Data science sits at the intersection of statistics, programming, and business strategy—and compensation reflects that rare combination. Here’s what data scientists earn by experience, industry, and location in 2026.
Data Scientist Salary by Experience Level
| Level | Years Experience | Base Salary | Total Comp (Tech) | Total Comp (Finance/Consulting) |
|---|---|---|---|---|
| Entry-level | 0-2 | $75,000-$95,000 | $100,000-$150,000 | $85,000-$130,000 |
| Mid-level | 2-5 | $95,000-$130,000 | $150,000-$220,000 | $120,000-$180,000 |
| Senior | 5-8 | $130,000-$170,000 | $220,000-$320,000 | $160,000-$250,000 |
| Lead/Principal | 8-12 | $160,000-$210,000 | $300,000-$450,000 | $200,000-$350,000 |
| Director/VP | 12+ | $200,000-$280,000 | $400,000-$700,000+ | $300,000-$600,000 |
Data Scientist Salary by Industry
| Industry | Median Base Salary | Why Higher/Lower |
|---|---|---|
| FAANG/Large tech | $145,000-$180,000 | Scaling advantage; equity adds significantly |
| Finance / Hedge funds | $140,000-$200,000 | Quant skills command premium |
| Consulting (MBB, Big 4) | $110,000-$160,000 | Diverse work; ladder promotions |
| Healthcare / Biotech | $100,000-$140,000 | Growing demand; regulatory complexity |
| E-commerce / Retail tech | $110,000-$150,000 | High-volume recommendation/pricing work |
| Startups (Series A-C) | $100,000-$140,000 + equity | Equity upside vs. lower base |
| Insurance / Financial services | $95,000-$130,000 | Stable; less top-end growth |
| Government / Academia | $65,000-$95,000 | Lower pay; more job security |
Data Scientist Salary by State
| State | Median Salary | Notes |
|---|---|---|
| California | $135,000 | Bay Area higher; LA/SD lower |
| Washington | $128,000 | Seattle strong; Amazon/Microsoft presence |
| New York | $125,000 | Finance DS roles; NYC premium |
| Massachusetts | $118,000 | Biotech + tech hub |
| Texas | $105,000 | Austin growing; no income tax helps |
| Colorado | $108,000 | Denver tech scene |
| Illinois | $100,000 | Chicago finance + tech |
| Georgia | $97,000 | Atlanta growth corridor |
| Florida | $92,000 | No income tax; lower salaries than tech hubs |
| National median | $108,000 | — |
Data Scientist vs. Related Roles
| Role | Median Salary | Primary Skills | Career Path |
|---|---|---|---|
| Data Scientist | $108,000 | Statistics, ML, Python | DS II → Senior → Principal |
| Data Analyst | $72,000 | SQL, Excel, visualization | Analyst → Senior → Manager |
| ML Engineer | $130,000 | ML systems, deployment | MLE → Senior → Staff |
| Data Engineer | $115,000 | Pipelines, infrastructure | DE → Senior → Architect |
| Business Intelligence | $85,000 | Dashboards, reporting | BI → Senior → Manager |
Data science and ML engineering have converged significantly—many senior DS roles now require production deployment skills traditionally held by engineers.
Skills That Increase Pay
| Skill | Salary Premium |
|---|---|
| Machine learning / deep learning | +15-30% |
| LLM/GenAI implementation | +20-40% (2025-2026 premium) |
| MLOps / model deployment | +15-25% |
| Causal inference / A/B testing | +10-20% |
| Distributed computing (Spark, BigQuery) | +10-20% |
| Domain expertise (fintech, biotech, etc.) | +10-25% |
| Research publications / PhD | +10-15% at research orgs |
Education and Certifications
| Credential | Pay Impact |
|---|---|
| BS in CS/Statistics/Math | Entry qualification; median start |
| MS in Data Science/Statistics | $10,000-$25,000 premium over BS |
| PhD | Research lab or quant finance; top-end premium |
| Google/AWS ML certifications | Modest signal; less than degree |
| Kaggle competitions | Portfolio signal; helps entry-level |
Graduate degrees matter more in data science than in software engineering—statistics depth and research experience differentiate senior practitioners.
Maximizing Your Data Scientist Income
| Strategy | Expected Impact |
|---|---|
| Move to FAANG / top tech | 50-100% total comp increase vs. non-tech |
| Develop ML engineering skills (not just modeling) | Move to higher-paying MLE track |
| Build domain expertise in high-value vertical | +10-25% in finance, health tech |
| Negotiate offers using competing offers | +10-20% on initial offer |
| Specialize in AI/LLM applications | Top premium in current market |
| Consider quant finance if math-inclined | Base salary comparable; bonus significant |