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CAS Exam 5 · Pure Premium Indication Method · Tutorial 285 of 989

Pure Premium and Loss Ratio Indications Under Consistent Assumptions

Compare pure premium and loss ratio indications by aligning projected losses, exposure units, premium levels, and expense assumptions.

Intermediate 11 min read

What You'll Learn

  • Define the projected loss, exposure, and on-level premium bases used by each method
  • Calculate a pure premium rate and convert it to an indicated rate-level factor
  • Calculate a loss ratio indication using a permissible loss ratio
  • Keep coverage, experience periods, and projection assumptions consistent
  • Identify how a mismatched premium or exposure basis distorts an indication

Why Compare the Methods?

A pure premium indication and a loss ratio indication can use the same projected losses while presenting the calculation in different ways. The pure premium method expresses projected losses per exposure; the loss ratio method expresses projected losses as a proportion of premium. In either method, the denominator matters: an exposure count and a premium amount are not interchangeable, and each must correspond to the losses being evaluated.

The comparison is useful only when the methods are set up on a consistent basis. The losses should cover the same experience and coverage, be projected to the same period, and use the same treatment of loss adjustment expense. Exposures and premiums must represent the same underlying book of business. Expense and profit assumptions must also be comparable. Otherwise, different indications may reflect mismatched inputs rather than a meaningful difference between methods.

Definition: Let \(L^P\) be projected losses for the experience being evaluated, \(E\) the corresponding projected exposures, and \(P^{OL}\) the earned premium from that experience adjusted to the selected current rate level. The pure premium is \(L^P/E\). The loss ratio on the adjusted premium base is \(L^P/P^{OL}\). A permissible loss ratio, denoted \(A\), is the share of premium available for losses under the selected expense and profit assumptions.

Set Up Each Indication

For a basic comparison, suppose all expenses and the profit provision are proportional to premium, and there are no fixed expenses. Let \(c\) be the combined proportion of premium required for those items. Then \(A=1-c\). This simplified assumption makes the expense treatment explicit without adding a separate fixed-expense adjustment.

The pure premium method first calculates projected losses per exposure. To convert that loss cost to a gross indicated rate per exposure, divide by the permissible loss ratio. The loss ratio method divides the projected losses by on-level premium, then compares the resulting loss ratio with the permissible loss ratio. Each method can then express its result as a factor relative to the current average rate level.

$$ \text{Pure premium loss cost}=\frac{L^P}{E} $$
$$ \text{Pure premium indicated rate per exposure} =\frac{L^P/E}{A} $$
$$ \text{Loss ratio indication factor} =\frac{L^P/P^{OL}}{A} $$

For the pure premium method, the current average premium per exposure is \(P^{OL}/E\). Thus its indicated rate-level factor is the pure premium indicated rate divided by that current average premium. This comparison requires the premium and exposure denominators to refer to the same experience.

$$ \text{Pure premium indication factor} = \frac{(L^P/E)/A}{P^{OL}/E} $$

Why the Expense Loading Takes This Form

The pure premium gross-up follows from a simple premium balance under the stated proportional-expense assumption. For each exposure, let \(r\) be the indicated gross rate and \(x=L^P/E\) the projected loss cost. A proportion \(c\) of premium is reserved for expenses and profit, leaving proportion \(1-c=A\) for losses. Therefore the rate must satisfy \(r-cr=x\). Solving this balance gives the indicated rate.

$$ r-cr=x \quad\Longrightarrow\quad r(1-c)=x \quad\Longrightarrow\quad r=\frac{x}{1-c}=\frac{x}{A} $$

This gross-up does not apply unchanged when expenses include fixed amounts, when provisions are not proportional to premium, or when the permissible loss ratio is otherwise defined differently. In those cases, the expense assumptions need to be represented in the appropriate rate equation before comparing methods. Do not use \(A=1-c\) simply because a calculation is labelled a loss ratio indication.

Worked Example: Matching the Bases in Both Methods

A hypothetical program has projected losses of $1,080,000 on 12,000 exposures. The corresponding earned premium, adjusted to the selected current rate level, is $1,500,000. Assume variable expenses are 25% of premium, the profit provision is 5% of premium, and there are no fixed expenses. Calculate each method’s indicated factor.

