Table of Contents #
- Exam Overview
- Survival Models & Life Tables
- Present Value Random Variables
- Net Premium Reserves
- Multiple Life Functions
- Multiple Decrement Models
- Select & Ultimate Life Tables
- Pension Mathematics
- Key Formulas Quick Reference
- Common Approximations
- Study Strategy & Tips
Exam Overview #
Duration: 3 hours
Format: 30 multiple-choice questions
Core Topics: Life Insurance Mathematics, Life Annuities, and Net Premium Reserves
Passing Score: Typically 60-70% (varies by sitting)
Calculator: SOA-approved financial calculator required
Key Exam Focus Areas #
- 40% - Life insurance and annuity present values
- 35% - Net premium reserves and policy values
- 15% - Multiple life and multiple decrement models
- 10% - Select mortality and pension mathematics
Survival Models & Life Tables #
Fundamental Survival Functions #
Survival Function:
- $S(x) = 1 - F(x)$ (complement of distribution function)
- $S(x) = \frac{l_x}{l_0}$ (ratio of survivors)
- $S(x) = P(T_x > 0)$ (probability of survival beyond age x)
Probability Density Function:
- $f(x) = -S’(x) = \frac{d}{dx}[1-S(x)]$
- Represents the “density” of deaths at age x
Force of Mortality (Hazard Rate) #
Definition and Formulas:
- $\mu_x = -\frac{d}{dx}[\ln S(x)] = -\frac{S’(x)}{S(x)} = \frac{f(x)}{S(x)}$
- $\mu_x = \lim_{h \to 0} \frac{P(x < T \leq x+h | T > x)}{h}$
Key Properties:
- $S(x) = \exp\left(-\int_0^x \mu_t dt\right)$
- $_{t}p_x = \exp\left(-\int_x^{x+t} \mu_s ds\right)$
Life Table Functions #
Basic Functions:
- $l_x$ = number of lives surviving to exact age x
- $d_x$ = number of deaths between ages x and x+1
- $q_x = \frac{d_x}{l_x}$ = probability of death within one year
- $p_x = \frac{l_{x+1}}{l_x} = 1 - q_x$ = probability of survival for one year
Extended Probabilities:
- ${t}p_x = \frac{l{x+t}}{l_x}$ = probability of surviving t years from age x
- $_{t}q_x = 1 - _{t}p_x$ = probability of dying within t years from age x
- $_{t|s}q_x = _{t}p_x \cdot {s}q{x+t}$ = deferred mortality probability
Person-Years and Central Rates:
- $L_x = \int_0^1 l_{x+t} dt$ = person-years lived between ages x and x+1
- $T_x = \sum_{k=0}^{\infty} L_{x+k}$ = total person-years lived beyond age x
- $m_x = \frac{d_x}{L_x}$ = central death rate
- $e_x = \frac{T_x}{l_x}$ = complete expectation of life at age x
Fractional Age Assumptions #
Uniform Distribution of Deaths (UDD):
- $_{s}q_x = s \cdot q_x$ for $0 \leq s \leq 1$
- $l_{x+s} = l_x(1 - s \cdot q_x)$
- $\mu_{x+s} = \frac{q_x}{1 - s \cdot q_x}$
Constant Force of Mortality (CFM):
- $\mu_{x+s} = \mu_x = -\ln(p_x)$ for $0 \leq s \leq 1$
- $_{s}p_x = (p_x)^s$
- $_{s}q_x = 1 - (p_x)^s$
Balducci Assumption:
- $_{s}p_x = \frac{1 - s \cdot q_x}{1 - s \cdot q_x + s}$
- Commonly used for policy reserves between valuation dates
Present Value Random Variables #
Life Insurance Benefits #
Whole Life Insurance:
- Benefit of 1 paid at end of year of death
- $Z = v^{K+1}$ where K is curtate-future-lifetime
- $A_x = E[Z] = \sum_{k=0}^{\infty} v^{k+1} \cdot {k}p_x \cdot q{x+k}$
- Variance: $^2A_x - (A_x)^2$ where $^2A_x = \sum v^{2(k+1)} \cdot {k}p_x \cdot q{x+k}$
n-Year Term Life Insurance:
- $A^1_{x:\overline{n|}} = \sum_{k=0}^{n-1} v^{k+1} \cdot {k}p_x \cdot q{x+k}$
- Benefit paid only if death occurs within n years
Pure Endowment:
- Benefit of 1 paid only if survival to age x+n
- $A_{x:\overline{n|}} = v^n \cdot _{n}p_x$
