The Best Statistical Analysis Software in 2026
We researched statistical analysis software from official websites, including pricing pages, plan tables, and product documentation. Products are ranked on their core analytical job, value for money, and verified features such as modeling, statistical tests, data handling, and supported workflows for organizational and research datasets.
Our top picks
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Top ranked
R#1 of 1069.4/10A free, programmable environment for statistical analysis, modeling, visualization, and data import.
Free plan
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Runner-up
Stata#2 of 1069.3/10A broad, scriptable desktop environment for professional and reproducible applied analysis.
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Top-ranked free plan
JASP#5 of 1069.0/10A free desktop statistics package combining drag-and-drop analysis with R-based workflows.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 106 tools, best first · page 1 of 3
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Best forBroad, extensible statistical computing
A free, programmable environment for statistical analysis, modeling, visualization, and data import.
- Regression models
- Statistical tests
- Scripting support
9.4/10★★★★★Visit R -
Best forProfessional, reproducible applied analysis
A broad, scriptable desktop environment for professional and reproducible applied analysis.
- Bayesian analysis
- Regression models
- Statistical tests
9.3/10★★★★★Visit Stata -
Best forEstablished all-purpose statistical analysis
A broad desktop statistics suite with testing, modeling, forecasting, reporting, and R/Python integration.
- Regression models
- Statistical tests
- Scripting support
9.2/10★★★★★Visit IBM SPSS -
Best forEnterprise predictive modeling and forecasting
A broad SAS Viya analytics platform for enterprise modeling, forecasting and model operations.
9.1/10★★★★★Visit SAS -
Best forFree Bayesian and frequentist analysis
A free desktop statistics package combining drag-and-drop analysis with R-based workflows.
- Bayesian analysis
- Regression models
- Statistical tests
9.0/10★★★★☆Visit JASP -
Best forAccessible analysis with R extensibility
Accessible point-and-click statistics with R extensibility and reproducible projects.
- Bayesian analysis
- Regression models
- Statistical tests
8.9/10★★★★☆Visit jamovi -
Best forOrganizations needing deep SAS statistical procedures
A broad SAS toolkit for organizations that need advanced statistical procedures.
- Bayesian analysis
- Regression models
- Statistical tests
8.8/10★★★★☆Visit SAS -
Best forInteractive quality and experimental analysis
A mature desktop option for interactive quality and experimental analysis.
- Regression models
- Statistical tests
- Scripting support
8.7/10★★★★☆Visit JMP -
Best forAdvanced econometrics and time series
A focused desktop suite for advanced econometrics, time-series analysis, and forecasting.
- Bayesian analysis
- Regression models
- Statistical tests
8.6/10★★★★☆Visit EViews -
Best forPublication-ready biomedical statistics
A focused statistics and graphing suite for publication-ready biomedical research.
- Regression models
- Statistical tests
- Scripting support
8.5/10★★★★☆Visit GraphPad Prism -
Best forEnterprise visual modeling and statistical exploration
A visual and programmable modeling environment for teams developing and assessing statistical models.
- Regression models
- Statistical tests
- Scripting support
8.4/10★★★★☆Visit SAS -
Best forIndustrial quality and process analytics
A broad statistical toolkit for industrial quality teams with a high annual starting price.
- Bayesian analysis
- Regression models
- Statistical tests
8.3/10★★★★☆Visit Minitab -
Best forStatistical analysis with Spotfire deployment
A broad statistical toolkit with scripting, R integration, and Spotfire deployment.
- Regression models
- Statistical tests
- Scripting support
8.2/10★★★★☆Visit Spotfire -
Best forBroad Windows statistical and quality analysis
A broad Windows toolkit for statistics, quality analysis, modeling, and machine learning.
- Regression models
- Statistical tests
- Scripting support
8.1/10★★★★☆Visit Statgraphics -
Best forFree ecological and multivariate analysis
A free desktop package for ecological, biological and multivariate analysis.
- Regression models
- Statistical tests
- Scripting support
8.0/10★★★★☆Visit PAST -
Best forFree SPSS-compatible desktop analysis
A free, SPSS-compatible desktop tool for repeatable statistical analysis.
- Regression models
- Statistical tests
- Scripting support
7.9/10★★★★☆Visit GNU PSPP -
Best forFree econometrics and time-series work
A capable free desktop package for econometrics, time-series, panel, and reproducible scripting work.
