Insights
Notes from the data side.
What I've learned working with data, tools, and AI, written down as I go.
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Too Many Applicants, Too Few Jobs, and How to Win
What the numbers say about getting hired. A data story about the line every new graduate stands in: how long it is, why it barely moves, and how to get to the front.
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I Built My Portfolio Without Knowing How to Code (And It Still Worked)
A practical reflection on building this portfolio from zero coding experience using AI tools, GitHub Pages, and steady iteration instead of perfection.
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Hidden Data - What Websites Are Really Telling You
The most valuable data is often the hardest to see. Discover how Google Analytics and Microsoft Clarity turn invisible user actions into something you can actually understand.
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Vibe Coding - From Writing Code to Designing Systems
I started by writing every line of code manually. Now I build systems by describing them. This is how vibe coding changed the way I think and work.
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From Spreadsheets to Scale - My Journey Through Excel, Google Sheets, and BigQuery
A practical journey through Excel, Google Sheets, and BigQuery: how each tool fits, where it breaks, and how combining them creates a scalable data workflow.
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Why Data Pulled Me In And Why It Matters More Than Ever
A personal breakdown of how curiosity led me into Data Analytics, and why data, not AI, is the real driver behind modern systems.