Career Roadmap · 2026

Data Scientist Roadmap

Extract insights and build predictive models. Here's exactly what to learn, in what order, and how long it takes.

$110K - $180K (US)

Salary Range

6-12 months

Time to Job-Ready

22% YoY

Demand Growth

5 phases

Phases

Prerequisites

Math/statistics backgroundBasic programmingCuriosity about data

The Roadmap

1

Python & SQL

Weeks 1-4
PythonPandasSQLData wrangling

📦 Project: Clean and analyze a messy dataset

2

Statistics & ML

Weeks 5-10
ProbabilityHypothesis testingRegressionClassification

📦 Project: A/B test analysis + prediction model

3

Advanced ML

Weeks 11-16
Ensemble methodsTime seriesClusteringDimensionality reduction

📦 Project: Customer segmentation or forecasting

4

Deep Learning & NLP

Weeks 17-22
Neural networksNLP basicsLLMsText analysis

📦 Project: Sentiment analysis or text classifier

5

Business & Career

Weeks 23-26
Storytelling with dataStakeholder communicationPortfolioInterview prep

📦 Project: End-to-end business case study

Ready to start your Data Scientist journey?

Our live bootcamp covers this entire roadmap with instructor-led sessions, hands-on projects, and career support.

Explore More Roadmaps

This Data Scientist roadmap is designed for 2026 and covers the latest tools, frameworks, and best practices. The salary range for Data Scientist roles is $110K - $180K (US) · ₹12L - ₹35L (India), with demand growing at 22% YoY. Whether you're transitioning from software engineering or starting fresh, this roadmap provides a clear, structured path to becoming a Data Scientist. Learn more about AI upskilling programs or explore AI careers by city.