Method: pure premium indication. The combined proportional provision is \(c=0.25+0.05=0.30\), so the permissible loss ratio is \(A=1-0.30=0.70\). The projected loss cost is $1,080,000 divided by 12,000 exposures, or $90 per exposure. The indicated gross rate per exposure is \(90/0.70=\)$128.5714.

The current average premium per exposure is $1,500,000 divided by 12,000, or $125. The pure premium indication factor is $128.5714 divided by $125, or 1.028571. This is an indicated increase of 2.8571% before rounding.

Method: loss ratio indication. The adjusted loss ratio is $1,080,000 divided by $1,500,000, or 0.72. Divide by the permissible loss ratio of 0.70: \(0.72/0.70=1.028571\). This also indicates an increase of 2.8571%.

Check. Both calculations use the same $1,080,000 projected losses, 12,000 exposures, $1,500,000 on-level premium, and 0.70 permissible loss ratio. The resulting factors agree to six decimal places. The common mistake this setup avoids is comparing a loss cost per exposure with a premium amount without first converting both to a rate-level basis.

What Must Be Consistent?

“Using the same losses” is necessary, but it is not enough by itself. A sound comparison checks that all the major inputs refer to a common basis. In particular, confirm the following before interpreting a difference between indications.

  • Loss definition and coverage. Use the same loss components, such as whether loss adjustment expense is included, and the same coverage terms in both calculations.
  • Projection assumptions. Use losses projected to the same target period under the same trend and other selected assumptions. Do not pair a projected loss amount in one method with an unprojected amount in the other.
  • Exposure basis. The exposure count must correspond to the risks and period underlying \(L^P\). If the basis is vehicle-years, for example, do not silently substitute policies or insured locations.
  • Premium level. \(P^{OL}\) must be premium adjusted to the selected current rate level, not an unadjusted historical premium amount. The premium should also correspond to the exposure and coverage base used for the losses.
  • Expense and profit assumptions. Apply the same provisions in both methods. If the permissible loss ratio reflects only some provisions, the resulting comparison will not reflect the intended assumptions.

The two methods also display the same underlying information differently. The pure premium calculation emphasizes loss cost per exposure and needs an exposure base. The loss ratio calculation emphasizes losses relative to premium and needs a premium base. The pure premium is not obtained by dividing losses by premium; that calculation is a loss ratio.

Worked Example: Detecting an Unadjusted Premium Base

A hypothetical insurer evaluates 8,000 exposures and projects losses of $720,000. Earned premium before a rate-level adjustment is $810,000. An on-level adjustment increases that premium by 10%, giving $891,000. Assume the permissible loss ratio is 0.75 and there are no fixed expenses. Calculate the loss ratio indication using the correct premium base, then show the effect of mistakenly using the unadjusted premium.

Correct method. Use the on-level premium of $891,000. The adjusted loss ratio is $720,000/$891,000=0.8080808. The indication factor is \(0.8080808/0.75=1.077441\), or an indicated increase of 7.7441%.

Incorrect base. If the unadjusted premium of $810,000 is used, the apparent loss ratio is $720,000/$810,000=0.8888889. Dividing by 0.75 gives 1.185185, or an apparent increase of 18.5185%.

Check. The correct base is larger because it includes the 10% on-level adjustment: $810,000 × 1.10 = $891,000. Using the lower, unadjusted premium overstates the loss ratio and the indication factor. The common mistake is treating earned premium at an old rate level as though it already represented the selected current rate level.

Exposure and Premium Denominators in Practice

Exposure and premium bases can change for legitimate reasons, but the change must be handled deliberately. The pure premium method may use an exposure base projected to the target period, while the loss ratio method uses premium for the experience period adjusted to the selected rate level. Those are different quantities. They can be compared only after confirming that the selected premium and exposure bases represent the same risks and assumptions.

For instance, a book might have more projected exposures in the target period than in the experience period. If the loss projection is stated as a total for the target period, its pure premium denominator should be the corresponding projected exposure count. Dividing that target-period loss total by historical exposures would mix periods. Similarly, a loss ratio calculated using a premium total that omits an applicable rate-level adjustment mixes premium levels.

Rate changes and changes in the business mix can also affect the relationship between aggregate premium and exposure. An average premium per exposure is meaningful for the particular premium and exposure totals used to calculate it; it is not automatically a rate applicable to every risk. For a comparison of aggregate indications, state the aggregate bases clearly rather than assuming each exposure has the same premium.

