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Thoughts on Data Analytics, Career, AI, and Building AI-powered analytics Tools. 8 posts · Updated regularly

Data Analytics
The Future of Data Analytics
How real-time pipelines, AI-augmented analysis, the lakehouse architecture, and the metrics layer are reshaping what it means to work with data — and what analysts need to learn next.
May 2, 2025 8 min read
Career
How a Data Analyst Can Move into Data Science
A practical, honest roadmap for analysts who want to transition — what skills to build, in what order, how to leverage what you already know, and why you're not starting from zero.
May 3, 2026 9 min read
AI
The Impact of AI on Data Analyst Jobs
A story about what actually happened when AI entered the data analyst's workflow — what got automated, what didn't, who got hurt, and who got better.
May 3, 2026 8 min read
Data Science
Why We Divide by n-1 in Sample Variance
An intuitive explanation of Bessel's correction — why your sample mean is always a little wrong, why that makes your variance too small, and how dividing by n-1 fixes it. With Python simulations.
May 3, 2026 7 min read
Projects
Revenue Leakage Detection & Pricing Optimization for E-Commerce
How I identified $9.54M in at-risk revenue across 47,000 products — surfacing discount abuse, pricing inefficiencies, and out-of-stock losses using Python, SQL, Tableau, and Streamlit.
Apr 27, 2026 10 min read
Projects
Student Lifestyle & Academic Performance Analysis — ML from EDA to Deployment
An end-to-end ML project predicting exam scores from lifestyle habits — sleep, study hours, social media, diet — with regression, classification, clustering, and a live Streamlit predictor.
Apr 27, 2026 10 min read
Projects
Building an AI-Powered SQL Business Intelligence Assistant with Gemini
Ask a question in plain English, get SQL generated by Gemini AI, run it against a real database, and receive a chart plus a business insight — all in one Streamlit app.
Apr 27, 2026 9 min read
Projects
Building the Netflix EDA Dashboard — Python, Power BI & Streamlit
A complete Netflix content analysis: EDA on 8,800+ titles, a Power BI dashboard for business reporting, and a Streamlit app with content-based recommendations using TF-IDF similarity.
May 2, 2026 8 min read
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