Difference between revisions of "Werner05.Premium"
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|| This article is roughly '''60% complete as of Sept 28, 2020'''. Further segments will be published over the coming week. | || This article is roughly '''60% complete as of Sept 28, 2020'''. Further segments will be published over the coming week. | ||
<br> Several web-based practice problems are now available in Battle-Quiz 1 so be sure to try them out... | <br> Several web-based practice problems are now available in Battle-Quiz 1 so be sure to try them out... | ||
+ | [https://www.battleacts5.ca/FC.php?selectString=**&filter=both&sortOrder=natural&colorFlag=allFlag&colorStatus=allStatus&priority=importance-high&subsetFlag=miniQuiz&prefix=Werner05&suffix=Premium§ion=all&subSection=all&examRep=all&examYear=all&examTerm=all&quizNum=1<span style="font-size: 20px; background-color: aqua; border: solid; border-width: 1px; border-radius: 10px; padding: 2px 10px 2px 10px; margin: 10px;">'''mini BattleQuiz 1]'''</span> <span style="color: red;">'''You must be <u>logged in</u> or this will not work.'''</span> | ||
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Revision as of 17:13, 28 September 2020
This article is roughly 60% complete as of Sept 28, 2020. Further segments will be published over the coming week.
|
Reading: BASIC RATEMAKING, Fifth Edition, May 2016, Geoff Werner, FCAS, MAAA & Claudine Modlin, FCAS, MAAA Willis Towers Watson
Chapter 5: Premium
Contents
- 1 Pop Quiz
- 2 Study Tips
- 3 BattleTable
- 4 In Plain English!
- 4.1 Intro
- 4.2 Premium Aggregation
- 4.3 Adjustments to Premium: Current Rate Level
- 4.3.1 Intro
- 4.3.2 Extension of Exposures
- 4.3.3 Parallelogram Method
- 4.3.3.1 Example A: Basic CRL Calculation
- 4.3.3.2 Example B: Calculating ARL (Average Rate Level)
- 4.3.3.3 Example C: Two Rate Changes
- 4.3.3.4 Example D: Werner (CY EP, Annual Policies)
- 4.3.3.5 Example E: Policies other than Annual
- 4.3.3.6 Example F: Policy Years versus Calendar Years
- 4.3.3.7 Example G: Law Change
- 4.4 Adjustments to Premium: Trending
- 4.5 Adjustments to Premium: Development
- 5 POP QUIZ ANSWERS
- 6 Pop Quiz A - Answer
Pop Quiz
Study Tips
BattleTable
Based on past exams, the main things you need to know (in rough order of importance) are:
- parallelogram method - calculating current rate level factors (on-level factors), advantages / disadvantages
- fact B...
reference part (a) part (b) part (c) part (d) E (2019.Fall #2) CYWP:
- calculatein-force premium:
- calculateCYWP:
- calculate(d) EP estimate using IFE
(e) uses of IFEE (2019.Spring #2) premium trend, CRL
- calculatepremium trend, CRL
- effect of policy termE (2018.Fall #2) CYEP
- calculatePYLR
- calculateE (2018.Fall #3) parallelogram method
- on-level factorextension of exposures
- on-level factorparallelogram method
- appropriate?E (2017.Fall #1) premium trend:
- 2-step trendingnegative premium trend:
- give examplesE (2017.Fall #2) parallelogram method
- EP @ CRLrate change:
- xxx methodE (2017.Fall #3) CYEP, CYWP
- calculatePYEP, PYWP
- calculateCY aggregation:
- ads & disadsE (2017.Spring #2) parallelogram method
- EP @ CRL (PYs)Werner07.OtherExpenses parallelogram method
- appropriate?PY premium
- change after PY endE (2016.Fall #2) parallelogram method
- on-level premiumsparallelogram method
- weaknessesE (2016.Spring #2) CYWP:
- calculateCYEP:
- calculatein-force premium:
- calculateCYEE:
- by territoryE (2015.Fall #1) CYWE, CYEE:
- calculateparallelogram method
- on-level premiumsextension of exposures
- on-level premiumsE (2015.Spring #4) parallelogram method
- on-level premiumspremium trend
- select & apply trendE (2015.Spring #5) parallelogram method
- on-level premiumsparallelogram method
- with uneven writingsalternate on-level method
- suggest a methodE (2014.Fall #2) CYEP:
- calculateCYWP:
- calculatePYEP:
- calculatePYWP:
- calculateE (2014.Fall #3) parallelogram method
- pros / consextension of exposures
- pros / consE (2014.Spring #1) parallelogram method
- on-level factorparallelogram method
- uneven exposuresparallelogram method
- 2-year policiesE (2013.Fall #2) extension of exposures
- on-level factorE (2013.Spring #2) premium trend:
- 1-step trendingpremium trend:
- purposepremium trend:
- possible issueschange in deductible:
- effect on EP
In Plain English!
