Data 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 breakdownSoftware Engineer
Designs, builds, and maintains software systems across the stack. Writes clean, testable code, collaborates in agile teams, and ships reliable features at scale.
24 tracked skills · 10 core
Full Software Engineer skill breakdownSalary snapshot
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)
Software Engineer
$135,980/yr median
$82,460 – $214,670 (10th–90th percentile)
Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics) (SOC 15-1252.00, 2025)
US market data (BLS/O*NET) — India-specific salary data coming soon.
4 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 Scientists | For Software Engineers |
|---|---|---|
| Python | Core | Core |
| SQL | Core | Core |
| Collaborationsoft | Important | Core |
| AWS | Important | 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 Scientists need
25 skills, 5 of them core