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Empowering aspiring data analysts and engineers through practical tutorials, real-world projects, and industry best practices.

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Your Launchpad for a Career in Data

We are a comprehensive resource for aspiring data analysts and engineers. We exist to empower individuals with the technical skills and industry knowledge required to break into the data field.

Whether you are looking to automate workflows with Python, manage databases with SQL, or tell compelling stories with Power BI and Excel, we provide the structured guidance to help you succeed.

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Monthly Challenges

Sharpen your skills with real-world problems

ACTIVE • Dec 31

Wine Promotion Challenge

BackgroundYour company owns a chain of stores across Russia selling various types of alcohol. A …

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CLOSED • Nov 2025

Supply Chain Analysis

BackgroundTest your BI skills on a real-world dataset focusing on supply chain analytics. As the …

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CLOSED • Oct 2025

Sales Reporting

ackground You work in the accounting department of a company that sells motorcycle parts. The …

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The Data Shop

Datasets, Templates & Cheat Sheets

Template

Supply Chain Alteryx workflow

This is the complete workflow. Just plug and play

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SQL Cheatsheet

Quick reference guide to master SQL

FREE

Wine Promotion Dataset

Dataset for the wine promotion challenge

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Featured Projects

Real-world projects demonstrating technical skills

Kickstarter Projects

Data for 375,000+ Kickstarter projects from 2009-2017, including project name, category, launch date, deadline, goal, …

Excel SQL Power BI

GitHub Documentation

Document challenge 1 - 4 on your GitHub account.If you need guidance, use the YouTube …

GitHub

Tableau Reporting - Atlas Labs

Background In this BI competition, you will be exploring a dataset for a fictitious software …

Tableau
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Latest Articles

Technical tutorials and career advice

Cleaning NBA Stats: Part 3

We collected the data we’ll be cleaning through web scraping in part 1 and part …

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Web Scraping NBA Stats: Part 2

In part 1 of this series, we extracted data of all players who have won …

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Data Wrangling vs EDA vs ETL

Data wrangling and EDA are both concerned with preparing data for analysis, but they differ …

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