Statistical Analysis Software: ranks 51–100
Page 2 of 3 of the full statistical analysis software ranking. Every tool here is researched from its official pricing and product pages. See our top picks →
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.
Ranks 51–100 of 106 tools, best first
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Best forBayesian nested-sampling and cosmology analysts
A focused Python package for inspecting and visualizing Bayesian sampling outputs.
- Bayesian analysis
- Scripting support
4.3/10★★☆☆☆Visit anesthetic -
Best forPharmacometric PKPD and PBPK modeling
A focused modeling package for pharmacometric simulation and Bayesian inference.
- Bayesian analysis
- Scripting support
4.2/10★★☆☆☆Visit Chi -
Best forResearchers testing sensitivity of regression findings
A focused, open-source toolkit for measuring how findings respond to potential confounding.
- Regression models
- Statistical tests
- Scripting support
4.1/10★★☆☆☆Visit KonFound-It! -
Best forPython users needing group-comparison tests
A focused Python toolkit for group comparisons, associations, and bootstrap inference.
- Statistical tests
- Scripting support
4.0/10★★☆☆☆Visit Hypothesize -
Best forScientists fitting and visualizing spectral peaks
A focused, scriptable desktop toolkit for constrained spectral peak fitting.
- Scripting support
3.9/10★★☆☆☆Visit Fitspy -
Best forPython users building simulation-based Bayesian inference
A focused Python framework for simulation-based Bayesian inference and neural posterior estimation.
- Bayesian analysis
- Scripting support
3.8/10★★☆☆☆Visit BayesFlow -
Best forProbabilistic inference in Julia
A focused Julia library for exact and variational inference on factor graphs.
- Bayesian analysis
- Scripting support
3.7/10★★☆☆☆Visit RxInfer.jl -
Best forFree statistical power and sample-size planning
A focused, free tool for power analysis and sample-size planning.
- Regression models
- Statistical tests
- Scripting support
3.6/10★★☆☆☆Visit G*Power -
Best forHealth economists conducting Bayesian cost-effectiveness
A focused R package for evaluating healthcare interventions under uncertainty.
- Bayesian analysis
- Scripting support
3.5/10★★☆☆☆Visit BCEA -
Best forR users evaluating simulation-estimator performance
A focused, free R package for measuring and visualising simulation-study performance.
- Statistical tests
- Scripting support
3.4/10★★☆☆☆Visit rsimsum -
Best forBayesian spatio-temporal modeling specialists
A focused R toolkit for Bayesian spatio-temporal models, meshes and model assessment.
- Bayesian analysis
- Scripting support
3.3/10★★☆☆☆Visit 4DModeller -
Best forAutomated test selection in Python
A focused Python package for choosing and reporting tests across paired populations.
- Bayesian analysis
- Statistical tests
- Scripting support
3.2/10★★☆☆☆Visit autorank -
Best forJulia developers modeling dependence with copulas
A focused Julia toolkit for fitting, evaluating, and testing copula-based dependence models.
- Bayesian analysis
- Statistical tests
- Scripting support
3.1/10★★☆☆☆Visit Copulas.jl -
Best forR users analyzing and comparing GAM smooths
A focused R toolkit for visualizing, diagnosing and comparing GAM smooths.
- Bayesian analysis
- Regression models
- Statistical tests
3.0/10★★☆☆☆Explore gratia -
Best forDevelopers extending Stan model computations
A focused Stan bridge for developers who need model derivatives, not full statistical analysis.
- Bayesian analysis
- Scripting support
3.0/10★★☆☆☆Visit BridgeStan -
Best forPython users fitting multiblock PLS models
A focused, free Python package for fitting and inspecting multiblock PLS models.
- Regression models
- Scripting support
3.0/10★★☆☆☆Visit MBPLS -
Best forAnalysts comparing probability distributions
A free, open-source toolkit for fitting, testing and visualizing probability distributions.
- Statistical tests
- Scripting support
3.0/10★★☆☆☆Visit Phitter -
Best forPyTorch developers evaluating model performance metrics
An open-source PyTorch library for evaluating model performance across multiple task types.
- Scripting support
3.0/10★★☆☆☆Visit TorchMetrics -
Best forR users fitting adaptive lasso regression models
A free R package for adaptive lasso regression across five model families.
- Regression models
- Scripting support
3.0/10★★☆☆☆View hal9001 -
Best forPython analysts fitting specialized discrete-choice models
A focused open-source Python package for fitting and evaluating inflated choice models.
- Regression models
- Statistical tests
- Scripting support
3.0/10★★☆☆☆Visit IDCeMPy -
Best forPython users modeling and predicting spatio-temporal data
A focused, open-source Python toolkit for modeling and predicting spatio-temporal data.
- Regression models
- Scripting support
3.0/10★★☆☆☆Visit stemflow -
Best forJulia users modeling non-Gaussian data with EPCA
A focused Julia library for fitting, compressing and reconstructing EPCA models.
