Head-to-head · Statistical Analysis Software
R vs Stata
R leads on 1 check, Stata on 0, and 4 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreR · 9.4/10
- Free planonly R
- Most featuresStata · 4 of 4
R scores higher on our rubric for statistical analysis software: 9.4 against 9.3 out of 10; our editors rank them #1 and #2.
R offers free plan; Stata doesn't.
R is the better fit for broad, extensible statistical computing. Stata is the better fit for professional, reproducible applied analysis.
- R fits best
Broad, extensible statistical computing
- Stata fits best
Professional, reproducible applied analysis
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Side by side
| Feature | R 9.4/10 Visit ↗ | Stata 9.3/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.4 | 9.3 |
| Ranking | #1 in Statistical Analysis Software | #2 in Statistical Analysis Software |
| Best for | Broad, extensible statistical computing | Professional, reproducible applied analysis |
| Pricing model | Free | Paid |
| Starting price | Free plan | $175/user/yr |
| Free plan | ✓ (best) | — |
| Free trial | — | — |
| Deployment | Desktop | Desktop |
| Platforms | Windows, macOS, Linux | Windows, macOS, Linux |
| Support | Community, Docs | Email, Live chat, Phone, Community, Docs |
| Built for | Solo, Small business, Mid-market, Enterprise | Solo, Small business, Mid-market, Enterprise |
| Features R 3/4 · Stata 4/4 | ||
| Statistical tests | ✓ | ✓ |
| Regression models | ✓ | ✓ |
| Scripting support | ✓ | ✓ |
| Bayesian analysis | Not checked yet | ✓ (best) |
| Specs | ||
| Deployment | Desktop | Desktop |
| Data import formats | text files, XML, spreadsheet-like files, Excel, SPSS, SAS, Stata, databases, binary files, image files | Excel XLS/XLSX, CSV and delimited text, SAS, SPSS, Parquet, dBase, SQL databases via JDBC/ODBC, FRED, and Haver |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | R is an open-source programming language and software environment for statistical computing, data manipulation, modeling, visualization, and graphics. It is designed for researchers, statisticians, analysts, educators, and developers who… Read the review → |
Stata is an integrated desktop application for data management, statistical modeling, visualization, reporting, and reproducible workflows. It is designed for researchers, analysts, educators, and organizations that need applied analysis… Read the review → |
Strengths and trade-offs
R — where it wins
- Free and open source across Windows, macOS, and Linux
- Covers tests, modeling, time series, classification, and clustering
- Imports databases, spreadsheets, statistical files, images, and other formats
Where it doesn't
- Requires programmable scripting for core workflows
- Specialized methods may depend on contributed packages
- Desktop deployment may not suit browser-first teams
Stata — where it wins
- Broad modeling across Bayesian, time-series, panel, survival, and multilevel methods
- Command scripting, Mata programming, and reproducible reporting
- Python, Jupyter, database, and common statistical-format integration
Where it doesn't
- No free plan; published academic pricing requires university affiliation proof
- Desktop deployment may not suit browser-first or cloud-only workflows
- Higher-tier MP editions cost more as core counts increase
- R9.4/10 · Free plan
A free, programmable environment for statistical analysis, modeling, visualization, and data import.
Visit RFull verdict → - Stata9.3/10 · Paid
A broad, scriptable desktop environment for professional and reproducible applied analysis.
Visit StataFull verdict →
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All statistical analysis software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update