Endowment Insurance:
- Combination of term insurance and pure endowment
- $A_{x:n} = A^1_{x:\overline{n|}} + A_{x:\overline{n|}}$
Deferred Insurance:
- $_{m|}A_x = v^m \cdot {m}p_x \cdot A{x+m}$
- Insurance beginning after m-year deferral period
Continuous Insurance Models #
Continuous Whole Life:
- $\bar{A}_x = \int_0^{\infty} v^t \cdot {t}p_x \cdot \mu{x+t} dt$
- $\bar{A}_x = \frac{\delta}{\delta + \mu} A_x$ (under constant force)
Relationship between Discrete and Continuous:
- $\bar{A}_x = \frac{i}{\delta} A_x$ (approximate, under UDD)
- $A_x = \frac{\delta}{i} \bar{A}_x$ (approximate, under UDD)
Life Annuities #
Whole Life Annuity-Due:
- Payments of 1 at beginning of each year while alive
- $\ddot{a}x = \sum{k=0}^{\infty} v^k \cdot _{k}p_x$
- $\ddot{a}x = 1 + v \cdot p_x \cdot \ddot{a}{x+1}$ (recursive formula)
Temporary Annuity-Due:
- $\ddot{a}{x:\overline{n|}} = \sum{k=0}^{n-1} v^k \cdot _{k}p_x$
- $\ddot{a}_{x:\overline{n|}} = \ddot{a}_x - v^n \cdot {n}p_x \cdot \ddot{a}{x+n}$
Deferred Annuity-Due:
- $_{m|}\ddot{a}_x = v^m \cdot {m}p_x \cdot \ddot{a}{x+m}$
- $_{m|}\ddot{a}_x = \ddot{a}x - \ddot{a}{x:\overline{m|}}$
Annuity-Immediate:
- $a_x = \sum_{k=1}^{\infty} v^k \cdot _{k}p_x = \ddot{a}_x - 1$
Continuous Life Annuity:
- $\bar{a}_x = \int_0^{\infty} v^t \cdot _{t}p_x dt$
- $\bar{a}_x = \frac{\ddot{a}_x - A_x}{d}$ (exact relationship)
Key Relationships #
Fundamental Identity:
- $A_x + d \cdot \ddot{a}_x = 1$ (for whole life)
- $A_{x:\overline{n|}} + d \cdot \ddot{a}_{x:\overline{n|}} = 1 - v^n \cdot _{n}p_x$
Woolhouse Formula:
- For m-thly payments: $\ddot{a}_x^{(m)} \approx \ddot{a}_x - \frac{m-1}{2m} + \frac{m^2-1}{12m^2} \delta$
Net Premium Reserves #
Premium Calculation Principles #
Net Single Premium:
- Present value of future benefits equals present value of future premiums
- Whole Life: $A_x = P(\ddot{a}_x)$ where P is net annual premium
Net Annual Premium Formulas:
- Whole Life: $P(A_x) = \frac{A_x}{\ddot{a}_x}$
- n-Year Endowment: $P(A_{x:\overline{n|}}) = \frac{A_{x:\overline{n|}}}{\ddot{a}_{x:\overline{n|}}}$
- Term Insurance: $P(A^1_{x:\overline{n|}}) = \frac{A^1_{x:\overline{n|}}}{\ddot{a}_{x:\overline{n|}}}$
Limited Payment Life Insurance:
- h-payment whole life: $P = \frac{A_x}{\ddot{a}_{x:\overline{h|}}}$
Reserve Calculation Methods #
Prospective Method:
- Future benefits minus future premiums
- $tV = A{x+t} - P \cdot \ddot{a}_{x+t}$ (whole life)
- $tV = A{x+t:\overline{n-t|}} - P \cdot \ddot{a}_{x+t:\overline{n-t|}}$ (endowment)
Retrospective Method:
- Accumulated premiums minus accumulated cost of insurance
- $tV = P \cdot \ddot{s}{x:\overline{t|}} - A^1_{x:\overline{t|}}$
- Where $\ddot{s}_{x:\overline{t|}}$ is accumulated value of temporary annuity-due
Recursive Formula:
- $_tV = (t{-1}V + P)(1+i) - q{x+t-1} - {t-1}V \cdot p{x+t-1}$
- ${t+1}V = \frac{tV + P - q{x+t}}{p{x+t}}$
Premium Difference Formula #
For policies with different premium structures:
- $_tV = _tV^{(1)} - tV^{(2)} = (P_2 - P_1) \cdot \ddot{a}{x+t}$
- Where superscripts (1) and (2) refer to different premium schedules
Modified Reserve Methods #
Full Preliminary Term Method:
- First-year reserve set to zero
- Modified premium for first year equals term insurance premium
- Subsequent years use higher level premium
Commissioner’s Reserve Valuation Method (CRVM):
