Data, based in reality

databased.business is my studio for translating graduate-level research into tools that operations teams can actually use. It is a promise to stay grounded in outcomes, not dashboards for dashboards' sake.

I'm Julian Elliott, currently undertaking an MSc in Data Analytics at the University of Huddersfield. My work interrogates how human-centred automation, robust data governance, and accessible analytics can unlock compounding value inside real businesses.

Grounded MSc research

The projects featured here are rooted in the questions driving my dissertation and applied research practice:

• Optimising logistics and supply chains with streaming analytics that highlight wasted miles before they compound.
• Bringing large language models into business intelligence workflows without sacrificing trust, transparency, or explainability.
• Designing governance frameworks that let non-technical teams explore data safely and make confident decisions.

What to expect

Upcoming posts will blend research, experimentation, and real-world application:

• Research briefs that distil MSc findings into playbooks for analysts, operators, and domain experts.
• Hands-on walkthroughs from my homelab, covering automation stacks like n8n, containerised services, and data ops pipelines.
• Field notes on prototypes—dashboards, agents, and decision support tools—tested with actual business scenarios.

Let's collaborate

Have a challenge that needs clearer data, faster insight, or a fresh automation idea? Let's talk and see how we can build something grounded together.

• Connect on LinkedIn for professional updates and collaboration requests.
• Explore the GitHub repos to review experiments, automations, and open-source tooling.