- Bayesian analysis
- Regression models
- Statistical tests
7.8/10★★★★☆Visit gretl -
Best forClinical and diagnostic statistics
A broad desktop statistics toolkit focused on clinical and diagnostic analysis.
- Regression models
- Statistical tests
- Scripting support
7.7/10★★★★☆Visit MedCalc -
Best forExcel-based broad statistical analysis
A broad Excel-based statistics suite with free access, paid tiers, R integration, and AI assistance.
- Bayesian analysis
- Regression models
- Statistical tests
7.6/10★★★★☆Visit XLSTAT -
Best forLatent, multilevel, and Bayesian modeling
A deep desktop suite for latent, multilevel, mixture, and Bayesian modeling.
- Bayesian analysis
- Regression models
- Statistical tests
7.5/10★★★★☆Visit Mplus -
Best forExperimental, mixed-model, and specialist analysis
A focused Windows tool for experimental design, mixed models, and specialist analysis.
- Regression models
- Statistical tests
- Scripting support
7.4/10★★★★☆Visit Genstat -
Best forBroad Windows-based statistical procedures
A broad Windows statistics package with extensive procedures, scripting, and data imports.
- Regression models
- Statistical tests
- Scripting support
7.3/10★★★★☆Visit NCSS -
Best forWeb-based introductory statistics
A broad web statistics toolkit for introductory analysis, teaching, and reporting.
- Bayesian analysis
- Regression models
- Statistical tests
7.2/10★★★★☆Visit StatCrunch -
Best forEconometric time-series modeling
A focused desktop suite for econometric modeling, forecasting, simulation, and time-series research.
- Bayesian analysis
- Regression models
- Statistical tests
7.1/10★★★★☆Visit Estima -
Best forFree Windows clinical statistics
A free, feature-rich Windows statistics package for clinical and research analysis.
- Bayesian analysis
- Regression models
- Statistical tests
7.0/10★★★★☆Visit StatsDirect -
Best forPython users needing focused statistical routines
A focused Python library for common statistical tests, models, and effect-size work.
- Bayesian analysis
- Regression models
- Statistical tests
6.9/10★★★☆☆Visit Pingouin -
Best forComplex survey and correlated-data analysis
A specialist package for weighted, clustered, repeated-measures, and correlated-data analysis.
- Regression models
- Statistical tests
- Scripting support
6.8/10★★★☆☆Visit SUDAAN -
Best forDesigned experiments and response optimization
A focused DOE suite for factorial, mixture, response-surface, and optimization work.
- Regression models
- Statistical tests
6.7/10★★★☆☆Visit Stat-Ease -
Best forLatent-class and mixture modeling
A deep Windows tool for researchers focused on latent and mixture models.
- Regression models
- Statistical tests
- Scripting support
6.6/10★★★☆☆Visit LatentGOLD -
Best forExcel users focused on econometrics and time series
An Excel-based toolkit for econometrics, time-series modeling, and portfolio measures.
- Regression models
- Statistical tests
- Scripting support
6.5/10★★★☆☆Visit NumXL -
Best forSpreadsheet users needing common statistical analyses
Broad statistical procedures in a spreadsheet-friendly desktop package.
- Regression models
- Statistical tests
6.4/10★★★☆☆Visit StatPlus -
Best forPoint-and-click analysis with R scripting
A free desktop statistics tool with point-and-click workflows, R scripting, and a $495 Pro tier.
- Regression models
- Statistical tests
- Scripting support
6.3/10★★★☆☆Visit site -
Best forStructural equation modeling specialists
A focused SEM desktop application for academic, institutional, and commercial research.
- Statistical tests
- Scripting support
6.2/10★★★☆☆Visit LISREL -
Best forClinical laboratories validating measurement methods
A focused Windows Excel add-in for laboratory method validation and measurement analysis.
- Regression models
- Statistical tests
6.1/10★★★☆☆Visit Analyse-it -
Best forPower and sample-size calculations
A deep power-analysis tool for research teams planning studies on Windows.
- Bayesian analysis
- Regression models
- Statistical tests
6.0/10★★★☆☆Visit PASS -
Best forNeuroimaging teams analyzing fMRI, PET, or EEG data
A free, specialized toolkit for voxel-wise neuroimaging statistics and preprocessing.
