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OgbondaGlory/README.md

Ebube Glory Ogbonda

PhD Researcher  ·  Full-Stack Engineer  ·  Legal AI
Bangor University AIMLAC CDT  |  ML & Data Visualization  |  Knowledge Graphs & RAG

typing animation

LinkedIn ORCID Portfolio Credly Profile Views


About

Full-stack developer and AI researcher with 9 years of experience building applied systems at the intersection of legal technology, machine learning, and data visualization. Currently a PhD researcher at Bangor University (AIMLAC CDT) focused on AI-assisted legal guidance and process visualization.

Based in: United Kingdom  ·  Collaborating with: universities and research labs
Interests: knowledge graphs · retrieval-augmented generation (RAG) · visual analytics · explainable AI
Currently shipping: LexVizExplorer · PoliViz · EmployODR


Languages — Most Used on GitHub

Repos per Language Most Commit Language

Language breakdown by repository count (left) and commit frequency (right). Private project work adds TypeScript and Python/FastAPI on top.


Tech Stack

Languages

Python JavaScript TypeScript Java Jupyter / Python ML HTML5 CSS3

Frontend & Visualization

React Next.js D3.js Electron React Flow / XFlow Cytoscape.js

Backend & APIs

Node.js Express FastAPI PostgreSQL

AI / ML

TensorFlow PyTorch OpenAI RAG FAISS

DevOps & Tooling

Docker GitHub Actions Azure AWS Jest Playwright

Projects

LexVizExplorer — Visual Legal Guidance Platform

Repo TypeScript React Node.js OpenAI

AI-powered legal-process explorer blending semantic flow selection, graph validation, and embeddings-backed retrieval to guide users through complex administrative justice pathways. React + TypeScript frontend with an Express/Node.js backend, deployed on Heroku.

  • aj_* ID standardization across 50+ Administrative Justice templates
  • Hybrid semantic + keyword flow selection with embedding-cache fallback
  • Flow integrity validator and Jest/Playwright regression suites
  • RAG pipeline with non-destructive embedding updates

PoliViz — AI-Powered Privacy Policy Assistant

Live Repo Python FastAPI FAISS

Detects privacy policies on any site and runs GPT-4 analysis with confidence and risk scoring. Answers questions in real time, extracts GDPR-relevant clauses, and provides actionable plain-language summaries. Available as a browser extension and Electron desktop app.

  • Visual argument mapping with provenance-aware source snippets
  • Literature-aware Q&A using sentence-transformer embeddings + FAISS
  • Designed for research labs and public policy teams

EmployODR — AI-Enhanced Access to Justice

Live Repo OpenAI RAG

AI tool guiding people through employment law (England & Wales) using GPT-3.5-Turbo with RAG. Provides personalised ODR tool recommendations with relevance, cost, and accessibility scoring. Built under the UK Regulators Pioneer Fund 3 and featured in the 2025 Law Society Access to Justice report.


Publications

Year Venue Title
2025 IEEE VIS Explanatory Visualization with LLMs for Employment Law
2025 Law Society of England & Wales 21st Century Justice Report: Modernizing Access to Justice (EmployODR featured)
2025 ICAIL — AI for Access to Justice Workshop Harnessing Generative AI to Enhance Access to ODR in Employment Law
2023 Eurographics Digital Library Crafting Visual Narratives: U.S. Immigration Data Poster
2023 Eurographics Digital Library Interweaving Data and Stories: U.S. Refugee Movements — Narrative Visualisation
2023 Eurographics Digital Library Immersive WebXR Data Visualisation Tool (A-Frame + D3.js)

Experience

International Recruitment Officer — Bangor University (Apr 2025 – Present)
Admissions guidance, CAS and visa support for international applicants; cross-team collaboration.

AI Researcher — Solicitors Regulation Authority (May 2024 – Feb 2025, Contract)
Built the AI-assisted legal visualization tool (EmployODR) for employment-law needs assessment and ODR recommendations.

Teaching Assistant — Bangor University, School of CS & Engineering (Jan 2024 – Present)
Demonstrator for ICE-3703 / ICE-4702 — Machine Learning and Advanced Machine Learning.

Lead Software Developer — Tawa Online (Nov 2023 – Present, Part-time)
End-to-end product engineering, feature delivery, and QA leadership.

Student Ambassador — Bangor University (Feb 2024 – Present)
Campus tours, open days, and prospective-student advising.

Co-Founder / Data Scientist — Qrapp Technology Ltd (Jan 2015 – Present)
Co-founded and shipped data-driven SaaS products for SMEs; full SDLC ownership.

Full CV on LinkedIn


Education

PhD, Computer Science (AIMLAC CDT) — Bangor University (Sep 2023 – Sep 2027)
Focus: AI/ML, visualization for legal advice systems. Course Rep Trainer · Peer Guide · International Student Mentor.

Visiting PGR, School of Physics (AIMLAC) — University of Bristol (Oct 2023 – Sep 2024)
Grade: Distinction · Supervisor: Henning Flaecher · Programme: 2PHYS028R.


Certifications

View all on Credly

Certification Issued
NITDA Machine Learning Professional Dec 2023
IBM Data Science Professional Certificate Apr 2023
IBM Data Analyst Professional Certificate Apr 2023
Applied Data Science Specialization Apr 2023
Data Visualization & Dashboard Essentials Apr 2023

Research Interests

  • Human-centred information retrieval and evaluation for RAG systems
  • Knowledge graphs and legal / policy process modelling
  • Visual analytics for explainable AI and decision support
  • Responsible AI: transparency, provenance, and bias mitigation

GitHub Stats

Profile Summary GitHub Streak Trophies

Powerlifting  ·  Judo  ·  Always iterating

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  1. Visualising_USA_Refugee_Regions_Influx_data Visualising_USA_Refugee_Regions_Influx_data Public

    Discover the journey of refugees resettled in the U.S. from 1975 to 2018, a story of hope, resilience, and diversity

    JavaScript 1

  2. Immersive-Data-Vis-VR Immersive-Data-Vis-VR Public

    A web-based application for Creating Immersive Analytics Experiences

    JavaScript 1 1

  3. IBM-Waston-Studio-Projects IBM-Waston-Studio-Projects Public

    IBM Data Science Professional Certification Using Waston Studio Analysis Project

    Jupyter Notebook 1

  4. Java-Project Java-Project Public

    Exploring Java with front‐end in Java (Swing set)

    Java

  5. Information-Visualisation Information-Visualisation Public

    Make great data visualizations. A great way to see the power of coding!

    Jupyter Notebook