University of Essex Online
BSc (Hons) · In progress
Human judgment.
Intelligent systems.
I build AI workflows and help teams
make better quality decisions.
2025 – Present
2023 – 2025
2018 – 2020
2016 – 2018TikTok
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I connect quality assurance, data analysis and practical AI development. From evaluating model outputs to building workflows and helping people learn, I’m interested in making complex work clearer—and making the next version better.
My experience spans TikTok, Indeed, search quality and operations leadership. Different environments. The same habit of looking closely, asking why, and improving what comes next.
A career built across quality, technology and the everyday realities of running an operation.
7 roles
Bringing human judgment and technical tools together to improve quality, learning and AI-supported operations.
Quality evaluation where search advertising, data and AI models meet.
Hands-on management of store operations, profitability, customer service and staff development.
Moved into R&D operations analysis within Job Seeker Operations, building on my earlier international analyst experience.
Contributed to initiatives connecting search quality, fraud prevention and operational efficiency, alongside cross-functional collaboration and training support.
Worked in Job Seeker Operations within Indeed’s Trust & Safety organisation, contributing to international search quality, fraud prevention and operational improvement.
Collaborated across functions to support consistent processes and quality standards.
Search quality analysis in Dublin, developing the analytical foundation for later work in Trust & Safety and AI evaluation.
Store management in Greater Dublin, building practical experience in customer service, team leadership and day-to-day operations.
AI is most useful when the workflow around it is thoughtful. Connect the tools, test the output, keep human judgment in the loop, and learn from what happens.
Explore an illustrative workflow below. Sample content only; this is not a live AI service or an employer project.
APIs and MCP connect the right tools. Python brings the logic together, creating a workflow with clear inputs and a useful purpose.
Ready to explore. Select a stage or run the example.
Tools matter. Knowing how to combine them, question the results and bring people along matters just as much.
Developing AI workflows, agentic AI solutions and web applications. Connecting tools through APIs and MCP, with Python for automation and AI tools supporting development.
BSc (Hons) · In progress
Diploma · Business Economics & Marketing
Interested in quality, analytics or practical AI development? Let’s connect.
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