Data Science Educational Resources
StrataScratch is a data science educational platform with over 1,000+ real interview questions from your favorite companies.
Latest Blog Posts
All articles
How to Create a Bubble Plot with Python and Matplotlib?
Learn how to build bubble plots in Python with Matplotlib by visualizing multi-dimensional data using real-world interview datasets.
Nathan Rosidi - June 25, 2025
What Is a Python Abstract Class? When and How to Use It
Learn how abstract classes help structure reusable Python code through a real student data analysis project
Nathan Rosidi - June 5, 2025
How We Oversaturated the Data Science Job Market
You thought you’d develop ML models and earn serious money. Instead, you’re still looking for a data science job four years later. We’ll look at why it’s like that and what you can do.
Nathan Rosidi - May 27, 2025
A No-Fluff Guide to Polars vs Pandas
Comparing Pandas and Polars using a real Uber business modelling task — here's who came out faster (and by how much).
Nathan Rosidi - May 7, 2025
Career
All Career articlesHow We Oversaturated the Data Science Job Market
You thought you’d develop ML models and earn serious money. Instead, you’re still looking for a data science job four years later. We’ll look at why it’s like that and what you can do.
Nathan Rosidi - May 27, 2025
Why Your ML Job Feels Like a Lie (And What To Do About It)
You thought you’d train models, but now you're writing SQL. This article explains why and how to shift your role toward real machine learning, step by step.
Nathan Rosidi - May 2, 2025
Interviews
All Interviews articlesHow to Create a Bubble Plot with Python and Matplotlib?
Learn how to build bubble plots in Python with Matplotlib by visualizing multi-dimensional data using real-world interview datasets.
Nathan Rosidi - June 25, 2025
What Is a Python Abstract Class? When and How to Use It
Learn how abstract classes help structure reusable Python code through a real student data analysis project
Nathan Rosidi - June 5, 2025
Using Principal Component Analysis in R for Real-World Data
Nathan Rosidi - April 23, 2025
Looping Through Lists in Python: A Comprehensive Tutorial
Nathan Rosidi - April 9, 2025
Guides
All Guides articlesHow to Create a Bubble Plot with Python and Matplotlib?
Learn how to build bubble plots in Python with Matplotlib by visualizing multi-dimensional data using real-world interview datasets.
Nathan Rosidi - June 25, 2025
What Is a Python Abstract Class? When and How to Use It
Learn how abstract classes help structure reusable Python code through a real student data analysis project
Nathan Rosidi - June 5, 2025
Why Your ML Job Feels Like a Lie (And What To Do About It)
Nathan Rosidi - May 2, 2025
Companies
All Companies articles
What Does It Take to Be a Data Engineer at Google
Journeying through Skills, Perks, and Application Insights for Aspiring Google Data Engineers
Nathan Rosidi - May 23, 2024
Microsoft SQL Interview Questions
We'll discuss one of the interesting Microsoft SQL interview questions to help prepare you for applying for a role as a Microsoft data scientist.
Nathan Rosidi - October 30, 2023
LinkedIn Data Scientist Interview Questions
Nathan Rosidi - October 30, 2023
40+ Data Science Interview Questions From Top Companies
Nathan Rosidi - October 30, 2023
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