Best Statistical Analysis Software in 2026
Updated
106 statistical analysis software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
106ranked
0free plans on this page
$12/molowest paid tier
4 Oct 2026last checked
Input list Statistical Analysis Software 25 channels on this page · 114 of 200 spec lines stated by the makers
Ch Tool Free planPaid fromDeploymentStatistical testsRegression modelsScripting supportBayesian analysisData import formats Spec sheet Score
76 IKPLS Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsYesScripting supportYesBayesian analysisnot statedData import formatsnot stated 4/8spec lines stated 5.8
77 partition Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsR data frames/tibbles 5/8spec lines stated 5.8
78 gwpopulation Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsnot stated 4/8spec lines stated 5.8
79 COINr Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisnot statedData import formatsnot stated 5/8spec lines stated 5.8
80 Grapher Free planNoPaid from$55/user/moDeploymentnot statedStatistical testsnot statedRegression modelsnot statedScripting supportnot statedBayesian analysisnot statedData import formatsnot stated 2/8spec lines stated 5.8
81 PyMS Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsNoScripting supportNoBayesian analysisNoData import formatsCSV 7/8spec lines stated 5.8
82 OApackage (Orthogonal Array Package) Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisNoData import formats.oa text and binary array files; gzip-compressed files supported 7/8spec lines stated 5.8
83 ExpFamilyPCA.jl Free planYesPaid fromnot statedDeploymentnot statedStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsJulia AbstractMatrix data 3/8spec lines stated 5.7
84 GPCERF Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsnot stated 4/8spec lines stated 5.7
85 forestci Free planYesPaid fromnot statedDeploymentnot statedStatistical testsNoRegression modelsYesScripting supportYesBayesian analysisNoData import formatsnot stated 5/8spec lines stated 5.7
86 PyUnfold Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsNoScripting supportYesBayesian analysisYesData import formatsnot stated 6/8spec lines stated 5.7
87 FitBenchmarking Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisnot statedData import formatsCUTEst, Native, Mantid, NIST, Horace, HOGBEN, BAL 6/8spec lines stated 5.7
88 partycls Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsXYZ, LAMMPS dump 4/8spec lines stated 5.6
89 Stan Playground Free planYesPaid fromnot statedDeploymentcloudStatistical testsNoRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsnot stated 5/8spec lines stated 5.6
90 pycvi Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisNoData import formatsnot stated 6/8spec lines stated 5.6
91 sjmisc Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisNoData import formatsnot stated 6/8spec lines stated 5.6
92 logKDE Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisNoData import formatsnot stated 6/8spec lines stated 5.6
93 geopolrisk-py Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisNoData import formatsExcel files for company trade data; bundled database includes mining production, trade, and governance data 7/8spec lines stated 5.6
94 Black-it Free plannot statedPaid fromnot statedDeploymentnot statedStatistical testsnot statedRegression modelsnot statedScripting supportnot statedBayesian analysisnot statedData import formatsnot stated 0/8spec lines stated 5.6
95 policytree Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsnot stated 3/8spec lines stated 5.5
96 philentropy Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsR matrix, data.frame 4/8spec lines stated 5.5
97 ClusterValidityIndices.jl Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsFloat matrices with integer cluster-label vectors 4/8spec lines stated 5.4
98 concstats Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsR numeric vectors and data frames 4/8spec lines stated 5.4
99 BayesO Free planYesPaid fromnot statedDeploymentnot statedStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsnot stated 3/8spec lines stated 5.3
100 PySPOD Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formatsNumPy arrays 4/8spec lines stated 5.3
Compare all 25 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Deployment | Statistical tests |
|---|---|---|---|---|---|---|---|---|
| 76 | IKPLS | 5.8 | No | — | Yes | — | desktop | — |
| 77 | partition | 5.8 | No | — | Yes | — | desktop | Yes |
| 78 | gwpopulation | 5.8 | No | — | Yes | — | desktop | — |
| 79 | COINr | 5.8 | No | — | Yes | — | desktop | No |
| 80 | Grapher | 5.8 | No | $12/mo | No | $55/user/mo | — | — |
| 81 | PyMS | 5.8 | No | — | Yes | — | desktop | Yes |
| 82 | OApackage (Orthogonal Array Package) | 5.8 | No | — | Yes | — | desktop | No |
| 83 | ExpFamilyPCA.jl | 5.7 | No | — | Yes | — | — | — |
| 84 | GPCERF | 5.7 | No | — | Yes | — | desktop | — |
| 85 | forestci | 5.7 | No | — | Yes | — | — | No |
| 86 | PyUnfold | 5.7 | No | — | Yes | — | desktop | Yes |
| 87 | FitBenchmarking | 5.7 | No | — | Yes | — | desktop | No |
| 88 | partycls | 5.6 | No | — | Yes | — | desktop | — |
| 89 | Stan Playground | 5.6 | No | — | Yes | — | cloud | No |
| 90 | pycvi | 5.6 | No | — | Yes | — | desktop | No |
| 91 | sjmisc | 5.6 | No | — | Yes | — | desktop | No |
| 92 | logKDE | 5.6 | No | — | Yes | — | desktop | No |
| 93 | geopolrisk-py | 5.6 | No | — | Yes | — | desktop | No |
| 94 | Black-it | 5.6 | No | — | — | — | — | — |
| 95 | policytree | 5.5 | No | — | Yes | — | desktop | — |
| 96 | philentropy | 5.5 | No | — | Yes | — | desktop | — |
| 97 | ClusterValidityIndices.jl | 5.4 | No | — | Yes | — | desktop | — |
| 98 | concstats | 5.4 | No | — | Yes | — | desktop | — |
| 99 | BayesO | 5.3 | No | — | Yes | — | — | — |
| 100 | PySPOD | 5.3 | No | — | Yes | — | desktop | — |
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