- Scripting support
3.0/10★★☆☆☆View ExpFamilyPCA.jl -
Best forPython users applying partial least-squares methods
A free, open-source Python package focused on iterative and kernel PLS regression.
- Regression models
- Scripting support
3.0/10★★☆☆☆Visit IKPLS -
Best forResearchers doing interpretable dimensionality reduction
An open-source R package for interpretable dimensionality reduction through variable partitioning.
- Statistical tests
- Scripting support
3.0/10★★☆☆☆Visit USCbiostats -
Best forResearchers modeling gravitational-wave source populations
A focused Python library for hierarchical Bayesian analysis of gravitational-wave populations.
- Bayesian analysis
- Scripting support
3.0/10★★☆☆☆Explore gwpopulation -
Best forR users needing specialized probabilistic classifiers
A free, focused R package for probabilistic classification, not broad statistical analysis.
- Bayesian analysis
- Scripting support
3.0/10★★☆☆☆Visit FuzzyClass -
Best forTeams building reproducible composite indicators in R
A focused, reproducible R workflow for composite indicators—not general statistical testing.
- Scripting support
3.0/10★★☆☆☆Visit COINr -
Best forClimate and geoscience teams analyzing spatial-temporal data
A focused, free Python package for EOF analysis across NumPy, dask, Iris, and xarray.
- Scripting support
3.0/10★★☆☆☆Visit eofs -
Best forResearchers estimating causal exposure-response curves
A focused, open-source R package for Bayesian causal curves from continuous exposures.
- Bayesian analysis
- Scripting support
3.0/10★★☆☆☆Visit GPCERF -
Best forPython practitioners needing random-forest uncertainty
A focused Python add-on for estimating uncertainty in scikit-learn random-forest predictions.
- Regression models
- Scripting support
3.0/10★★☆☆☆Visit forestci -
Best forGraphing with statistical calculations
A Windows graphing tool with statistical calculations, scripting, and broad file support.
3.0/10★★☆☆☆Visit Grapher -
Best forBiology users comparing genotype colonization data
A focused desktop tool for plotting mycorrhizal colonization data and comparing genotypes.
- Statistical tests
3.0/10★★☆☆☆Visit PyMS -
Best forPython users analyzing particle trajectories and structure
A free, scriptable toolkit for particle trajectories and structural statistics.
- Scripting support
3.0/10★★☆☆☆Visit partycls -
Best forDesign researchers constructing orthogonal arrays
A focused toolkit for constructing and evaluating orthogonal and optimal designs.
- Scripting support
3.0/10★★☆☆☆Visit OApackage -
Best forResearchers performing iterative data unfolding
A focused, open-source Python package for unfolding measured distributions with uncertainty estimates.
- Bayesian analysis
- Statistical tests
- Scripting support
3.0/10★★☆☆☆Visit PyUnfold -
Best forR users deriving interpretable treatment policies
A focused, open-source R package for turning treatment-effect estimates into policy trees.
- Scripting support
3.0/10★★☆☆☆Visit policytree -
Best forResearchers benchmarking nonlinear fitting algorithms
A focused open-source toolkit for benchmarking nonlinear fitting algorithms.
- Scripting support
3.0/10★★☆☆☆Try FitBenchmarking -
Best forBayesian modelers wanting to run Stan in a browser
A free browser workspace for editing, running, and inspecting Stan Bayesian models.
- Bayesian analysis
- Scripting support
3.0/10★★☆☆☆Open Stan Playground -
Best forR users comparing probability distributions
A focused open-source R package for comparing probability functions and calculating information measures.
- Scripting support
3.0/10★★☆☆☆View philentropy -
Best forPython users comparing clustering solutions
A focused local Python library for scoring and comparing clustering solutions.
- Scripting support
3.0/10★★☆☆☆Visit pycvi -
Best forR users preparing and recoding analysis data
A focused, open-source R toolkit for recoding, cleaning, and summarizing analysis data.
- Scripting support
3.0/10★★☆☆☆Visit sjmisc -
Best forR users estimating density for positive-domain data
A focused, open-source R package for estimating densities from strictly positive data.
- Scripting support
3.0/10★★☆☆☆Visit logKDE -
Best forR users analyzing binary outcomes and optimal designs
A focused, open-source R workflow for binary outcomes and optimal-design studies.
- Scripting support
3.0/10★★☆☆☆Visit R-fitODBOD -
Best forAnalysts assessing geopolitical raw-material supply risk
A focused GeoPolRisk library for supply-risk calculations, not general statistical analysis.
- Scripting support
3.0/10★★☆☆☆Visit geopolrisk-py -
Best forUsers specifically seeking Bayesian optimization
A free, open-source choice for programmatic Bayesian optimization workflows.
- Bayesian analysis
- Scripting support
3.0/10★★☆☆☆Visit BayesO -
Best forJulia users evaluating clustering results
A focused Julia toolkit for scoring clustering results without ground-truth labels.
- Scripting support
3.0/10★★☆☆☆View Julia package -
Best forR users calculating market concentration and diversity
Free, focused R package for market concentration and diversity calculations.
