I need a complete roadmap for pivoting from an unrelated major into data analytics, including the exact order of technical skills I need to learn online.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a complete roadmap for pivoting from an unrelated major into data analytics, including the exact order of technical skills I need to learn online.
1 real search · 1 real-search pass
beginner data analyst learning path Excel SQL statistics Power BI Python official free courses Microsoft Learn Kaggle SQLBolt 2026Google ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
beginner data analyst learning path Excel SQL statistics Power BI Python official free courses Microsoft Learn Kaggle SQLBolt 2026 Google ↗
- Microsoft Excel training · support.microsoft.com
- GCFGlobal Excel tutorials · edu.gcfglobal.org
- Leila Gharani (YouTube) · youtube.com
- SQLBolt · sqlbolt.com
- Mode SQL Tutorial · mode.com
- W3Schools SQL · w3schools.com
- Khan Academy Statistics and Probability · khanacademy.org
- OpenIntro Statistics · openintro.org
- StatQuest (YouTube) · youtube.com
- Microsoft Learn — Data Analyst career path · learn.microsoft.com
- Get started with Microsoft data analytics · learn.microsoft.com
- Guy in a Cube (YouTube) · youtube.com
- Tableau training · tableau.com
- Kaggle Python course · kaggle.com
- Kaggle Pandas course · kaggle.com
- W3Schools Python · w3schools.com
- Official Pandas tutorials · pandas.pydata.org
- GitHub Skills · skills.github.com
- GitHub documentation · docs.github.com
- Kaggle · kaggle.com
- Google Dataset Search · datasetsearch.research.google.com
- Data.gov · data.gov
- UCI Repository · archive.ics.uci.edu
- Explore Google certificate · coursera.org
- Explore PL-300 certification · learn.microsoft.com
- Explore IBM certificate · coursera.org
- LinkedIn Jobs · linkedin.com
- Indeed · indeed.com
- Glassdoor · glassdoor.com
- Built In · builtin.com
- GovernmentJobs · governmentjobs.com