Intro
Recall the Fundamental Insurance Equation:
- premium = (Losses + LAE + U/W Expenses) + U/W profit
This is the insurance version of the basic formula price = cost + profit, where cost equals the term in parentheses. In this chapter, we focus on the premium portion of the equation. The goal in a pricing analysis is to determine whether current rates (premiums) are adequate to cover profit and costs, and to assess the need for future rate changes. The problem is that we cannot simply use raw premium data in our analysis. If we do, our conclusions may be wrong. Here are 3 specific items that can impact our premium data:
- rate changes
- → to account for this, we will recalculate premiums at current rate level or CRL
- changes in the mix of business, inflation
- → to account for this, we will trend the premium
- development of premium (similar to development of losses)
- → this applies to incomplete PYs or lines of business using premium audits and not covered in detail in Werner
Premium Aggregation
Adjustments to Premium: Current Rate Level
Intro
Suppose we used data from 2022, 2023, and 2024 for a pricing analysis and our new rates are planned to go into effect on July 1, 2026. Our historical experience period is the 3 years 2022, 2023, 2024, and our effective date is July 1, 2026. Werner and Modlin have a perfect example that explains why adjusting raw premiums from the experience period to current rate level (CRL) is necessary.
You can think of premiums at CRL as being the premiums you would have received from historical policies if they had been sold today with all the prior rate changes in effect. You might sometimes be asked to "on-level" the premiums. This means the same thing as bringing premiums to current rate level.
Pop Quiz A! :-o |
- If policies in your historical experience period were written at an average rate of $200 (as in the text example) but there was a subsequent rate change of -10%, what would the correct rate change for the future ratemaking time period have been? Assume the the "true" indicated rate for the future period is $220 (as in the text example).
- If you did not make the CRL adjustment, would your rate change be too high or too low? Click for Answer
Extension of Exposures
This is the most accurate method for bringing premiums to CRL but unfortunately it's the most difficult to implement. It involves recalculating the premium for every policy using the rates currently in effect. It requires that policy data is readily available and that system resources are sufficient to crunch that data. In the past this was simply not possible but increases in computing power are such that theoretically it could now be done. The issue is that legacy systems were not set up to accommodate this and significant resources would be required to re-engineer the processes involved.
The text provides a nice simple example. Suppose the rating algorithm to determine premium charged is:
- Premium = Exposure x (Rate per Exposure) x (Class Factor) + Policy Fee.
Suppose that for this historical experience period we had the following:
- Rate per Exposure = $900
- Class Factor = 0.60
- Policy Fee = $1,000
Then the premium for 1 exposure in this class of exposures = 1 x $900 x 0.60 + $1,000 = $1,540. Let's suppose that the company implemented changes to its rating variables as follows:
- new Rate per Exposure = $1,045
- new Class Factor = 0.70
- new Policy Fee = $1,090
Then the premium @ CRL for this same exposure = 1 x $1,045 x 0.70 + $1,090 = $1,821.50. Now do the same thing for every policy in your book of business. Alice always wondered why this method is called extension of exposures. Why not just call it what it is: re-rating all policies?
Parallelogram Method
We're going to cover the parallelogram method by starting with a very simple example then build on that.
Example A: Basic CRL Calculation
You and Alice are doing a pricing analysis for an insurer that began writing business on Jan 1, 2019, and you have selected CY 2020 and 2021 as your experience period.(Later on, we'll do similar calculations for Policy Year premium, but don't worry about that for now. The PY case is actually easier.) Anyway, let's say you're given the following CY earned premiums:
CY EP 2020 100 2021 175
Ian the Intern also kindly looked up the rate change history and found there had been 1 rate change of 10% on Jan 1, 2021. So we have 2 sets of policies at 2 different rate levels. The first set of policies includes those with effective dates between Jan 1, 2020 and Dec 31, 2020; the second set includes those with effective dates on or after Jan 1, 2021. For our purposes we care only about relative rates, not actual rates, so we can arbitrarily set the relative rate level of the first set of policies equal to 1.0. The second set of policies then has a relative rate level of 1.0 x (1 + 10%) = 1.0 x 1.1 = 1.1. And since there was only 1 rate change, this is the current rate level or CRL. We'll need this value further down. (I told you we were going to start with an easy example. These numbers couldn't possibly be any simpler!)
