🚀 Questions → Data → SQL → Analysis → Dashboards → Decisions

Learn Data, SQL, Analytics & Dashboards for Real Careers

Learn to ask better questions, organize data, query with SQL, analyze with spreadsheets and Python, and communicate results through dashboards and projects.

🚀 Choose Your Path ▶ Explore YouTube Courses 🎓 Free Learning Paths

3Beginner pace options

8Roadmap steps

8Curated playlists

3Portfolio challenges

Beginner Paths

Choose the path that fits your time.

Same eight-step learning sequence, three different paces. These are introductory plans—not promises of career mastery in a few days.

⚡ Quick Taste

1-Week Sprint

Explore the foundations, practice a little each day, and complete a small challenge.

Days 1–2: Learn the vocabulary and key ideas
Days 3–4: Practice foundational tasks
Days 5–6: Apply skills to examples
Day 7: Complete one small project

Outcome: You can explain the basics and show a mini result.

Start This Path

📆 Confidence Builder

2-Week Builder

Give yourself extra time for repetition, guided videos, and practice.

Week 1: Cover the roadmap milestones
Week 2: Revisit tough concepts
Practice: Follow matching YouTube courses
Finish: Document a portfolio mini project

Outcome: You can reproduce and explain your work.

Start This Path

🌱 Career Foundation

1-Month Foundation

Build durable skills and select an external course or career pathway.

Week 1: Essentials and terminology
Week 2: Tools and guided practice
Week 3: Apply skills in a practical project
Week 4: Publish your work and choose what comes next

Outcome: You have a documented foundation—not an automatic certification.

Start This Path

8-Step Data & Analytics Roadmap

The simple learning sequence behind all 3 paths.

Check off a step when you can explain or demonstrate it. Progress is saved only in this browser, on this device.

0 of 8 steps completed

Step 1

Think in data questions

Define metrics, rows, columns, and a useful business question.

Step 2

Spreadsheets & data quality

Sort, filter, clean, and identify missing or inconsistent values.

Step 3

SQL SELECT fundamentals

Query rows and columns using SELECT, WHERE, and ORDER BY.

Step 4

Aggregation & grouping

Use COUNT, SUM, AVG, and GROUP BY to summarize data.

Step 5

Joins & relationships

Connect tables using keys and sensible JOINs.

Step 6

Exploratory analysis

Compare groups, detect patterns, and avoid misleading conclusions.

Step 7

Dashboards & storytelling

Choose clear charts, define metrics, and present insights.

Step 8

Portfolio & career bridge

Publish a reproducible analysis and choose the next career path.

Gateway Courses

Start here, then continue on YouTube.

These gateway links open relevant Learn IT Free playlists. No heavy playlist embeds are needed to get started.

Start with SQL & Data

Use our beginner-friendly SQL and analytics playlist to learn the vocabulary.

▶ Open Playlist on YouTube

Go deeper with SQL Mastery

Continue into queries, databases, and applied analytics.

▶ Open Playlist on YouTube

Learn IT Free YouTube Courses

Choose a course. Continue on YouTube.

Curated existing channel playlists, selected by relevance. Some are supporting or cross-disciplinary courses rather than stand-alone Data & Analytics curricula. Select “Watch Here” to play a course without leaving this page; the player loads only on demand.

Playlist 01