Modelling and visualisation

Exploring price elasticity

dataanalytics
insurance
pricing
statistics
price elasticity

Price elasticity is the responsiveness of sales to changes in price. Initial exploration looking at demand/ recommendation modelling given price and other variables. Extendable to elasticity questions to help drive pricing strategies.

Transformation interface

dataanalytics
interface
transformations

Considering low-code interface solutions for simple data editing and transformation problems in R and Python.

Exploring topic analysis

dataanalytics
insurance
nlp
statistics
topic-modelling

Classifying text data into multiple topics with a view to extracting primary and secondary topics, amongst other applications. Could be extended to claim cause classification problems in (life) insurance.

Indigenous over-representation in the prisons of NSW

dataanalytics
visualisations

A dashboard showing the over-representation of Aboriginal and Torres Straight Islander people in the prisons of New South Wales, Australia. Includes recipes for waffle and Coxcomb variations on the conventional pie chart.

Decision trees

decisiontrees
statistics
dataanalytics

A brief into to decision tree classification techniques with a few simple worked examples using (life) insurance data on disability income.

Bayesian applications

dataanalytics
bayesian
statistics
regression

A quick Bayesian refresher, an extention to regression models and other applications.

Actuaries Institute Cookbook

dataanalytics
statistics
actuarial
insurance

I have collaborated with members of the Actuaries Institute of Australia on this 'Actuaries Analytical Cookbook'. It spawned from the idea of sharing recipes to help actuaries and data scientists get started quickly on new projects.

Life industry stats

dataanalytics
APRA
lifeinsurance
visualisations

This article sets out a simple recipe for visualising Australian life industry data from APRA using Tableau.

Network graphs

dataanalytics
network
visualisations

This article sets out a simple recipe for visualising a network using Tableau and Gephi. The example used is the network of bands and band members interconnected with Nirvana.

Regression modelling

statistics
regression
insurance

This article sets out a few practical recipes for modelling with (life) insurance data. Insurance events are typically of low probability - these recipes consider some of the limitations of "small data" model fitting (where the observations of interest are sparse) and other topics for insurance like comparisons to standard tables.

Data transformations

dataanalytics
statistics
transformations
insurance

This article sets out a few practical recipes for data transformations with (life) insurance data.

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Modelling and visualisation