4 results — roadmaps, salary guides, certifications, and job market analysis.
A 12-month roadmap from data analyst to data scientist — math foundations, Python ML stack, deep learning, MLOps, and the PhD debate.
Data engineering quietly surpassed data science in both demand and salary. The modern data stack created a role that didn't exist five years ago — and there aren't enough people to fill it.
Business Analyst, Data Analyst, BI Analyst, Analytics Engineer, Data Scientist — the titles multiply but the clarity doesn't. A comprehensive, data-backed guide to what each role actually does, what they pay, and why companies keep getting the titles wrong.
Junior-dan Senior-a, backend-dən DevOps-a — Azərbaycanda hər IT vəzifəsi üçün real maaş rəqəmləri, şirkət tipinə görə fərqlər və maaş artırma strategiyaları.