Vantage research · November 2026 · careers
What AI cites for “how to become a data analyst”
ChatGPT cited 4 sites, Gemini cited 0 sites, Perplexity cited 9 sites. No site was cited by all three.
Updated every 3 monthsNext edition 1 February 2027
ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too
ChatGPT
4 sites · opens with a sentence · no table · opening 8 words
- dataquest.io
- techguide.org
- incrito.com
- stanleywangg.com
Brands namedMicrosoft Excel, SQL, Power BI, Python, Basic Statistics, Month 1, Month 2, Month 3
Since October: new techguide.org, incrito.com, stanleywangg.com; dropped datacamp.com
Gemini
0 sites · opens with a sentence · no table · opening 40 words
Answered from what the model already knows: no sites cited.
Brands namedLearn the Core Technical Skills, Excel, SQL, Develop Foundational Knowledge, Statistics, Data Cleaning, Network, Python
Since October: dropped dataquest.io, medium.com, metabase.com, reddit.com
Perplexity
9 sites · opens with a sentence · no table · opening 32 words
- skema.edu
- coursera.org
- online.jwu.edu
- apu.apus.edu
- pba.edu
- capella.edu
- edx.org
- corporatefinanceinstitute.com
- learn.microsoft.com
Brands namedSQL, Statistics, Month 1, Months 2, Month 4, Month 5, Month 6
Since October: new online.jwu.edu, pba.edu, capella.edu, learn.microsoft.com; dropped datacamp.com, ie.indeed.com, online.lsu.edu, snhu.edu
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to become a data analyst”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More careers questions
Each engine was asked once, in English, as from the United States, on 2026-11-01. Answers change from run to run, so read this as a snapshot. Download the data.