Data Science & Analytics
Jobs roles you can expect
Data Analyst
Data Scientist
Business Intelligence Analyst
Data Engineer
Machine Learning Engineer
Demand
High
Competition
Medium
Time Taken
6-12 months (for entry-level jobs)
Skills required
Python, R
SQL
Data Visualization (Tableau, PowerBI)
Statistical Analysis
Machine Learning
Big Data Technologies (Hadoop, Spark)
Tools Used
Jupyter Notebook
TensorFlow, PyTorch
Pandas, Numpy
Tableau
Power BI
Communities to Learn From
Kaggle
Towards Data Science
Analytics Vidhya
DataCamp
Coursera
Ideal Roadmap
Learn Python and basic statistics
Get familiar with data manipulation tools (Pandas, Numpy)
Study Machine Learning algorithms
Participate in Kaggle competitions
Work on projects (data analysis, predictive modeling)
Learn SQL and data visualization