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Data Science & Machine Learning

I build predictive and analytical systems — from a first model through to production deployment — for organisations in regulated and data-heavy sectors. Practical, validated, and built to run.

What I deliver

Predictive models

Classification and regression for churn, risk, dropout and pricing, with SHAP explainability so decisions are defensible.

Segmentation

Behavioural and customer segmentation that marketing and product teams can actually act on.

Forecasting & time series

Demand, capacity and financial forecasting with ARIMA, Prophet and LSTM models.

Deployment & dashboards

Models put into production with clear, interactive reporting your team can use.

How I work

01

Discovery

We start with the decision you need to make, the data you hold, and what a good outcome looks like.

02

Scope

A clear, fixed-scope proposal with defined deliverables and success criteria — no open-ended billing.

03

Build

Modelling, validation and iteration against your real data, with progress you can see.

04

Handover

Production-ready code, documentation and a dashboard or interface your team can actually use.

Capabilities & tools

PythonXGBoostRandom ForestsSVMScikit-learnSHAPPCAPandasPower BI

Selected related work

Have a project in mind?

Tell me about the decision you're trying to make with your data. I'll tell you honestly whether I can help.

Get in touch