Data Analyst vs Machine Learning Engineer
Measured from each occupation's own live postings: mostly different jobs wearing similar names. Posted pay favors the machine learning engineer by about $47k 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
Machine Learning Engineer
311 open roles · machine learning engineer salary · careers for machine learning engineers
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 → Machine Learning Engineer
Transition estimate: 12–24 mo.
The gap, from machine learning engineer postings: LLMs / Generative AI, Deep Learning, MLOps, LangChain / Agents.
Machine Learning Engineer → Data Analyst
Transition estimate: 12–24 mo.
The gap, from data analyst postings: Data Visualization, Power BI, Tableau, Excel.
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 Scientist61% peak overlap
- AI Engineer vs Machine Learning Engineer59% peak overlap
- Data Analyst vs Data Engineer57% 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 machine learning engineer?
Machine Learning Engineer, by about $47k 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 machine learning engineer it runs $78k–$166k. We only count postings that state a salary, so these are advertised figures rather than estimates.
Are data analyst and machine learning engineer the same job?
No. Despite the similar names, their postings ask for mostly different skills. The skills both sets of postings want are Machine Learning, Python, Data Analysis, ETL, Spark.
Can a data analyst become a machine learning engineer?
Yes, and a typical data analyst profile already covers 16% of what machine learning engineer postings ask for. Our estimate for the transition is 12–24 mo. The route page lists the exact skills that make up the gap.
Can a machine learning engineer become a data analyst?
In this direction a typical machine learning engineer profile covers 30% of what data analyst postings ask for. Our estimate for the transition is 12–24 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.