Best Statistical Analysis Software in 2026

Updated 4 October 2026

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

0 of the 25 here have a free tier you can use, 0 have open-source code on record, and 0 have full bars: free, open, on most of your devices and documented.

#	App	Signal	Free tier	Open code	Devices	From	Score
76	partitionNo platforms listed	No signal	—	—	0 of 6	—	5.3
77	gwpopulationNo platforms listed	No signal	—	—	0 of 6	—	5.3
78	FuzzyClassNo platforms listed	No signal	—	—	0 of 6	—	5.3
79	COINrNo platforms listed	No signal	—	—	0 of 6	—	5.3
80	eofsNo platforms listed	No signal	—	—	0 of 6	—	5.3
81	GPCERFNo platforms listed	No signal	—	—	0 of 6	—	5.2
82	forestciNo platforms listed	No signal	—	—	0 of 6	—	5.2
83	PyMSNo platforms listed	No signal	—	—	0 of 6	—	5.2
84	OApackage (Orthogonal Array Package)No platforms listed	No signal	—	—	0 of 6	—	5.2
85	partyclsNo platforms listed	No signal	—	—	0 of 6	—	5.1
86	PyUnfoldNo platforms listed	No signal	—	—	0 of 6	—	5.1
87	FitBenchmarkingNo platforms listed	No signal	—	—	0 of 6	—	5.1
88	Stan PlaygroundNo platforms listed	No signal	—	—	0 of 6	—	5.1
89	policytreeNo platforms listed	No signal	—	—	0 of 6	—	5.0
90	philentropyNo platforms listed	No signal	—	—	0 of 6	—	5.0
91	pycviNo platforms listed	No signal	—	—	0 of 6	—	5.0
92	sjmiscNo platforms listed	No signal	—	—	0 of 6	—	5.0
93	logKDENo platforms listed	No signal	—	—	0 of 6	—	5.0
94	geopolrisk-pyNo platforms listed	No signal	—	—	0 of 6	—	5.0
95	GrapherWindows	No signal	—	—	1 of 6	$12/mo	4.9
96	R-fitODBODNo platforms listed	No signal	—	—	0 of 6	—	4.9
97	BayesONo platforms listed	No signal	—	—	0 of 6	—	4.9
98	ClusterValidityIndices.jlNo platforms listed	No signal	—	—	0 of 6	—	4.9
99	concstatsNo platforms listed	No signal	—	—	0 of 6	—	4.9
100	Black-itLinux	One bar	—	—	1 of 6	—	4.9

Compare all 25 in a table

#	App	Score	Free plan	From	Free plan	Paid from	Deployment	Statistical tests
76	partition	5.3	No	—	Yes	—	desktop	Yes
77	gwpopulation	5.3	No	—	Yes	—	desktop	—
78	FuzzyClass	5.3	No	—	Yes	—	desktop	No
79	COINr	5.3	No	—	Yes	—	desktop	No
80	eofs	5.3	No	—	Yes	—	desktop	No
81	GPCERF	5.2	No	—	Yes	—	desktop	—
82	forestci	5.2	No	—	Yes	—	—	No
83	PyMS	5.2	No	—	Yes	—	desktop	Yes
84	OApackage (Orthogonal Array Package)	5.2	No	—	Yes	—	desktop	No
85	partycls	5.1	No	—	Yes	—	desktop	—
86	PyUnfold	5.1	No	—	Yes	—	desktop	Yes
87	FitBenchmarking	5.1	No	—	Yes	—	desktop	No
88	Stan Playground	5.1	No	—	Yes	—	cloud	No
89	policytree	5.0	No	—	Yes	—	desktop	—
90	philentropy	5.0	No	—	Yes	—	desktop	—
91	pycvi	5.0	No	—	Yes	—	desktop	No
92	sjmisc	5.0	No	—	Yes	—	desktop	No
93	logKDE	5.0	No	—	Yes	—	desktop	No
94	geopolrisk-py	5.0	No	—	Yes	—	desktop	No
95	Grapher	4.9	No	$12/mo	No	$55/user/mo	—	—
96	R-fitODBOD	4.9	No	—	Yes	—	—	—
97	BayesO	4.9	No	—	Yes	—	—	—
98	ClusterValidityIndices.jl	4.9	No	—	Yes	—	desktop	—
99	concstats	4.9	No	—	Yes	—	desktop	—
100	Black-it	4.9	No	—	—	—	—	—

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