- Bayesian analysis
- Regression models
- Statistical tests
5.9/10★★★☆☆Visit SPM -
Best forBayesian modeling in R
A flexible R-native choice for Bayesian models, MCMC and GPU computation.
- Bayesian analysis
- Regression models
- Scripting support
5.8/10★★★☆☆Visit greta -
Best forJulia users building and evaluating machine-learning
A free Julia toolbox for composing, tuning, and evaluating machine-learning models.
- Bayesian analysis
- Regression models
- Scripting support
5.7/10★★★☆☆Visit MLJ.jl -
Best forLegacy Windows users needing guided tests
A guided desktop statistics package with broad tests, regression, and legacy-data imports.
- Regression models
- Statistical tests
- Scripting support
5.6/10★★★☆☆Visit Grafiti -
Best forEnterprise dashboards and predictive analytics
A broad analytics environment for dashboards, forecasting, and embedded insights.
5.5/10★★★☆☆Visit SAS -
Best forBiological pathway and network interpretation
A focused cloud platform for interpreting complex omics data, not general statistical analysis.
5.4/10★★★☆☆Visit QIAGEN -
Best forScientific users scripting analysis of text data
A free desktop package for scripted statistical analysis, modeling, and visualization.
- Regression models
- Statistical tests
- Scripting support
5.3/10★★★☆☆Visit NIST Dataplot -
Best forResearchers and teams needing reproducible reports
AI-assisted statistical reports combine reusable R analyses with live analytics connectors.
- Bayesian analysis
- Regression models
- Statistical tests
5.2/10★★★☆☆Visit MCP Analytics -
Best forResearchers exploring single-cell RNA-seq workflows
A free, focused workspace for exploring and annotating single-cell data in a browser.
5.1/10★★★☆☆Visit kana -
Best forSimple free spreadsheet-based statistics
A practical free option for spreadsheet-based statistics, charts, and reports.
- Statistical tests
5.0/10★★☆☆☆Try SOFA Statistics -
Best forAutomated nonlinear curve fitting on Windows
A focused Windows tool for automated equation fitting, ranking, and curve review.
- Regression models
- Scripting support
4.8/10★★☆☆☆Visit Grafiti LLC -
Best forExcel curve-fitting and nonlinear modeling
A Windows Excel add-in for detailed curve fitting, modeling, and charting.
- Regression models
- Statistical tests
4.7/10★★☆☆☆Visit IDBS XLfit -
Best forResearchers building neurophysiology pipelines in Julia
A Julia-based toolkit for signal processing and statistical analysis of neurophysiology recordings.
- Regression models
- Statistical tests
- Scripting support
4.6/10★★☆☆☆Try NeuroAnalyzer.jl -
Best forFree scientific plotting and curve fitting
A free scientific plotting and curve-fitting tool with useful signal-processing features.
- Regression models
- Scripting support
4.5/10★★☆☆☆Visit SciDAVis -
Best forPython researchers comparing simulator-based Bayesian models
A specialist Python library for SMC-ABC inference and comparing simulator-based models.