So, as the first step in your pricing analysis, you'll need to find EP @ CRL. (Earned Premium at Current Rate Level). Here are the formulas and notation you'll need:
- EPCY = Earned Premium for calendar year CY (unadjusted premium data)
- EPCY @ CRL = Earned Premium for calendar year CY at Current Rate Level
- CRLFCY = Current Rate Level Factor for calendar year CY
The formula is as shown below but you don't yet have all the numbers:
EPCY @ CRL = EPCY x CRLFCY
We were given EPCY directly but you have to calculate CRLFCY. Let:
- CRL = Current Rate Level
- ARLCY = Average Rate Level for calendar year CY
Then we can use the following formula but we still don't quite have everything we need:
CRLFCY = CRL / ARLCY
We know CRL = 1.1 because we calculated it above as the product of all the prior rate changes. (Recall there was only 1 rate change). And for this example I'm just going to give you the ARL values.
- ARL20 = 1.00
- ARL21 = 1.05
The we can calculate the CRL factors using the formula from above:
- CRLF20 = 1.1 / 1.00 = 1.1
- CRLF21 = 1.1 / 1.05 = 1.0476
And finally we have what we need to solve the original problem of finding EP @ CRL:
- EP20@CRL = EP20 x CRLF20 = 100 x 1.1 = 110
- EP21@CRL = EP20 x CRLF20 = 175 x 1.0476 = 183.3
Example B: Calculating ARL (Average Rate Level)
It might be an idea to do a 5-minute review of the Geometric Interpretation of exposure earnings because it's absolutely critical that you understand it. Premium earnings work exactly the same way. Here's the diagram corresponding to Example A but now we're going to show how to calculate ARL (Average Rate Level) calculation works.
The rate change of +10% on Jan 1, 2021 is represented by the red diagonal line. This red line separates the policies into 2 rate groups and every policy within a rate group is charged the same rate:
- Rate Group 1
- consists of the whole CY 2020 square and the upper triangular portion of the CY 2021 square
- the relative rate for this group is 1.0
- Rate Group 2
- consists of the lower triangular portion of the CY 2021 square
- the relative rate for this group is 1.0 x (1 + 10%) = 1.10
The average rate level for CY 2020, ARL20, is 1.0. This is trivial because every policy that has earnings in CY 2020 is at the 1.0 rate level. (Note that this includes policies written in 2019 with earnings in 2020.) To continue, we going to make an assumption:
Parallelogram Method Assumption: policies are written and earned uniformly across the experience period
Given this assumption, the average rate level for CY 2021, denoted by ARL21, is an area-weighted average of the two rate levels in the CY 2021 square. If the sides of the square are each of length 1.0 then the area of the square is 1.0 so the upper and lower triangles each have an area of 0.5. We can now calculate the average rate level as follows:
- ARL21
- = (upper area) x (rate level 1) + (lower area) x (rate level 2)
- = 0.5 x 1.0 + 0.5 x 1.10
- = 1.05
Note we don't care about CY 2022 or 2023 because that isn't part of our experience period. Anyway, Examples A and B together demonstrate the full parallelogram method.
This quiz has several CRL problems but for now just try the first problem. We'll cover how to do the others further down.
mini BattleQuiz 1a You must be logged in or this will not work.
Example C: Two Rate Changes
Let's build on the previous examples by inserting another rate change. Conceptually it's the same but it's more fiddly because you have to calculate the areas of different polygons to get the average rate levels. We'll use the same premiums as in Examples A and B (100 and 175 for CY 2020 and 2021 respectively) but here's the new rate change information:
effective date
of changepercentage
rate changeJul 1, 2020 -5% Jan 1, 2021 +10%
Normally the exam problem will not provide the diagram so you'll have to learn how to draw it yourself. (You'll get practice in the upcoming quiz.) The red diagonals representing the rate changes separate the policies into 3 different rate level groups where policies within the same group are all charged the same rate.
You can see how these diagrams can quickly get cluttered and messy with all the different geometric areas. (When I'm drawing diagrams by hand I usually write in the average rate levels as well but I didn't want to clutter the picture.) The first thing to do is calculate CRL (Current Rate Level). This is easy because it's just the product of all the rate changes within the experience period based on an initial relative rate of 1.0:
- CRL = 1.0 x (1 - 5%) x (1 + 10%) = 1.045
Now let's identify the portions of the diagram corresponding to the different rate groups and calculate the rate level for each:
- Rate Group 1
- consists of areas A1, A3
- rate level = 1.0
- Rate Group 2
- consists of areas A2, A4
- rate level = 1.0 x (1 - 5%) = 1.0 x 0.95 = 0.95
- Rate Group 3
- consists of area A5
- rate level = 1.0 x (1 - 5%) x (1 + 10%) = 1.0 x 0.95 x 1.10 = 1.045
To get the ARL values (Average Rate Levels) for each CY, we basically need to calculate the areas of a bunch of different triangles within the picture. I delegated that task to Ian-the-Intern and here's what he came up with. Notice he had to do A2 first but I listed them in 1-2 order to keep the presentation organized.
