IFoA CS2 flashcards
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- Survival function S(x)
- Probability a newborn survives to age x: S(x) = P(X > x). Non-increasing, S(0)=1, S(∞)=0. Related to force of mortality by S(x) = exp(−∫₀ˣ μ(t)dt).
- Force of mortality μ(x)
- Instantaneous hazard of death at age x given survival to x: μ(x) = f(x)/S(x) = −d/dx ln S(x). Under UDD between integer ages, μ(x+t) = qₓ/(1 − t·qₓ).
- Curtate expectation of life eₓ
- Expected number of complete future years lived: eₓ = Σₖ≥₁ ₖpₓ. Complete expectation ėₓ = ∫₀^∞ ₜpₓ dt. Approximation ėₓ ≈ eₓ + ½ under UDD.
- UDD fractional survival
- Uniform distribution of deaths: for 0 ≤ t ≤ 1, ₜpₓ = 1 − t·qₓ and ₜqₓ = t·qₓ. Deaths are spread evenly across each year of age.
- Constant force of mortality
- Assumes μ(x+t) = μ constant for 0 ≤ t ≤ 1, giving ₜpₓ = e^(−μt) = (pₓ)ᵗ. Fractional survival is exponential within the year of age.
- Balducci assumption
- Assumes ₁₋ₜqₓ₊ₜ = (1−t)·qₓ, so survival within year is ₁₋ₜpₓ₊ₜ = 1 − (1−t)qₓ. Force of mortality decreases within each year of age.
- Whole life annuity äₓ
- Expected present value of 1 per year payable in advance while alive: äₓ = Σₖ≥₀ vᵏ ₖpₓ. Identity äₓ = (1 − Aₓ)/d links it to whole life insurance.
- Whole life insurance Aₓ
- Expected present value of 1 payable at end of year of death: Aₓ = Σₖ≥₀ vᵏ⁺¹ ₖpₓ qₓ₊ₖ. For continuous payment use Āₓ with force of interest δ.
- Net premium reserve
- Prospective reserve ₜV = EPV(future benefits) − EPV(future net premiums) at duration t, conditional on survival. Equals accumulated past premiums minus benefits under equivalence principle.
- Thiele's differential equation
- d/dt V(t) = δ·V(t) + P − b·μ(t) − (S − V(t))·μ(t), where b is death benefit, S survival benefit. Continuous-time reserve recursion used for profit and risk analysis.
- Recursive reserve formula
- (ₜV + P)(1+i) = qₓ₊ₜ·S + pₓ₊ₜ·ₜ₊₁V, where S is death benefit. Allows forward or backward computation of reserves from terminal value.
- Equivalence principle
- Premium set so EPV of premiums equals EPV of benefits plus expenses at policy inception, i.e. reserve at duration 0 is zero. Basis for net and gross premium calculation.
- Gross premium
- Premium covering benefits plus expenses (initial, renewal, claim) and profit margin. Gross premium reserve uses the same premium basis; expense loadings are added to benefit outgo in the recursion.
- Profit signature
- Sequence of expected profits at each duration multiplied by survival probability to start of that duration: Πₜ = profitₜ · ₜ₋₁p. Used to compute NPV at the risk discount rate.
- Risk discount rate
- Rate r used to discount the profit signature: NPV = Σₜ Πₜ·vᵗ. Reflects the shareholders' required return; higher r reduces NPV and lowers the internal rate of return margin.
- Internal rate of return
- Rate i* at which NPV of profit signature equals zero. Compared with the risk discount rate to judge profitability; multiple roots may occur when cash flows change sign more than once.
- Multiple decrement table
- Model with several causes of exit. Dependent rate (aq)ᵈₓ is the probability of exit due to cause d in the year; independent rate qᵈₓ assumes other causes removed.
- Associated single decrement
- Table for one cause with all other decrements removed. Independent rate qᵈₓ relates to dependent rate (aq)ᵈₓ; under UDD in the multiple table, (aq)ᵈₓ = qᵈₓ·(1 − ½Σⱼ≠d qʲₓ).
- Markov multi-state model
- States with transition intensities μᵢⱼ(t); probabilities satisfy Kolmogorov forward equations dpᵢⱼ/dt = Σₖ pᵢₖ μₖⱼ − pᵢⱼ Σₖ≠ⱼ μⱼₖ. Used for disability, critical illness and long-term care.
- Gompertz law
- Mortality law μ(x) = B·cˣ, giving exponentially increasing force of mortality with age. Makeham extends it to μ(x) = A + B·cˣ, adding an age-independent component.
- Lee-Carter model
- Mortality projection model: ln m(x,t) = aₓ + bₓ·kₜ + εₓₜ, where aₓ is average log mortality, bₓ age sensitivity, kₜ time trend. kₜ typically modelled as a random walk with drift.
- Select mortality
- Mortality in years immediately after underwriting is lower than ultimate mortality at the same age, due to selection. Denoted q₍ₓ₎₊ₜ for select duration t; converges to ultimate qₓ₊ₜ after the select period.
- Value at Risk (VaR)
- The α-quantile of the loss distribution: smallest l such that P(L ≤ l) ≥ α. Simple to communicate but not subadditive and ignores the size of losses beyond the threshold.
- Tail Value at Risk (TVaR)
- Conditional expected loss beyond VaR: TVaR_α = E[L | L > VaR_α], also called Expected Shortfall. Coherent, subadditive, and captures the severity of tail losses.
- Coherent risk measure axioms
- A risk measure ρ is coherent if it satisfies monotonicity, translation invariance, positive homogeneity, and subadditivity: ρ(X+Y) ≤ ρ(X) + ρ(Y). TVaR is coherent; VaR is not.
- Stochastic simulation for reserves
- Simulate future mortality, interest and lapse paths; compute reserves or profit for each path; summarise distribution. Used to quantify reserve variability and capital requirements under stress.
- Deterministic profit test
- Project expected cash flows using best-estimate assumptions for mortality, interest, expenses and lapses. Produces the profit signature and NPV or IRR for a given premium and basis.
- Asset-liability modelling
- Joint projection of asset and liability cash flows to test solvency, liquidity and interest-rate mismatch. Immunisation requires matching duration and convexity of assets and liabilities.
- Duration and convexity
- Macaulay duration = Σ t·PV(CFₜ)/Σ PV(CFₜ); modified duration = D/(1+i). Convexity adjusts for curvature. Used to immunise reserves against interest-rate changes.
- Premium basis vs reserving basis
- Premium basis sets premiums at inception; reserving basis (often more prudent) values future liabilities. A stronger reserving basis increases reserves and reduces reported profit.
- Surrender value
- Amount paid on lapse; modelled as a decrement with its own rate. Affects reserve recursion: (V+P)(1+i) = qᵈ·Sᵈ + qˡ·SV + p·ₜ₊₁V where qᵈ, qˡ are decrement rates.
- Mortality improvement
- Long-term reduction in mortality rates over time. Projected via Lee-Carter or similar; ignoring it understates annuity costs and overstates life insurance profitability.