Former Deloitte strategy consultant turned data scientist. I start with the problem and use context, data and code to build solutions that solve real needs.

Machine Learning LLM / GenAI Agentic Systems Design Thinking Product Focus Decision Science

My Experience

Heat Pump & TES Optimisation

Optimisation • Business Case Validation

Built a custom heat pump & thermal energy storage optimisation tool for an early stage entrepreneur. Through numerous stages the tool helped guide the development of the initial business case.

Online Tool

Multi-Agent Sales Assistant

Multi-Agent • RAG • LLM • API

Built a voice-first assistant that routes conversations, gathers info, and generates personalised content. Multiple agents coordinate with each other throughout the process and external APIs, like Salesforce, were integrated.

Promo Video

Multi-Agent Data Order Creator

Multi-Agent • RAG • LLM • Databricks

I led a team building a RAG-based IoT data gathering tool for analysts. The raw data was preprocessed with LLM-enhanced data augmentation. The user-facing tool consisted of a multi-agent pipeline with query restructuring, RAG, and multi-step response preparation.

Writing

Doing Things The Hard Way

LLMs / GenAI are these amazing amplifiers but we're losing the ability to think - and in the process to make our own unique work.

Doing Things The Hard Way



Reading time: 5 min.

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Design Thinking in Data Science

An actionable, step-by-step guide to incorporating design thinking into data science projects that solve real problems.

Design Thinking in Data Science



Reading time: 15 mins.

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Using Mathematical Thinking to Find the Perfect Apartment

How I combined math and psychology to make a difficult decision quicker and easier.

Finding the Perfect Apartment



Reading time: 6 mins.

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