Life Insurance Risk, Capital, and Asset-Liability Management in the Age of Uncertainty: Paper 1 – Risk Inventory and Taxonomy and Risk Calibration
By Anthony Dardis, Matthew Ford, Andrew Kirk, Bryan Liu and Hanbo Zhang · Milliman · 2023 · CP351-104-25
Study guide: Exam CP-351
The first of two Milliman reports, dated November 2023, on how life insurers are responding to the fast-changing economic environment, based on conversations with life insurers in the UK, European, U.S. and Bermudian markets. Paper 1 asks whether insurers' risk inventories and taxonomies captured the risks their business was exposed to, how they identify risks, and how they have recalibrated their quantification of risk exposures, including through stress and scenario testing.
On the syllabus
- Exam CP-351 — Paper 1, on risk inventory, taxonomy and calibration; outcome 1c.
Introduction
- Paper 1: Risk Inventory and Taxonomy, and Risk Calibration
- Paper 2: Limitations of Risk Models and Monitoring, and Management Implications
Risk Inventory and Taxonomy
- Risk Identification and Classification Framework
- Methods for establishing a robust risk inventory and taxonomy
- Risk Identification Special Focus Area: Operational and Strategic Risks
- Evolving and Emerging Risks
- Inflation
- Interest rates and liquidity risk
- Risks associated with alternative assets
- Market volatility
- Climate risk
- Model risk
Risk Calibration and Dependencies
- Risk dependencies
- Risk calibration
- Stress and Scenario Testing
Conclusion and Upcoming Paper
Sources
- Life insurance risk, capital, and asset-liability management in the age of uncertainty: Paper 1 – Risk inventory and taxonomy and risk calibration (Milliman Report, November 2023) — the document: title page, authors, table of contents (headings title-cased from the printed capitals) and the introduction for the lead
- Paper 1 landing page (Milliman) — the report's address, as cited by Paper 2
- CP 351 Introductory Study Note, Nov 2026/Mar 2027/Jul 2027 (SOA) — the study-note code CP351-104-25 and its title
- CP 351 Syllabus, Nov 2026/Mar 2027/Jul 2027 (SOA) — the assignment ("Risk Inventory, Taxonomy, Calibration") and the learning outcome