Data Analyst
Collects, cleans, and interprets data to help organizations make informed decisions. Builds dashboards, runs analyses, and communicates insights to business stakeholders.
23 tracked skills · 11 core
Full Data Analyst skill breakdownData Scientist
Analyzes complex datasets to extract insights, build predictive models, and drive data-informed decision making. Combines statistical analysis, machine learning, and domain expertise to solve business problems.
29 tracked skills · 7 core
Full Data Scientist skill breakdownSalary snapshot
Data Analyst
$120,230/yr median
$67,240 – $199,130 (10th–90th percentile)
Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics) (SOC 15-2051.00, 2025)
Data Scientist
$120,230/yr median
$67,240 – $199,130 (10th–90th percentile)
Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics) (SOC 15-2051.00, 2025)
US market data (BLS/O*NET) — India-specific salary data coming soon.
8 skills both roles expect
These transfer directly if you switch between the two paths — but notice where the importance differs. Tap any skill to see why it matters.
| Skill | For Data Analysts | For Data Scientists |
|---|---|---|
| SQL | Core | Core |
| Python | Core | Core |
| Tableau | Core | Important |
| Power BI | Core | Nice-to-have |
| Pandas | Important | Core |
| Data Storytellingsoft | Core | Important |
| A/B Testing | Important | Important |
| R | Nice-to-have | Nice-to-have |
Where the paths diverge
The skills each role expects that the other doesn't — this is the real cost of choosing one path over the other.
Only Data Analysts need
15 skills, 6 of them core