# @woman.engineer on Instagram

- **Type:** Video
- **Original URL:** https://www.instagram.com/p/DVTp27FCIcy
- **Gondola URL:** https://gondola.cc/posts/61845451-womanengineer-instagram
- **Thumbnail:** https://img.gondola.cc/tr:w-,h-,fo-auto/postThumbnails/eef4d228af.jpg
- **Posted:** 2026-02-28T15:45:50.000+00:00
- **Account Owner:** Zeynep Küçük  Woman Engineer (@woman.engineer) — https://gondola.cc/woman.engineer

## Caption

🚀 Roadmap to Become a Data Analyst in 2026 ⬇️⬇️

The good news: you don’t need a perfect master plan, just the right order + consistency.

✅ How to actually start 
✅ Think in layers, not 20 tools at once: 
* Foundations: Python (or R), SQL, spreadsheets 
* Data skills: cleaning, joins, feature engineering, EDA, basic viz 
* Stats: descriptive stats, probability, hypothesis tests, simple regressions 
* ML: start with regression/trees, move to XGBoost or basic deep learning later 
* Projects: a few end-to-end projects matter more than dozens of half-finished notebooks 
1. A simple learning order 
2. Python → SQL → analysis + visualization → stats → ML → projects → interviews 
3. You’ll loop back through these as you go. Our full roadmap breaks it down by the project lifecycle (business question → model → deployment), which feels much less chaotic. 
4. How long until you feel “confident”? 
5. Usually 6–12 months of part-time learning. 
6. Confidence = 2–3 real projects + a round of interview prep, not feeling like you know “everything” (no one does). 
7. Courses & platforms 
8. Whichever platform you use, make sure it has: 
* A structured path 
* Real projects 
* Python + SQL + stats + ML + communication

💡 Remember: Consistency > Speed.
Build projects. Share your learning. Stay curious.
.
.
.
#dataanalyst #datascientist #softwareengineer #datascience #codinglife

## Stats

- **Views:** 6,375
- **Likes:** 342
- **Shares:** 0
- **Comments:** 16

## Tags

dataanalyst, softwareengineer, datascientist, codinglife, datascience

---
Copyright (c) Gondola