Worked Example: Comparing an Aggregate Rate With a Rate-Level Factor

A hypothetical specialty book has projected losses of $540,000 on 4,500 projected exposures. On-level premium for the matching experience is $810,000. Variable expenses are 20% of premium, the profit provision is 10% of premium, and there are no fixed expenses. Calculate the pure premium indicated rate, the current average premium per exposure, and both indication factors.

Step 1: Find the permissible loss ratio. The combined proportional provision is \(0.20+0.10=0.30\), so \(A=1-0.30=0.70\).

Step 2: Calculate the pure premium rate. Projected loss cost is $540,000/4,500 = $120 per exposure. The indicated gross rate is $120/0.70 = $171.4286 per exposure.

Step 3: Calculate the current average premium. The matching on-level premium per exposure is $810,000/4,500 = $180. The pure premium factor is $171.4286/$180 = 0.952381, indicating a decrease of 4.7619%.

Step 4: Calculate the loss ratio factor. The adjusted loss ratio is $540,000/$810,000 = 0.6666667. Dividing by 0.70 gives 0.952381, also a decrease of 4.7619%.

Check. The total indicated premium is $171.4286 × 4,500 = $771,428.57. The factor method gives $810,000 × 0.952381 = $771,428.57, to the displayed precision. The common mistake this example avoids is reporting $171.4286 as a percentage change: it is a dollar rate per exposure, not a rate-level factor. Round only the final reported rates or factors; the displayed calculations retain extra digits to verify the result.

Common Exam Traps

  • Using the wrong denominator. \(L^P/E\) is a loss cost per exposure; \(L^P/P^{OL}\) is a loss ratio. Each requires a different denominator and interpretation.
  • Omitting the permissible loss ratio. A loss ratio above or below 1.00 is not itself a rate-level factor. Compare it with the permissible loss ratio.
  • Mixing premium levels. Using historical premium without the required on-level adjustment can materially change the indicated loss ratio.
  • Changing the loss basis between methods. Do not include an additional loss component, use a different projection, or change the coverage basis in only one calculation.
  • Confusing a rate with a factor. A pure premium rate is dollars per exposure; an indication factor is dimensionless and is commonly converted to a percentage change by subtracting 1.

When the assumptions are fully aligned, the methods can produce matching indications, as the examples illustrate. That numerical observation is not a substitute for checking the assumptions: different exposure definitions, premium levels, or expense provisions can change the comparison. The essential discipline is to identify the shared projected losses first, then state exactly which exposure and premium bases each method uses.

Check Your Understanding

For each problem, keep the loss, exposure, premium, and expense bases explicit.

  1. A hypothetical portfolio has projected losses of $420,000, 3,500 exposures, and on-level premium of $525,000. With a permissible loss ratio of 0.70 and no fixed expenses, calculate the pure premium loss cost and the loss ratio indication factor. (Answer: $120 per exposure; loss ratio factor 1.1429, or a 14.29% indicated increase.)
  2. A hypothetical book has losses of $640,000 and on-level premium of $800,000. Variable expenses are 22% of premium and the profit provision is 3%, with no fixed expenses. Calculate the permissible loss ratio and indication factor. (Answer: permissible loss ratio 0.75; factor 1.0667, or a 6.67% indicated increase.)
  3. A hypothetical insurer has projected losses of $300,000, 2,000 matching exposures, and earned premium of $360,000 before a 5% on-level increase. The permissible loss ratio is 0.75. Calculate the loss ratio indication factor using the correct premium base. (Answer: on-level premium $378,000; factor 1.0582, or a 5.82% indicated increase.)
  4. A hypothetical program has projected losses of $1,260,000, 9,000 projected exposures, and on-level premium of $1,512,000. The proportional expense and profit provisions total 30% of premium, with no fixed expenses. Find the indicated gross rate per exposure and the indication factor. (Answer: $200 per exposure; factor 1.1905, or a 19.05% indicated increase.)
  5. A hypothetical book has projected losses of $960,000 on 8,000 exposures. Its matching on-level premium is $1,200,000, but an analyst mistakenly uses historical premium of $1,080,000. If the permissible loss ratio is 0.80, calculate both factors and the overstatement in percentage points of indicated change caused by the mistake. (Answer: correct factor 1.0000; mistaken factor 1.1111; the mistake overstates the indicated change by 11.11 percentage points.)
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