Friedland03.Data

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Reading: Friedland, J.F., Estimating Unpaid Claims Using Basic Techniques, Casualty Actuarial Society, Third Version, July 2010. The Appendices are excluded.

Chapter 3: Understanding the Types of Data Used in the Estimation of Unpaid Claims

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Study Tips

There is a lot of good, basic information in this chapter but aside from a few key facts to memorize, it isn't something you can fully absorb on your first pass. You are probably familiar with some of it anyway from your work duties. So don't spend too long here – you can always refer back when necessary. Among the facts you have to memorize are:

  • advantages/disadvantages of various data aggregation methods (CY, AY, RY, PY)

BattleTable

Based on past exams, the main things you need to know (in rough order of importance) are:

  • fact A...
  • fact B...
reference part (a) part (b) part (c) part (d)
E (2019.Spring #13) combining data:
- argue for
combining data:
- argue against
rate recommendation:
- provide comment
E (2017.Spring #14) wrong chapter - move to 7
E (2016.Fall #17) data for analysis:
- compare strategies
E (2016.Spring #15) Friedland05.Triangles data aggregation:
- is CY appropriate?
data aggregation:
- is AY appropriate?
Friedland07.Development
E (2015.Fall #14) Friedland07.Development Friedland07.Development
E (2015.Fall #15) large claim thresold:
- selection considerations
Friedland09.BornFerg
E (2015.Fall #16) Friedland05.Triangles data aggregation:
- RY versus AY

In Plain English!

Source of Data

Homogeneity and Credibility

Types of Data Used by Actuaries

Organizing the Data

We'll start with some very basic information. This would likely never be asked on the exam but it's something you should know.

Question: what are the 5 key dates for the organization of claim data [Hint: PARAV]
Policy effective dates: beginning and ending dates of the policy term
Accident date: when the accident or event occurred that triggered coverage
Report date: when the claim was reported/recorded in the claim system
Accounting date: defines a group of claims for which liability exists, often Dec 31 of the given year
Valuation date : the date through which transactions are included in the data used by the actuary for the analysis, often Dec 31 of the given year
  • The first 3 term above are completely obvious. The accounting date is often referred to as when the books close, either for the month, quarter, of year. The accounting date and valuation date are usually the same. If the books close on Dec 31, the actuary would normally do the reserve analysis using data through Dec 31 (valuation date of Dec 31).

The rest of this section is stuff you definitely have to know as it does come up on the exam.

Question: identify 4 common ways of aggregating data
  • CY, AY, PY, RY
→ The terms are used very often and I don't want to write them out in full every time. They are, respectively, Calendar Year, Accident Year, Policy Year, Report Year. Note that Policy Year is also sometimes called Underwriting Year.
define & describe: CY aggregation of data
definition: CY data includes all data with a transaction date within the given year.
use:
- premium and exposure data is usually aggregated by CY
- loss data is not usually aggregated by CY, except possibly for diagnostics
- here's a very useful formula for CYEP, Calendar Year Earned Premium,
CYEP   =   WP + ( UEPbeg – UEPend )
advantages:
- readily available
- no future development (data doesn't change after accounting date)
disadvantages:
- no future development (generally cannot use it for a reserve analysis)
define & describe: AY aggregation of data
definition: AY data includes all data with an occurrence date within the given year.
use:
- loss data is very commonly usually aggregated by AY
advantages:
- AY loss aggregation is the accepted norm in the U.S. and Canada
- easy to obtain & understand
- industry benchmarks are available
disadvantages:
- mismatch between AY losses and CY premiums or exposures (premiums & exposures are usually aggregated by CY)
- AY losses may contain policies written at different price levels (may contain policies from different PYs)
- AY losses may contain policies written at different retention levels mask changes in retention level (may contain policies from different PYs)
define & describe: PY aggregation of data
definition: PY data includes
use:
-
-
advantages:
-
disadvantages:
-
define & describe: RY aggregation of data
definition: RY data includes
use:
-
-
advantages:
-
disadvantages:
-

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