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Mind the Gap: Career Development with Graph RAG and Role Ontology

Date & Time

May 15, 2025, 6:30 p.m. - May 15, 2025, 7:30 p.m.

Cost

$0

Location

Microsoft Reactor Redmond

3709 157th Ave NE

Redmond, WA


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Description

Engineers face challenges in navigating a rapidly evolving tech landscape. This session explores how Role Ontology Graphs and Retrieval-Augmented Generation (RAG) can power AI agents for career planning.

You’ll learn modeling career paths using knowledge graphs, linking responsibilities and skills to roles, and using semantic retrieval for personalized advice.

We’ll discuss the architecture of a Graph RAG system for gap analysis and development planning. Then, we’ll demo a conversational assistant that helps engineers answer questions like “What skills am I missing to become a Senior Data Engineer?” or “What’s a typical transition path from BI to ML Engineer?”

Whether you’re an engineering leader, AI builder, or developer advocate, you’ll gain insights and tools to support career growth at scale.

Big Data Bellevue Meetup was created by Intelius and takes place in downtown Bellevue. Intelius provides the only centralized service for delivering comprehensive information about people, places, organizations, and their connection to each other. Our state-of-the-art big data technology platform is utilized across a wide range of industries to implement specific solutions.

On the third Thursday of each month, we invite an industry leader in Big Data to give a presentation followed by a lively discussion on big data technology and its impact on business world. Past speakers include researchers from the University of Washington, as well as senior members of various companies, such as Microsoft, Amazon, eBay, IBM, MapR and inome.

Microsoft graciously provides free refreshments!

Speaker

Sergiy Lunyakin

Sergiy Lunyakin is a seasoned data engineering leader, innovation broker, and architect of intelligent, distributed systems. With nearly two decades of experience, Sergiy has designed scalable platforms across industries, mentored the next generation of engineers, and pioneered metadata-driven analytics in finance. Today, he continues bridging the worlds of business and technology through AI, software principles, and a passion for growing systems and people.