- Statutory reserve method with modified first-year premiums
- Prevents excessive first-year reserves
Multiple Life Functions #
Joint Life Status #
Notation: $(xy)$ represents joint life of persons aged x and y
Basic Probabilities:
- Assuming independence: ${t}p{xy} = _{t}p_x \cdot _{t}p_y$
- ${t}q{xy} = 1 - {t}p{xy} = 1 - _{t}p_x \cdot _{t}p_y$
- Force of mortality: $\mu_{xy} = \mu_x + \mu_y$
Insurance and Annuities:
- $A_{xy} = \int_0^{\infty} v^t \cdot {t}p{xy} \cdot \mu_{xy} dt$
- $\ddot{a}{xy} = \sum{k=0}^{\infty} v^k \cdot {k}p{xy}$
Last Survivor Status #
Notation: $\overline{xy}$ represents last survivor of x and y
Basic Probabilities:
- ${t}q{\overline{xy}} = _{t}q_x \cdot _{t}q_y$
- ${t}p{\overline{xy}} = 1 - {t}q{\overline{xy}} = _{t}p_x + _{t}p_y - _{t}p_x \cdot _{t}p_y$
Special Cases:
- $\ddot{a}_{\overline{xy}} = \ddot{a}_x + \ddot{a}y - \ddot{a}{xy}$
- $A_{\overline{xy}} = A_x + A_y - A_{xy}$
Contingent Insurance #
Contingent on First Death:
- Benefit paid on death of x, provided y survives
- $A^1_{xy} = \frac{A_x - A_{xy}}{1 + A_y - A_{xy}}$ (under constant forces)
Reversionary Annuity:
- Annuity to y contingent on prior death of x
- $\ddot{a}_{x|y} = \ddot{a}y - \ddot{a}{xy}$
Multiple Decrement Models #
Service Table Notation #
Decrements:
- $\mu_x^{(j)}$ = force of decrement j at age x
- $q_x^{(j)}$ = probability of decrement j between ages x and x+1
- Total force: $\mu_x^{(\tau)} = \sum_{j} \mu_x^{(j)}$
Survival Probabilities:
- $p_x^{(\tau)} = \exp\left(-\int_x^{x+1} \mu_s^{(\tau)} ds\right)$
- $q_x^{(\tau)} = 1 - p_x^{(\tau)}$
Associated Single Decrement Tables #
Independence Assumption:
- $q_x^{(j)’} = \frac{q_x^{(j)}}{1 - \frac{1}{2}\sum_{k \neq j} q_x^{(k)}}$ (approximate)
- Where primed quantities represent single decrement rates
Pension Applications #
Service Table Functions:
- Active lives: $l_x^{(a)}$
- Retired lives: $l_x^{(r)}$
- Withdrawal rate: $w_x$
- Disability rate: $i_x$
- Mortality rate: $q_x^{(m)}$
Select & Ultimate Life Tables #
Select Period Mortality #
Notation:
- $[x]$ = select age x (immediately after underwriting)
- $[x]+t$ = attained age after t years since selection at age x
- Select period typically 1-15 years
Key Functions:
- $l_{[x]}$ = number selected at age x
- $l_{[x]+t}$ = survivors t years after selection
- $q_{[x]+t}$ = mortality rate for select group
- Ultimate rates: $q_{x+s}$ for ages beyond select period
Select Life Insurance and Annuities #
Select Premiums:
- Generally lower due to favorable select mortality
- $P([x]) = \frac{A_{[x]}}{\ddot{a}_{[x]}}$
Select Reserves:
- $tV{[x]} = A_{[x]+t} - P \cdot \ddot{a}_{[x]+t}$
- May use select or ultimate rates depending on context
Pension Mathematics #
Service Tables and Decrements #
Multiple Decrement Environment:
- Death: $q_x^{(d)}$
- Withdrawal: $q_x^{(w)}$
- Retirement: $q_x^{(r)}$
- Disability: $q_x^{(i)}$
Benefit Formulas #
Final Average Pay:
- $B = k \times \text{service years} \times \text{final average salary}$
- $k$ typically 1.5% - 2.5% per year of service
Career Average Pay:
- Benefits based on revalued career earnings
- May include indexation factors
Actuarial Cost Methods #
Unit Credit Method:
- Allocates costs based on benefit accrual
- Normal cost = present value of benefits earned in current year
Entry Age Normal:
- Level percentage of pay throughout career
- Smooths contribution patterns
Key Formulas Quick Reference #
