I’m an Applied Data Scientist with 8+ years of industry experience across payroll, operations, and leadership, now working in AI- and ML-driven analytics. I help: • Career switchers understand what real-world data science actually looks like • Professionals build strong foundations in Python, SQL, and applied ML • Aspiring data scientists avoid common mistakes and unrealistic expectations My approach is practical, honest, and industry-aligned—no hype, no shortcuts. If you’re looking for clear guidance, structured learning, or career clarity in data science and AI, you’re in the right place.