statutory capital, and investment yield.

### Leading-indicator dashboard

Track lapse rates, credit spreads, mortality, annuity sales, new-money yields, hedge effectiveness, regulatory capital, and reinsurance.

### Primary-source map

SEC filings; statutory/NAIC statements; state insurance regulation; Federal Reserve rate data; mortality/morbidity public datasets; separate-account and hedging disclosures.

### Accounting normalization test

Actuarial assumptions, DAC, market-risk benefits, reinsurance, statutory versus GAAP capital, and investment impairments require specialist treatment.

### Valuation implementation

Use book-value/ROE, distributable capital, embedded-value concepts where appropriate, and earnings normalized for assumption updates.

### Worked numerical mini-case

> Illustrative spread case.

A $40bn general-account portfolio earning 4.8% against credited/benefit cost of 3.6% has a 120 bp gross spread, or $480m before expenses/hedging. A 30 bp spread compression costs about $120m.

Model lapse behavior, duration mismatch, statutory capital and variable-annuity guarantees rather than relying on GAAP EPS alone.

### Monitoring and falsification cadence

Breaks include lapse shock, asset-liability mismatch, reserve strengthening, hedge failure, credit losses, or capital/regulatory constraint.

At every quarterly update, rebuild the driver bridge from operating units to revenue, margin, cash flow and valuation; compare leading indicators with the prior forecast; record definition changes; and precommit the threshold that would trigger a thesis reset rather than a cosmetic estimate change.

## Sector exit standard

The Life Insurance work is complete only when the analyst can explain the business in its native operating units, reproduce the KPI history, identify the binding growth constraint and marginal price setter, normalize sector-specific accounting, quantify a coherent adverse case, and translate the current market price into the operating expectations that must be met or exceeded.