Data · AI · Business Intelligence

I write about the future of analytics in the AI era.

I explore AI-augmented analytics, metadata quality, semantic layers, self-service BI and analytics leadership from the perspective of a hands-on data leader.

Current focus

AI-Augmented Analytics

How AI changes the way analytical products, dashboards and decision-support tools are created.

Metadata & Semantic Quality

Why reliable AI-assisted analytics depends on clear definitions, governed metrics and trustworthy semantic layers.

Analytics Leadership

Practical reflections on BI modernization, platform thinking, data teams and the changing role of analytics professionals.

Writing

Latest notes and essays

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Featured project

Python + AI as a practical analytics prototype layer

A Streamlit-based presentation app showing how Python can connect business questions, data, AI-assisted reasoning, SQL-like logic, validation and explanation in one lightweight workflow.

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