AI · DATA SCIENCE · FOR GOOD

Are your data assets gathering rust?

Rusty Data turns the data you're leaving to rust into working intelligence — bespoke AI, agent-based modelling and complex-systems science, built for people and planet.

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The practice at a glance

What Rusty Data brings

15+ years of applied AI & data science

A PhD in complexity sciences, a Research Fellowship at Bristol, and first-author papers in Nature Communications, BMJ Open & PNAS — applied to real problems from intensive care to ecosystems.

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A diversity of methodologies

Agent-based modelling, machine & deep learning, reinforcement learning, numerical optimisation, network science, statistics and LLM-based language analysis — the question chooses the method, not the fashion.

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A diversity of tools & frameworks

Python end-to-end — PyTorch, Mesa, Gymnasium + Stable-Baselines3, SCIP, spaCy and LLM APIs — delivered as reproducible pipelines, Streamlit apps or full TypeScript/Next.js products.

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A diversity of domain applications

Fisheries and food webs, intensive care, organisational design, sanitation hardware and children's literature — comfortable wherever the data is messiest.

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In-house hardware for private deep learning & GPU-accelerated ABMs

On-premise GPU hardware: confidential model training without your data leaving the building, and acceleration that turns overnight agent-based simulations into interactive ones.

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Recent projects

From oceans to organisations

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Why it exists

AI for social & planetary good

Every engagement is chosen with one question in mind: does this help people, or the planet, flourish? From ocean enforcement to fairer organisations, the mission shapes the client list.

Years of working with ecological and medical datasets means Rusty Data is comfortable where data is most awkward: irregular sampling, missing labels, observation bias, and stakes that make honesty about uncertainty non-negotiable.

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Next step

Put your rusting data to work

Tell me about your system and your question — you'll get an honest read on whether modelling can help, and what it would take.

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Or email rustydataltd@gmail.com