Projects
Practical projects in data engineering, cloud and AI-assisted development.
Irish Hospital Healthcare Analytics
Analytics platform ingesting Irish hospital patient reviews from Google Places and SerpAPI, combined with government waitlist data (NTPF), enriched with NLP sentiment analysis, and visualised through interactive dashboards.
Airbnb Listings Pipeline
Batch data pipeline that automates the collection of Airbnb listing snapshots from the Inside Airbnb dataset, stores them in MinIO, and loads them into PostgreSQL for historical trend analysis of the London short-term rental market.
Batch Energy Analytics Pipeline (AWS)
Serverless batch pipeline that ingests monthly electricity generation data from the Ember API for 8 European countries, transforms nested JSON into Parquet format via AWS Glue, and visualises energy production trends through an Amazon QuickSight dashboard.
dbt Analytics Engineering (AWS Redshift)
dbt analytics engineering project on AWS Redshift Serverless, built on the Olist Brazilian e-commerce dataset (100K orders, 2016–2018). 18 models across three layers (staging, intermediate, marts), fully implemented and tested: 94 tests, 3 custom macros, 1 SCD Type 2 snapshot, and a star schema for self-service analytics.
Real-Time Maritime Analytics Pipeline (AWS)
Fully serverless real-time pipeline ingesting live AIS vessel position data via WebSocket, processing it through an event-driven Lambda architecture, archiving raw events in S3, and visualising vessel activity in real time through OpenSearch Dashboards.
Credit Card Fraud Detection (AWS SageMaker)
End-to-end ML pipeline for credit card fraud detection on AWS SageMaker, with a focus on handling class imbalance, threshold optimisation for business decisions, and the development of reusable, domain-agnostic ML frameworks.
Versicherungswerk — Consulting Engagement
Consulting engagement for a German digital insurance platform (versicherungswerk.de). Focus: defining project structure and governance, introducing Claude Code as an audit and analysis tool, establishing working methods, and setting technical direction.
Role: Consultant
Portfolio Website — bridging-data.com
Multilingual portfolio website built with Next.js 15 and Tailwind CSS, deployed as a static site on AWS (S3, CloudFront, ACM, Route 53) with an automated CI/CD pipeline via GitHub Actions.
AI Knowledge Platform
Modular AI knowledge platform — live at platform.bridging-data.com. The platform includes Technology Radar, Competitor Intelligence, Regulatory Radar and AI Chat, all running serverlessly on AWS. Phase 6 features a Corporate LLM prototype with Cognito authentication.
Private Knowledge Hub
Local document retrieval system for private project files. Indexes CLAUDE.md, README and SKILL.md files across 10+ projects and answers natural-language questions with grounded source references and rendered markdown output.
Local / Private — no live demo
AI Consulting Accelerator
AI-assisted consulting workflow that grounds discovery, analysis and delivery in industry standards (IREB, BABOK, BPMN, PMBOK, Scrum) via retrieval-augmented generation. The system produces structured, source-cited drafts from unstructured client input — with 13 named, versioned skills, stateful multi-round engagements, and an Organisational Memory layer that connects internal knowledge to current engagements. Locally complete and tested; AWS deployment pending.