Actuarium

Life Contingencies Primer

Foundations
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Key formulas
Survival function
tpx=S0(x+t)S0(x)=P(Tx>t){}_tp_x = \dfrac{S_0(x+t)}{S_0(x)} = P(T_x > t)
Force of mortality
ฮผx=โˆ’ddxlnโกS0(x)\mu_x = -\dfrac{d}{dx}\ln S_0(x)
Whole life insurance EPV
Ax=โˆ‘k=0โˆžvk+1โ€‰kpxโ€‰qx+kA_x = \sum_{k=0}^\infty v^{k+1} \,{}_kp_x\, q_{x+k}
Whole life annuity-due EPV
aยจx=โˆ‘k=0โˆžvkโ€‰kpx\ddot a_x = \sum_{k=0}^\infty v^k \,{}_kp_x

Although life contingencies is primarily SOA territory, P&C actuaries encounter it in workers' compensation lifetime pension claims, structured settlements, and any product with mortality-contingent cash flows. This primer covers survival models, life tables, and the present-value building blocks.

Survival models

Let XX be the age at death, with survival function S0(x)=P(X>x)S_0(x) = P(X>x). For a life aged xx, the future lifetime Tx=Xโˆ’xโˆฃX>xT_x = X - x \mid X>x has survival function

โ€‰โฃtpx=P(Tx>t)=S0(x+t)S0(x),tqx=1โˆ’tpx.\!{}_tp_x = P(T_x > t) = \frac{S_0(x+t)}{S_0(x)}, \qquad {}_tq_x = 1 - {}_tp_x.

The force of mortality ฮผx=โˆ’ddxlnโกS0(x)\mu_x = -\dfrac{d}{dx}\ln S_0(x) is the instantaneous death rate, analogous to a hazard rate; it relates to the survival function via โ€‰โฃtpx=expโก(โˆ’โˆซ0tฮผx+sโ€‰ds)\!{}_tp_x = \exp\left(-\int_0^t \mu_{x+s}\,ds\right). Common parametric laws: Gompertz (ฮผx=Bcx\mu_x = Bc^x), Makeham (ฮผx=A+Bcx\mu_x = A+Bc^x, adding an age-independent "accident" component โ€” of particular relevance to WC lifetime claims, which combine an accidental-death-like flat hazard with normal aging mortality).

Life tables

A life table tabulates lxl_x, the expected number of survivors to age xx out of an initial cohort l0l_0 (e.g., 100,000), from which qx=(lxโˆ’lx+1)/lxq_x = (l_x - l_{x+1})/l_x (one-year mortality rate) and โ€‰โฃtpx=lx+t/lx\!{}_tp_x = l_{x+t}/l_x follow directly. Standard tables include the SOA's Annuity 2000/2012 tables and the widely used CSO (Commissioners Standard Ordinary) tables for U.S. life insurance valuation. For WC lifetime pension reserves, actuaries often start from a general population table and adjust for the impairment associated with the disabling injury.

Present values of insurances and annuities

A whole life insurance pays $1 at the moment of death (or end of year of death, for the discrete version); its expected present value is

Ax=โˆ‘k=0โˆžvk+1โ€‰kpxโ€‰qx+k.A_x = \sum_{k=0}^\infty v^{k+1}\,{}_kp_x\,q_{x+k}.

A whole life annuity-due pays $1 at the start of each year the insured survives:

aยจx=โˆ‘k=0โˆžvkโ€‰kpx.\ddot a_x = \sum_{k=0}^\infty v^k\,{}_kp_x.

These satisfy the fundamental identity Ax=1โˆ’dโ€‰aยจxA_x = 1 - d\,\ddot a_x (where d=ivd = iv), which follows from the fact that a $1 whole life insurance plus the annuity of premiums funding it must reproduce the accumulation of $1. Term and endowment insurances and annuities restrict the payment to a fixed term nn, e.g. Ax:nโ€พโˆฃ1A^1_{x:\overline{n}\rvert} (term insurance, pays only on death within nn years) and Ax:nโ€พโˆฃA_{x:\overline{n}\rvert} (endowment, pays on death within nn years or survival to nn).

Worked example

Using a simplified table: q60=0.010q_{60}=0.010, q61=0.012q_{61}=0.012, q62=0.014q_{62}=0.014, and i=5%i=5\% (v=1/1.05=0.952381v=1/1.05=0.952381). Compute the EPV of a 3-year term insurance paying $100,000 at the end of the year of death for a life aged 60.

โ€‰โฃ0p60=1\!{}_0p_{60}=1. โ€‰โฃ1p60=1โˆ’0.010=0.990\!{}_1p_{60} = 1-0.010 = 0.990. โ€‰โฃ2p60=0.990ร—(1โˆ’0.012)=0.990ร—0.988=0.97812\!{}_2p_{60} = 0.990 \times (1-0.012) = 0.990\times0.988 = 0.97812.

kkโ€‰โฃkp60\!{}_kp_{60}q60+kq_{60+k}โ€‰โฃkp60โ€‰q60+k\!{}_kp_{60}\,q_{60+k}vk+1v^{k+1}PV of $100,000 benefit
01.0000000.0100.0100000.952381952.38
10.9900000.0120.0118800.9070291,077.55
20.9781200.0140.0136940.8638381,183.20

Sum of the deferred death probabilities times discount ร—\times $100,000 gives:

A60:3โ€พโˆฃ1ร—100,000=952.38+1,077.55+1,183.20=$3,213.13.A^1_{60:\overline{3}\rvert} \times 100{,}000 = 952.38 + 1{,}077.55 + 1{,}183.20 = \$3{,}213.13.

So the expected present value of the 3-year term benefit is $3,213 per $100,000 of coverage โ€” the building block for pricing structured settlement annuities or reserving lifetime WC pensions with mortality contingency.

Pitfalls

  • Applying a generic population mortality table to an impaired-life WC pensioner without an appropriate mortality improvement/impairment adjustment, materially mis-stating reserves.
  • Ignoring mortality improvement over time โ€” static tables understate future survival, understating long-duration annuity liabilities.
  • Confusing curtate (discrete, end-of-year) and continuous (moment-of-death) formulations, which differ by an approximate factor related to i/ฮดi/\delta.
  • Treating interest and mortality as independent when they are not in reality (e.g., pandemic years shift both economic and mortality assumptions together) โ€” scenario/stress testing should consider joint shocks.

Exam relevance

This material is the foundation of SOA Exams FAM and ALTAM/ASTAM; P&C actuaries need only the conceptual core for CAS Exam 7/9 discussions of tabular reserves and structured settlements.

Related

References

  • Dickson, Hardy & Waters, Actuarial Mathematics for Life Contingent Risks
  • SOA Exam FAM/ALTAM Syllabus
  • Bowers et al., Actuarial Mathematics

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