AI for Actuaries: Reserve-Setting Memos

End-of-lesson check

15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-careers-ai-actuarial-reserve-memo-r10a4-adults

1. What does ASOP 41 require of actuarial communications like reserve memos?

   1. They must be written without any AI assistance
   2. They must be clear, complete, and not misleading
   3. They must be under 10 pages
   4. They must be submitted to ASOP for approval

2. Which task in reserve memo production is MOST appropriate for AI assistance?

   1. Setting the actuarial assumptions (mortality tables, discount rates)
   2. Signing and certifying the memo
   3. Drafting methodology paragraphs from a standardized assumption set
   4. Determining the reserve amount

3. A credentialed actuary signs a reserve memo that contains AI-drafted prose. Who is accountable for every word?

   1. The AI tool that generated the text
   2. The software vendor
   3. The firm's general counsel
   4. The credentialed actuary who signed the memo

4. What is the primary risk of using AI to draft reserve memo methodology paragraphs without careful review?

   1. The paragraphs may be too long
   2. The AI may create inconsistencies between the described methodology and the actual assumptions used
   3. Regulators may object to modern formatting
   4. Peer reviewers may not understand AI-generated prose

5. What is a useful AI prompt for checking assumption disclosure in a reserve memo?

   1. Make this memo shorter
   2. Enumerate every assumption from the workbook and confirm each is disclosed in the memo text
   3. Rewrite the memo in plain language for non-actuaries
   4. Suggest new assumptions to improve the reserve estimate

6. Why is peer review of AI-drafted reserve memo prose non-negotiable?

   1. Peer reviewers enjoy reading AI content
   2. ASOP 41 requires the credentialed actuary to satisfy themselves that the memo accurately reflects their work
   3. AI prose is always incorrect and needs complete rewriting
   4. Peer review is required by the AI vendor's terms of service

7. What AI capability is MOST useful for comparing this year's reserve memo to last year's?

   1. Setting new actuarial assumptions based on prior-year patterns
   2. Flagging changes in methodology language and ensuring disclosures are updated accordingly
   3. Automatically approving the prior year's reserve as this year's
   4. Generating a new set of exhibits from scratch

8. Which actuarial responsibility absolutely CANNOT be delegated to AI?

   1. Comparing prior-year language
   2. Setting the actuarial assumptions and signing the memo
   3. Drafting the introductory paragraph
   4. Cross-checking exhibit numbers against the prose

9. What time-consuming actuarial task does AI most significantly reduce in memo production?

   1. The time to set loss development factors
   2. Drafting structured methodology prose from a known assumption set
   3. The time to price insurance products
   4. Running stochastic reserve simulations

10. What is a 'credentialed actuary' and why does the designation matter for reserve memos?

    1. Any person working at an insurance company
    2. A Fellow or Associate of an actuarial society who can sign actuarial opinions and is accountable under professional standards
    3. A software engineer who builds actuarial models
    4. An auditor who reviews reserve estimates

11. An AI draft of a reserve memo contains a methodology paragraph that doesn't match the actual discount rate used. What should happen?

    1. Submit it anyway since the numbers in the exhibits are correct
    2. The paragraph must be corrected to accurately reflect the actual discount rate before signing
    3. Add a footnote explaining the discrepancy
    4. Ask the AI to reconcile the difference automatically

12. Which of the following represents the appropriate workflow for AI-assisted reserve memo production?

    1. Actuary inputs assumptions → AI produces memo → memo is signed without review
    2. AI sets assumptions → Actuary writes prose → Peer review
    3. Actuary sets assumptions → AI drafts methodology prose → Actuary reviews and revises → Peer review → Sign
    4. AI produces entire memo → External consultant reviews → Actuary signs

13. How does AI use for reserve memos benefit associate actuaries specifically?

    1. It allows them to earn the FSA credential faster
    2. It frees time from methodology prose drafting for more valuable work like assumption development and learning
    3. It automatically earns them continuing education credits
    4. It replaces the need for supervision by senior actuaries

14. A reserve memo covers a property/casualty line of business governed by ASOP 36. The AI-drafted prose cites ASOP 41 throughout. What is the issue?

    1. No issue — ASOP 41 covers all actuarial communications
    2. The AI correctly identified the primary standard
    3. The memo should cite the ASOP governing the specific line of business, not just the communication standard
    4. ASOP 36 and ASOP 41 are interchangeable

15. What is the single most important principle for using AI in actuarial work like reserve memos?

    1. AI should handle all writing so actuaries can focus only on numbers
    2. The credential and professional accountability always remain with the signing actuary, regardless of what AI assisted with
    3. AI output should be submitted without modification to maintain objectivity
    4. Only AI tools approved by the Academy of Actuaries should be used