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Posts feedThe actuarial data onion
Actuaries tasked with analysing a portfolio's mortality experience face a gap between what has happened in the outside world and the data they actually work with. The various difference levels are depicted in Figure 1.
Figure 1. The actuarial data onion.
How not to do postcode profiling
We have written extensively about how to use postcodes for mortality modelling. The best approach in the UK is to use so-called geodemographic profilers, which map postcodes to relatively homogeneous groups of households sharing certain socio-economic characteristics.
(Not) Falling for the fallacy
An important concept is demography is the ecological fallacy. This is where aggregate data for a group are used to draw erroneous inferences about individuals belonging to the group.
Health of the nation
Geodemographic profiles use addresses or postcodes to classify people into groups which are homogeneous with respect to variables like income, housing tenure and life stage. The original purpose of geodemographic profiles was to improve targeting for marketing purposes.
Island life
We have written extensively about the use of postcodes and geodemographics for mortality modelling. Two peer-reviewed papers recently presented to the Institute of Actuaries in London have testified to the power of geodemographics when applied to pensioner mortality: Richards (2008) and Madrigal et al (2009).
A Scottish question
The Scots are an innovative bunch, including the inventor of the telephone and the discoverer of penicillin.
How wrong could it be?
We have written previously about the importance of the independence assumption when modelling mortality for annuities and pensions. In a recent presentation to the Royal Statistical Society I showed the audience how life insurers deduplicate their annuity data and how they use postcodes to identify socio-economic status.
Sweating your data assets
In recent years insurers have looked to making better use of the data they already have. The appeal is simple: if you have already collected the data, then it is like leaving money on the table if it is not being exploited to the full.
Size isn't everything
In an earlier post we discussed the correct way of using postcodes for analysing mortality, and also how this works in countries outside the UK. It is worth re-iterating why insurers use so-called geodemographic profiling.
Modelling and the maple leaf
We get a lot of interest in our software from Canada. We don't know specifically why this might be — despite that fact that two of our founders are Scottish, we are not aware of any distant relatives still panning for gold out there.