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
$350/molowest paid tier
5 Oct 2026last checked
Input list Statistical Analysis Software 25 channels on this page · 137 of 200 spec lines stated by the makers
Ch Tool Free planPaid fromDeploymentStatistical testsRegression modelsScripting supportBayesian analysisData import formats Spec sheet Score
51 TableCurve 2D Free plannot statedPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsYesScripting supportYesBayesian analysisnot statedData import formatsASCII, Excel, Lotus, Quattro, SigmaPlot, DIF, SPSS, Systat, and dBase 4/8spec lines stated 6.3
52 XLfit Free planNoPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsYesScripting supportnot statedBayesian analysisnot statedData import formatsMicrosoft Excel spreadsheets 5/8spec lines stated 6.3
53 SciDAVis Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsYesScripting supportYesBayesian analysisnot statedData import formatsASCII; SciDAVis .sciprj; QtiPlot .qti; Origin .opj, .ogm, .ogw, .ogg 5/8spec lines stated 6.3
54 anesthetic Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsPolyChord, MultiNest, UltraNest, Nested fit, CosmoMC, Cobaya, GetDist-compatible chains, anesthetic CSV files 5/8spec lines stated 6.3
55 Hypothesize Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsNoScripting supportYesBayesian analysisnot statedData import formatsPandas DataFrames or Series; CSV via Pandas 6/8spec lines stated 6.3
56 pyabc Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsnot stated 4/8spec lines stated 6.2
57 Chi Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsSBML 5/8spec lines stated 6.2
58 KonFound-It! Free planYesPaid fromnot statedDeploymentbothStatistical testsYesRegression modelsYesScripting supportYesBayesian analysisnot statedData import formatsnot stated 5/8spec lines stated 6.2
59 BayesFlow Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisYesData import formatsnot stated 6/8spec lines stated 6.2
60 BCEA Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisYesData import formatsR data objects and simulation outputs from Bayesian models (including JAGS/BUGS/Stan workflows) 7/8spec lines stated 6.2
61 autorank Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsNoScripting supportYesBayesian analysisYesData import formatspandas DataFrame 7/8spec lines stated 6.2
62 Fitspy Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisnot statedData import formats.txt; .dm3; .dm4; .emd; .hspy; .nxs; .h5; .h4; .hdf; NXCanSAS 4/8spec lines stated 6.1
63 RxInfer.jl Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsnot stated 4/8spec lines stated 6.1
64 rsimsum Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsNoScripting supportYesBayesian analysisnot statedData import formatsnot stated 5/8spec lines stated 6.1
65 4DModeller Free planYesPaid fromnot statedDeploymentbothStatistical testsnot statedRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsTabular datasets with spatial coordinates, time indices, and values; specific file formats are not stated. 5/8spec lines stated 6.1
66 gratia Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsYesScripting supportYesBayesian analysisYesData import formatsnot stated 6/8spec lines stated 6.1
67 BridgeStan Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisYesData import formatsJSON 7/8spec lines stated 6.1
68 Phitter Free planYesPaid fromnot statedDeploymentbothStatistical testsYesRegression modelsNoScripting supportYesBayesian analysisNoData import formatsTXT, CSV, XLSX, public URL 7/8spec lines stated 6.1
69 Copulas.jl Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsnot statedScripting supportYesBayesian analysisYesData import formatsnot stated 5/8spec lines stated 6.0
70 TorchMetrics Free planYesPaid fromnot statedDeploymentnot statedStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisNoData import formatsnot stated 5/8spec lines stated 6.0
71 IDCeMPy Free planYesPaid fromnot statedDeploymentdesktopStatistical testsYesRegression modelsYesScripting supportYesBayesian analysisnot statedData import formatsCSV, Stata (.dta), pandas DataFrame 6/8spec lines stated 6.0
72 hal9001 Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsYesScripting supportYesBayesian analysisnot statedData import formatsR matrix, numeric vector, or formula interface 5/8spec lines stated 5.9
73 stemflow Free planYesPaid fromnot statedDeploymentdesktopStatistical testsnot statedRegression modelsYesScripting supportYesBayesian analysisnot statedData import formatspandas DataFrame; DuckDB (.duckdb); Parquet (.parquet) 5/8spec lines stated 5.9
74 FuzzyClass Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisYesData import formatsR data frames and datasets available in R 7/8spec lines stated 5.9
75 eofs Free planYesPaid fromnot statedDeploymentdesktopStatistical testsNoRegression modelsNoScripting supportYesBayesian analysisNoData import formatsNetCDF via Iris example; NumPy arrays; xarray objects 7/8spec lines stated 5.9
Compare all 25 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Deployment | Statistical tests |
|---|---|---|---|---|---|---|---|---|
| 51 | TableCurve 2D | 6.3 | No | — | — | — | desktop | — |
| 52 | XLfit | 6.3 | No | $350/mo | No | — | desktop | Yes |
| 53 | SciDAVis | 6.3 | No | — | Yes | — | desktop | — |
| 54 | anesthetic | 6.3 | No | — | Yes | — | desktop | — |
| 55 | Hypothesize | 6.3 | No | — | Yes | — | desktop | Yes |
| 56 | pyabc | 6.2 | No | — | Yes | — | desktop | — |
| 57 | Chi | 6.2 | No | — | Yes | — | desktop | — |
| 58 | KonFound-It! | 6.2 | No | — | Yes | — | both | Yes |
| 59 | BayesFlow | 6.2 | No | — | Yes | — | desktop | No |
| 60 | BCEA | 6.2 | No | — | Yes | — | desktop | No |
| 61 | autorank | 6.2 | No | — | Yes | — | desktop | Yes |
| 62 | Fitspy | 6.1 | No | — | Yes | — | desktop | — |
| 63 | RxInfer.jl | 6.1 | No | — | Yes | — | desktop | — |
| 64 | rsimsum | 6.1 | No | — | Yes | — | desktop | Yes |
| 65 | 4DModeller | 6.1 | No | — | Yes | — | both | — |
| 66 | gratia | 6.1 | No | — | Yes | — | desktop | Yes |
| 67 | BridgeStan | 6.1 | No | — | Yes | — | desktop | No |
| 68 | Phitter | 6.1 | No | — | Yes | — | both | Yes |
| 69 | Copulas.jl | 6.0 | No | — | Yes | — | desktop | Yes |
| 70 | TorchMetrics | 6.0 | No | — | Yes | — | — | No |
| 71 | IDCeMPy | 6.0 | No | — | Yes | — | desktop | Yes |
| 72 | hal9001 | 5.9 | No | — | Yes | — | desktop | — |
| 73 | stemflow | 5.9 | No | — | Yes | — | desktop | — |
| 74 | FuzzyClass | 5.9 | No | — | Yes | — | desktop | No |
| 75 | eofs | 5.9 | No | — | Yes | — | desktop | No |
More in Analytics & Data
All analytics & data listsWeb analytics tools 141Business Intelligence Tools 92Database Software 74GIS Software 63Heatmap and session replay tools 63Customer Data Platforms 54A/B Testing Tools 50Marketing Analytics Software 49Ecommerce Analytics Software 43Product Analytics Tools 42Interactive Map Software 41Conversion Rate Optimization Software 40