Data Scientist → Data Analyst
Measured from 1,786 live data scientist postings and the destination’s own corpus. Corroborated by observed US worker transitions. Updated with the nightly scrape.
The judgment call
A data scientist reaches data analyst at 57 percent skill readiness, measured from 1,786 live data scientist postings against what data analyst postings ask for. At that number it is a real move with a real gap. Observed US worker transitions corroborate that people actually make it.
What carries over: Data Analysis, Data Visualization, SQL, Python. The gap is the rest of the destination demand, chiefly Power BI, Excel, Tableau, Supply Chain, the skills a typical data scientist profile does not yet show.
Posted pay for data analyst runs $55k–$95k, demand is rated high, and the estimated time to close the gap is 12–24 mo. This read is drafted from the numbers; the graph above is the full skill map behind them.
Evidence checklist
What data analyst postings ask for, against what a typical data scientist already demonstrates. Drawn from the skill-overlap data, curated by hand.
- ✓Data AnalysisCoveredIn the typical data scientist profile
- ✓Data VisualizationCoveredIn the typical data scientist profile
- ✓SQLCoveredIn the typical data scientist profile
- ✓PythonCoveredIn the typical data scientist profile
- ○Power BIGapAsked for by data analyst postings, not yet shown
- ○ExcelGapAsked for by data analyst postings, not yet shown
- ○TableauGapAsked for by data analyst postings, not yet shown
What this seat unlocks next
Second-ring routes that open once you hold the data analyst skill set: BI Developer (readiness rises to 52%) · Business Analyst (readiness rises to 48%). The graph above shows them attached to this node.
Open data analyst roles you could move into
Live openings, freshest first. Apply at the source.
Data Analyst (m/w/d) Power BI at G&N GruppeLangenfeldTodayApply- Analista de Datos at Dirección ChileCompraChile$30kTodayApply
Data Analyst Support Project at National Institutes of HealthBethesda, MarylandTodayApply- Process Safety Data Analyst Intern (m/w/d) at Givaudan Suisse SAKemptthal, Zürich, Switzerland2d agoApply
Data Analyst at MonksBrasil3d agoUnlock
Marketing Analyst Graduate at BoschGroupWorcester, GB3d agoUnlock
Related routes
- Data Scientist → Machine Learning Engineer48% readiness
- Data Scientist → Research Scientist62% readiness
Quick answers
Can a data scientist become a data analyst?
Posted-skill readiness is 57 percent in our corpus, and observed US transition data shows people making the move. The skills that carry are Data Analysis, Data Visualization, SQL; the gap is Power BI, Excel, Tableau.
What skills does a data scientist need to become a data analyst?
The measured gap, read from live data analyst postings, is Power BI, Excel, Tableau, Supply Chain. Already covered by a typical data scientist profile: Data Analysis, Data Visualization, SQL, Python. The graph on this page shows the full overlap, skill by skill.
How long does the data scientist to data analyst move take?
Our estimate from the skill gap is 12–24 mo, shorter for anyone who already holds part of the destination skill set.
What does a data analyst earn?
Posted pay is $55k–$95k, with demand rated high. The salary page for data analyst carries the full distribution.
Method: skill readiness is coverage of the destination’s posting-skill weight by a typical data scientist profile; salary bands are posted 25th–75th percentiles; observed flow is worker-transition data derived from the CPS (Current Population Survey; see the method section on the instrument). July 2026 corpus. In a typical year 3.2% of data scientist workers move to a different occupation (BLS Employment Projections, 2024–34).