IBM Data Analyst

A practical on-ramp into data analysis

IBM's Data Analyst Professional Certificate is a beginner-level program built around the day-to-day work of the role: cleaning messy data, running statistical analysis, and turning numbers into visuals people actually act on. It doesn't assume prior data experience.

What you'll practice

• Data wrangling, cleansing and transformation
• Statistical analysis and interactive data visualization
• Apache Spark for handling larger datasets
• Data storytelling — presenting findings, not just producing them

It's aimed at career-changers and early-career professionals who want a job-oriented, skills-first path rather than a purely academic statistics course. With more than 559,000 learners enrolled, it's one of the more established entry points into data analytics on Coursera, alongside comparable programs from Google.