Insights

Ideas & Perspectives.

Deep dives, frameworks, and lessons learned from our work in data analysis, web development, and business intelligence.

Predicting Customer Churn: An End-to-End ML Project with SMOTE and XGBoost
July 23, 2026 8 min read
Machine Learning Data Science XGBoost SMOTE Classification

Predicting Customer Churn: An End-to-End ML Project with SMOTE and XGBoost

A comprehensive walkthrough of building a robust churn prediction model using SMOTE for class imbalance and XGBoost for high-performance classification.

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Mock Insight 2: Mastering Visualisation
July 22, 2026 4 min read
Dashboards Design

Mock Insight 2: Mastering Visualisation

This is the second mock insight post, created for testing purposes.

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Mock Insight 3: Clean Code, Clean Data
July 21, 2026 5 min read
Web Development Performance

Mock Insight 3: Clean Code, Clean Data

This is the third mock insight post, created for testing purposes.

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Building Data Dashboards That Actually Get Used
July 19, 2026 4 min read
Data Analysis Dashboards Power BI

Building Data Dashboards That Actually Get Used

Most dashboards fail because they're built for stakeholders, not for decisions. Here's how we approach dashboard design at MIKAEL GLOBAL.

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Your Data Doesn't Lie. Your Dashboard Does.
July 19, 2026 6 min read
Data Analysis AI Analytics

Your Data Doesn't Lie. Your Dashboard Does.

Why the real AI revolution in analytics isn't about answers — it's about the questions you never knew to ask.

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Predictive Analytics for Small Businesses: A Practical Guide
July 10, 2026 5 min read
Data Analysis Predictive Analytics Business Intelligence

Predictive Analytics for Small Businesses: A Practical Guide

You don't need a data science team to start predicting customer behavior. Here's a practical framework for small businesses.

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