- A1 = 1.0 - A1 = 7/8 = 0.875
- A2 = ½ x base x height = ½ x ½ x ½ = 1/8 = 0.125
Now we have what we need for ARL20:
- ARL20 = A1 x (rate level 1) + A2 x (rate level 2) = (0.875 x 1.0) + (0.125 x 0.95) = 0.9938
I sent Ian back to his desk to calculate the other areas. Notice that he did A3 and A5 first. You better check his work!
- A3 = ½ x base x height = ½ x ½ x ½ = 1/8 = 0.125
- A4 = 1 - A3 - A5 = 1 - 0.125 - .05 = 0.375
- A5 = ½ x base x height = ½ x 1.0 x 1.0 = 1/8 = 0.5
Then:
- ARL21 = A3 x (rate level 1) + A4 x (rate level 2) + A5 x (rate level 3) = (0.125 x 1.0) + (0.375 x 0.95) + (0.5 x 1.045) = 1.00375
Finally we have all the pieces and can now apply the formulas we learned in Example A:
- CRLFCY = CRL / ARLCY
Substituting our numbers:
- CRLF20 = 1.045 / 0.9938 = 1.0515
- CRLF21 = 1.045 / 1.00375 = 1.0411
And the last formula we need is:
- EPCY @ CRL = EPCY x CRLFCY
So the final answer is:
- EP20 @ CRL = 100 x 1.0515 = 105.2
- EP21 @ CRL = 175 x 1.0411 = 182.2
Being able to calculate of EP at Current Rate Level is a foundational skill. Now you're ready to try the second problem in the quiz.
mini BattleQuiz 1b You must be logged in or this will not work.
Example D: Werner (CY EP, Annual Policies)
I've pulled an example out of Werner as a Pop Quiz. Below is the diagram and you have to find CRLF2011, the Current Rate Level Factor for CY 2011. That's as far as you can go because you're aren't given any premiums. Note there are 3 rate changes and 4 CYs in the experience period so there would be a fair bit of work to find EP @CRL for all 4 years. Obviously this task should be done by the computer (or Ian-the-Intern.)
The answer is CRLF2011 = 1.0431. If you get stuck, click on the link to the solution in the source text...
Example E: Policies other than Annual
If you've practiced the first 2 web-based problems in quiz 1, then you'll have no trouble with extending the method to policies with terms that are either shorter or longer than 6 months. Here's the example of 6-month policies from the source text. The only difference is that the diagonal lines separating the rate changes have a slope of 2 instead of 1. See if you can find CRLF2011.
Check your answer in this link:
The third problem in the quiz deals with 6-month policies.
And here's an old exam problem where part (c) has policies with 2-year terms. You should also try parts (a) and (b) but part (b) is hard. The basic parallelogram method assumes policies are written uniformly over the experience period but here that's not true. This changes how you calculate average rate levels because the average is no longer proportional to the geometric area.
- E (2014.Spring #1)
Example F: Policy Years versus Calendar Years
There are a couple of more types of CRL problems but they are both pretty much the same as the ones we've already covered. The only difference is the shapes of the areas you have to calculate. Here we look at calculating EP @ CRL for policy years instead of calendar years although PYs doesn't show up nearly as often on the exam. It's easier than the CY case because there aren't any triangles. The rate changes lines have the same slope as the lines that separate the policy years so the shapes are all parallelograms and calculating the area of parallelograms is easy. If you've 6-month policies instead of annual policies, the slopes of the lines are 2 instead of 1 but it's still easy because all the lines are still parallel. Here's the example from Werner. See if you can find CRLFPY-2011.
Here's the link to the page in the source text with the answer.
The fourth problem in the quiz deals with PY premiums.
Here's an old exam problem asking you to calculate EP @ CRL for policy years:
- E (2017.Spring #2)
Example G: Law Change
Adjustments to Premium: Trending
Intro
1-Step Trending
2-Step Trending
Adjustments to Premium: Development
POP QUIZ ANSWERS
Pop Quiz A - Answer
- First, adjust the historical average premium of $200 to CRL (Current Rate Level):
- → $200 x (1 - 15%) = $170
- Second, calculate the rate change required to bring $180 up to $220:
- → $220 / $170 - 1 = 29.4%
- If you did not make the CRL adjustment you would have calculated a rate change of $220 / $200 - 1 = 10%, which would have been too low.