Survival and Mortality #
- $\mu_x = -\frac{d}{dx}[\ln S(x)] = \frac{f(x)}{S(x)}$
- $_{t}p_x = \exp\left(-\int_x^{x+t} \mu_s ds\right)$
- $q_x + p_x = 1$
Insurance Present Values #
- $A_x = \sum_{k=0}^{\infty} v^{k+1} \cdot {k}p_x \cdot q{x+k}$
- $A_{x:\overline{n|}} = A^1_{x:\overline{n|}} + A_{x:\overline{n|}}$
- $\bar{A}_x = \frac{i}{\delta} A_x$ (UDD approximation)
Annuity Present Values #
- $\ddot{a}x = \sum{k=0}^{\infty} v^k \cdot _{k}p_x$
- $A_x + d \cdot \ddot{a}_x = 1$
- $\ddot{a}x = 1 + v \cdot p_x \cdot \ddot{a}{x+1}$
Premiums and Reserves #
- $P = \frac{\text{PV Benefits}}{\text{PV Premium Annuity}}$
- $_tV = \text{PV Future Benefits} - \text{PV Future Premiums}$
- ${t+1}V = \frac{tV + P - q{x+t}}{p{x+t}}$
Common Approximations #
Force of Interest Conversions #
- $\delta \approx i$ for small interest rates
- $d = \frac{i}{1+i} \approx i - i^2$ for small i
UDD Approximations #
- $\mu_{x+s} = \frac{q_x}{1-sq_x}$ for $0 \leq s < 1$
- $L_x = l_x(1 - \frac{1}{2}q_x)$
Woolhouse Formula Applications #
- Monthly: $\ddot{a}_x^{(12)} \approx \ddot{a}_x - \frac{11}{24} + \frac{143\delta}{1728}$
- Continuous: $\bar{a}_x \approx \ddot{a}_x - \frac{1}{2} + \frac{\delta}{12}$
Study Strategy & Tips #
Formula Mastery #
- Derive, Don’t Memorize: Understand how complex formulas derive from basic relationships
- Practice Numerical Examples: Work through calculations by hand before using calculator
- Focus on Relationships: Master connections between insurance, annuities, and reserves
- Pattern Recognition: Learn to identify which formula applies to each problem type
Calculation Efficiency #
- Calculator Programming: Store frequently used formulas in calculator memory
- Intermediate Values: Save intermediate calculations to avoid rework
- Decimal Precision: Pay attention to rounding requirements (typically 5 decimal places)
- Sign Conventions: Be consistent with timing of payments and benefits
Common Exam Traps #
- Beginning vs. End of Year: Carefully distinguish annuity-due vs. annuity-immediate
- Select vs. Ultimate: Check whether problem uses select or ultimate mortality
- Policy Year vs. Calendar Year: Understand timing of reserve calculations
- Independence Assumptions: Multiple life problems may or may not assume independence
Problem-Solving Approach #
- Identify the Model: What type of insurance/annuity is being described?
- Check Assumptions: What mortality assumptions are in play?
- Set Up Equations: Write out the fundamental equation before substituting numbers
- Verify Reasonableness: Do the results make intuitive sense?
Final Week Preparation #
- Formula Sheet Practice: Create and memorize your own condensed formula sheet
- Speed Drills: Practice standard calculations for speed and accuracy
- Past Exams: Work through released questions under timed conditions
- Weak Areas: Focus remaining time on your identified weak spots
Calculator Strategy #
- Memory Functions: Use STO/RCL for intermediate values
- Built-in Functions: Master NPV, IRR, and TVM functions
- Double-Check: Always verify critical intermediate calculations
- Backup Method: Know how to calculate key values manually if needed
Remember: The FAM-L exam tests both conceptual understanding and computational ability. Success requires mastering both the underlying actuarial principles and the mechanical aspects of formula application.