Data Analyst vs Data Scientist
Measured from each occupation's own live postings: related jobs with a real gap between them. Posted pay favors the data scientist by about $43k at the midpoint. Salary bands, both switching directions, and the shared skills below, every number from live postings, refreshed nightly.
Data Analyst
582 open roles · data analyst salary · careers for data analysts
Data Scientist
518 open roles · data scientist salary · careers for data scientists
The overlap, measured
Skills that appear in both occupations’ posting demand. This is the shared core; everything else on each side is the difference.
Switching, both directions
Data Analyst → Data Scientist
Not scored: the pair shares too few skills in this direction to measure honestly. Run the instrument with your own skill set for a personal read.
Data Scientist → Data Analyst
Transition estimate: 9–16 mo.
The gap, from data analyst postings: Power BI, Tableau, Excel, Looker.
Related comparisons
- BI Developer vs Data Analyst80% peak overlap
- Data Scientist vs Machine Learning Engineer70% peak overlap
- Data Analyst vs Product Analyst63% peak overlap
- Data Analyst vs Data Engineer57% peak overlap
- Data Scientist vs Product Analyst57% peak overlap
- Data Scientist vs Research Scientist55% peak overlap
Which one do your skills favor?
Run the instrument with your own skill set and both readiness numbers recompute for you. Free, no account.
Quick answers
Which pays more, data analyst or data scientist?
Data Scientist, by about $43k a year at the midpoint. Going by postings that state pay, the posted middle band for a data analyst runs $53k–$96k, and for a data scientist it runs $76k–$160k. We only count postings that state a salary, so these are advertised figures rather than estimates.
Are data analyst and data scientist the same job?
They are related but not the same. The postings share a real core of skills and then diverge. The skills both sets of postings want are Data Analysis, Data Visualization, SQL, Python, ETL.
Can a data scientist become a data analyst?
In this direction a typical data scientist profile covers 61% of what data analyst postings ask for. Our estimate for the transition is 9–16 mo.
Method: each occupation’s salary band is the posted 25th–75th percentile from its own corpus; readiness is coverage of the destination’s posting-skill weight; shared skills are read from the overlap waterfall. Pairs sharing too few skills are not scored in that direction. Refreshed with the nightly scrape.