Lifetime Value
Study guide: Exam 5
Lifetime Value (LTV) is the present value of the expected profit from a customer relationship over its whole life, rather than over a single policy period. It is the framework Werner uses for the retention and acquisition questions that sit on top of the actuarial indication.
\text{LTV} = \sum_{t=1}^{T} \frac{\left(P_t - L_t - E_t\right) \times {}_{t}p}{(1 + r)^{t}}
\text{Retention Ratio} = \frac{\text{Policies renewed}}{\text{Policies eligible to renew}}
{}_{t}pis the probability the customer is still on the books at timetandrthe discount rate. Retention is what makes the sum finite: a book renewing at85\%has an average customer life of about1/(1-0.85) \approx 6.7years, at90\%about ten years.- LTV justifies first-year pricing below full cost where acquisition costs are large and renewal margins are reliable — but only if the retention and loss-improvement assumptions hold. The "seasoning" effect (a policy's loss ratio improving with tenure) is real in personal lines and is one of the strongest arguments for the approach.
- The corresponding risk is adverse selection on price: a below-cost new-business rate attracts the most price-sensitive shoppers, who are also the least likely to renew. If the customers acquired are not the ones the retention assumption describes, the LTV never materializes.
- Price elasticity and retention modelling are what make LTV operational. Modelling renewal probability as a function of the rate change offered lets an insurer see the trade-off directly: a larger increase raises premium per policy and lowers the number of policies, and the optimum is rarely at either extreme.
- The professional boundary matters: the indication is an actuarial estimate of expected cost; LTV is a business decision layer applied to it. Departing from the indication for retention reasons is legitimate and must be documented as a departure (Rate Change, Ratemaking Constraints) — not folded back into the cost estimate.
LTV Justifying a First-Year Loss Acquiring a homeowners customer costs
\$200. The first-year underwriting result is-\$50; expected renewal profit is\$120a year for four further years, and the discount rate is8\%. Assume renewal is certain for those four years.Compute the lifetime value.
Answer
\begin{align*} \text{PV of renewals} &= \$120 \times \frac{1 - 1.08^{-4}}{0.08} \\ &= \$120 \times 3.3121 \\ &= \$397.45 \\[6pt] \text{LTV} &= -\$200 - \$50 + \$397.45 \\ &= +\$147.45 \end{align*}The relationship is worth
\$147despite losing money in year one, so the acquisition is justified — conditional on the customer renewing four times.
The Same Customer at a Realistic Retention Rate Repeat the calculation with an annual retention rate of
80\%, and then with the65\%retention typical of price-shopped new business.Answer With retention
p, the year-tprofit is received with probabilityp^{t}:
\text{PV} = \$120 \sum_{t=1}^{4} \frac{p^{t}}{1.08^{t}}At
p = 0.80the per-year discount factor is0.80/1.08 = 0.7407:\begin{align*} \text{PV} &= \$120 \times (0.7407 + 0.5487 + 0.4064 + 0.3011) \\ &= \$120 \times 1.9969 = \$239.63 \\[4pt] \text{LTV} &= -\$250 + \$239.63 = -\$10.37 \end{align*}At
p = 0.65, the factor is0.6019:\begin{align*} \text{PV} &= \$120 \times (0.6019 + 0.3622 + 0.2180 + 0.1312) \\ &= \$120 \times 1.3133 = \$157.60 \\[4pt] \text{LTV} &= -\$250 + \$157.60 = -\$92.40 \end{align*}The acquisition swings from
+\$147to-\$92on the retention assumption alone.This is the trap in LTV-justified pricing. The customers attracted by a below-cost first-year rate are precisely those shopping on price, and they are the least likely to renew at the full rate — so the low-retention column is the relevant one, not the certain-renewal column used to justify the discount. Testing the LTV at the retention rate the discount itself produces, rather than at the book's average, is what separates a sound acquisition strategy from a slow leak.