- Bayesian analysis
- Scripting support
4.4/10★★☆☆☆Visit pyabc
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Deployment | Statistical tests | Regression models | Scripting support | Score |
|---|---|---|---|---|---|---|---|---|
| 1 | R | Yes | Free | Desktop | Yes | Yes | Yes | 9.4 |
| 2 | Stata | No | $175/user/yr | Desktop | Yes | Yes | Yes | 9.3 |
| 3 | IBM SPSS Statistics | No | Desktop | Yes | Yes | Yes | 9.2 | |
| 4 | SAS Advanced Analytics | 9.1 | ||||||
| 5 | JASP | Yes | Free | Desktop | Yes | Yes | Yes | 9.0 |
| 6 | jamovi | Yes | Both | Yes | Yes | Yes | 8.9 | |
| 7 | SAS/STAT | Both | Yes | Yes | 8.8 | |||
| 8 | JMP | No | Desktop | Yes | Yes | Yes | 8.7 | |
| 9 | EViews | Yes | $700 one-time | Desktop | Yes | Yes | Yes | 8.6 |
| 10 | GraphPad Prism | No | $142/user/yr | Both | Yes | Yes | Yes | 8.5 |
| 11 | SAS Visual Statistics | Cloud | Yes | Yes | Yes | 8.4 | ||
| 12 | Minitab Statistical Software | No | $2,394/user/yr | Both | Yes | Yes | Yes | 8.3 |
| 13 | Statistica | No | Both | Yes | Yes | Yes | 8.2 | |
| 14 | Statgraphics Centurion | No | Desktop | Yes | Yes | Yes | 8.1 | |
| 15 | PAST | Yes | Free | Desktop | Yes | Yes | Yes | 8.0 |
| 16 | GNU PSPP | Yes | Free | Desktop | Yes | Yes | Yes | 7.9 |
| 17 | gretl | Yes | Free | Desktop | Yes | Yes | Yes | 7.8 |
| 18 | MedCalc | No | $179/user/yr | Desktop | Yes | Yes | Yes | 7.7 |
| 19 | XLSTAT | Yes | Both | Yes | Yes | Yes | 7.6 | |
| 20 | Mplus | No | $195 one-time | Desktop | Yes | Yes | Yes | 7.5 |
| 21 | Genstat | No | Desktop | Yes | Yes | Yes | 7.4 | |
| 22 | NCSS | No | $349/user/yr | Desktop | Yes | Yes | Yes | 7.3 |
| 23 | StatCrunch | Cloud | Yes | Yes | 7.2 | |||
| 24 | RATS | No | $300 one-time | Desktop | Yes | Yes | Yes | 7.1 |
| 25 | StatsDirect | Yes | Free | Desktop | Yes | Yes | Yes | 7.0 |
| 26 | Pingouin | Free | Yes | Yes | Yes | 6.9 | ||
| 27 | SUDAAN | Desktop | Yes | Yes | Yes | 6.8 | ||
| 28 | Design-Expert | No | Desktop | Yes | Yes | No | 6.7 | |
| 29 | LatentGOLD | Yes | €45/user/yr | Desktop | Yes | Yes | Yes | 6.6 |
| 30 | NumXL | No | Desktop | Yes | Yes | Yes | 6.5 | |
| 31 | StatPlus | No | $60/unit one-time | Both | Yes | Yes | No | 6.4 |
| 32 | BlueSky Statistics | Yes | $495/yr | Both | Yes | Yes | Yes | 6.3 |
| 33 | LISREL | No | Desktop | Yes | Yes | 6.2 | ||
| 34 | Analyse-it Method Validation Edition | No | $475/user/yr | Desktop | Yes | Yes | 6.1 | |
| 35 | PASS | No | $1,195/user/yr | Desktop | Yes | Yes | 6.0 | |
| 36 | SPM | Yes | Free | Desktop | Yes | Yes | Yes | 5.9 |
| 37 | greta | Yes | Free | Desktop | Yes | Yes | 5.8 | |
| 38 | MLJ.jl | Yes | Free | Yes | Yes | 5.7 | ||
| 39 | SigmaStat | No | Desktop | Yes | Yes | Yes | 5.6 | |
| 40 | SAS Visual Analytics | 5.5 | ||||||
| 41 | QIAGEN Ingenuity Pathway Analysis | Cloud | 5.4 | |||||
| 42 | Dataplot | Yes | Free | Desktop | Yes | Yes | Yes | 5.3 |
| 43 | MCP Analytics | No | Both | Yes | Yes | Yes | 5.2 | |
| 44 | kana | Yes | Free | Cloud | 5.1 | |||
| 45 | SOFA Statistics | Yes | Free | Desktop | Yes | 5.0 | ||
| 46 | TableCurve 2D | Desktop | Yes | Yes | 4.8 | |||
| 47 | XLfit | No | $350 one-time | Desktop | Yes | Yes | 4.7 | |
| 48 | NeuroAnalyzer.jl | Yes | Free | Desktop | Yes | Yes | Yes | 4.6 |
| 49 | SciDAVis | Yes | Free | Desktop | Yes | Yes | 4.5 | |
| 50 | pyabc | Yes | Free | Desktop | Yes | 4.4 |
Head-to-head All 28 comparisons →
- R vs Stata
- R vs IBM SPSS Statistics
- R vs SAS Advanced Analytics
- R vs JASP
- R vs jamovi
- R vs SAS/STAT
- R vs JMP
- Stata vs IBM SPSS Statistics
- Stata vs SAS Advanced Analytics
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How we rank statistical analysis software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update