Data Scientist Roadmap
Statistics, experimentation, and analysis to turn data into decisions — distinct from ML engineering's focus on shipping models.
$95K-$180K (US) / $50K-$110K (remote global)
12-18 months of focused learning
Stable, mature demand across every industry with a data team.
›Market overview
Data Science focuses on analysis, experimentation, and communicating insight to drive decisions, not on building production systems. Strong overlap with ML Engineer but different day-to-day: more stakeholder communication, less infrastructure.
The 10,000-hour rule says mastery requires roughly that many hours of deliberate practice. At 1% improvement per day, you are 37x better in a year. This roadmap is a structured path, not a race — follow the steps in order, build the projects, and trust the process.