- Scripting support
3.0/10★★☆☆☆Visit concstats -
Best forPython researchers performing spectral mode analysis
A focused, open-source Python package for standard and streaming SPOD analysis.
- Scripting support
3.0/10★★☆☆☆Visit PySPOD -
Best forR users retrieving UK road-safety datasets
A focused R data-access package for reproducible UK road-safety analysis.
- Scripting support
3.0/10★★☆☆☆Visit stats19 -
Best forR users analyzing muscle work-loop data
A focused, open-source R package for researchers analyzing muscle work-loop data.
- Scripting support
3.0/10★★☆☆☆Visit rOpenSci
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Deployment | Statistical tests | Regression models | Scripting support | Score |
|---|---|---|---|---|---|---|---|---|
| 51 | anesthetic | Yes | Free | Desktop | Yes | 4.3 | ||
| 52 | Chi | Yes | Free | Desktop | Yes | 4.2 | ||
| 53 | KonFound-It! | Yes | Free | Both | Yes | Yes | Yes | 4.1 |
| 54 | Hypothesize | Yes | Free | Desktop | Yes | No | Yes | 4.0 |
| 55 | Fitspy | Yes | Free | Desktop | Yes | 3.9 | ||
| 56 | BayesFlow | Yes | Free | Desktop | No | No | Yes | 3.8 |
| 57 | RxInfer.jl | Yes | Free | Desktop | Yes | 3.7 | ||
| 58 | G*Power | Yes | Free | Both | Yes | Yes | Yes | 3.6 |
| 59 | BCEA | Yes | Free | Desktop | No | No | Yes | 3.5 |
| 60 | rsimsum | Yes | Free | Desktop | Yes | No | Yes | 3.4 |
| 61 | 4DModeller | Yes | Free | Both | Yes | 3.3 | ||
| 62 | autorank | Yes | Free | Desktop | Yes | No | Yes | 3.2 |
| 63 | Copulas.jl | Yes | Free | Desktop | Yes | Yes | 3.1 | |
| 64 | gratia | Yes | Free | Desktop | Yes | Yes | Yes | 3.0 |
| 65 | BridgeStan | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 66 | MBPLS | Yes | Free | Yes | Yes | 3.0 | ||
| 67 | Phitter | Yes | Free | Both | Yes | No | Yes | 3.0 |
| 68 | TorchMetrics | Yes | Free | No | No | Yes | 3.0 | |
| 69 | hal9001 | Yes | Free | Desktop | Yes | Yes | 3.0 | |
| 70 | IDCeMPy | Yes | Free | Desktop | Yes | Yes | Yes | 3.0 |
| 71 | stemflow | Yes | Free | Desktop | Yes | Yes | 3.0 | |
| 72 | ExpFamilyPCA.jl | Yes | Free | Yes | 3.0 | |||
| 73 | IKPLS | Yes | Free | Desktop | Yes | Yes | 3.0 | |
| 74 | partition | Yes | Free | Desktop | Yes | Yes | 3.0 | |
| 75 | gwpopulation | Yes | Free | Desktop | Yes | 3.0 | ||
| 76 | FuzzyClass | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 77 | COINr | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 78 | eofs | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 79 | GPCERF | Yes | Free | Desktop | Yes | 3.0 | ||
| 80 | forestci | Yes | Free | No | Yes | Yes | 3.0 | |
| 81 | Grapher | No | $329/user/yr | 3.0 | ||||
| 82 | PyMS | Yes | Free | Desktop | Yes | No | No | 3.0 |
| 83 | partycls | Yes | Free | Desktop | Yes | 3.0 | ||
| 84 | OApackage (Orthogonal Array Package) | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 85 | PyUnfold | Yes | Free | Desktop | Yes | No | Yes | 3.0 |
| 86 | policytree | Yes | Free | Desktop | Yes | 3.0 | ||
| 87 | FitBenchmarking | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 88 | Stan Playground | Yes | Free | Cloud | No | Yes | 3.0 | |
| 89 | philentropy | Yes | Free | Desktop | Yes | 3.0 | ||
| 90 | pycvi | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 91 | sjmisc | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 92 | logKDE | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 93 | R-fitODBOD | Yes | Free | Yes | 3.0 | |||
| 94 | geopolrisk-py | Yes | Free | Desktop | No | No | Yes | 3.0 |
| 95 | BayesO | Yes | Free | Yes | 3.0 | |||
| 96 | ClusterValidityIndices.jl | Yes | Free | Desktop | Yes | 3.0 | ||
| 97 | concstats | Yes | Free | Desktop | Yes | 3.0 | ||
| 98 | PySPOD | Yes | Free | Desktop | Yes | 3.0 | ||
| 99 | stats19 | Yes | Free | Desktop | Yes | 3.0 | ||
| 100 | workloopR | Yes | Free | Desktop | Yes | 3.0 |
Reviewed by iTechGuides Editors · Editorial team · Updated Nov 2026
Last updated · How we research and update