Projects

Natural experiments for online behaviours
data science
marketing
retail
experiments
network analysis
behaviour analysis
Using network analysis to estimate attribution from new features in retail.

COVID-19 impacts on economic indicators
covid-19
pandemic
economy
indicators
Estimating causal impact on container trade due to the COVID-19 pandemic.

Learning customer preference: from size to fit
data science
retail
experiments
behaviour analysis
bayesian
modelling
statistics
Using hierarchical bayesian models to develop fit (rather than size) charts based on user preference.

Travel Activity Patterns
data science
travel
transport
behaviour analysis
Deriving travel typologies with sequence analysis.

Long tail behaviours
data science
marketing
retail
behaviour analysis
Estimating long term behaviours in online retail with survival analysis.

Maritime Connectivity
data science
transport
network analysis
maritime
shipping
ais
Building a container shipping network for New Zealand from AIS data.

Shipping Schedules
data science
shipping
maritime
covid-19
pandemic
ais
Deriving container ship schedules from AIS data.

Voyage distributions and shipping delays
data science
maritime
covid-19
pandemic
ais
shipping
Analysing container ship voyages and delays from AIS data.

Predicting customer behaviour: returns
data science
marketing
retail
behaviour analysis
Predicting returns in fashion retail with machine learning.

From Legacy Code to Pipeline
data science
reproducibility
public sector
Converting manual legacy processes to reproducible analytical pipelines.

Modelling the real world with hierarchical models
data science
retail
bayesian
modelling
statistics
Using hierarchical bayesian models to develop detailed fit charts by clothing type and brand.
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