The 4 paths

An overview of the full project tree. Academy Pass unlocks all four branches. Every validated project grows your portfolio.

D8A

Choose your path

Business Analyst0/9 validated

SQL for Business Reporting

Excel & Power Query Data Modeling

Requirements & Process Modeling

Power BI KPI Dashboard

Agile & Jira Project Simulation

Business Case & Financial Modeling

AI-Powered Requirements Assistant

Stakeholder Presentation & Data Storytelling

Capstone: Full BA Engagement

Data Analyst0/9 validated

SQL Foundations & E-Commerce Analysis

Python for Data Analysis

DuckDB Analytics on Local Data

BigQuery & GA4 Web Analytics

Looker Studio Dashboard

Polars High-Performance Analysis

AI-Augmented Analysis with LLMs

Power BI Analytics Dashboard

Capstone: End-to-End BI Pipeline

Data Engineer0/9 validated

SQL & Data Modeling Foundations

Python ETL Pipeline

dbt Data Transformation

Airflow Pipeline Orchestration

BigQuery Data Warehouse

Docker & Infrastructure as Code

Streaming with Kafka

AI-Enhanced Data Quality

Capstone: Production Data Platform

Data Scientist0/9 validated

Python & Statistics Foundations

Supervised Learning

Feature Engineering & XGBoost

Time Series Forecasting

NLP & Text Classification

Deep Learning with PyTorch

MLOps & Deployment

LLM & RAG Application

Capstone: End-to-End ML Product