Visibility in this ranking can be paid for. Payment gives a vendor more visibility, higher up on the review pages; it never adds a vendor, and it never changes a word of the review. The largest vendors in statistical software
cannot hold places 1 to 3. Places 1 to 3 go to challengers, vendors outside the best-known brands in a category,
wherever the category has them; the established names follow from place 4 in their ranked order. How it works: placement disclosure ·
editorial process.
The 13 tools, reviewed
#1 JASP
Free open-source statistics with Bayesian options · Netherlands · jasp-stats.org
Free Bayesian Open source
JASP is the product we would hand to a new master's student. Its own site says it offers standard analysis procedures in both classical and Bayesian form, and it is supported by the University of Amsterdam's Department of Psychological Methods. Results sit in a single output pane that updates when an option changes, which makes it quick to learn from a textbook.
- Pricing: Free. Free; the site describes JASP as an open-source project supported by the University of Amsterdam. Free plan: open source.
- Best for: Students and researchers needing free software
- Strengths: Classical and Bayesian analyses; Spreadsheet-style data window; Results update as options change.
Where it falls short
There is no paid support tier on the page we read, so help comes from a community forum and documentation.
Wrong for
Quality departments needing validated software with a support agreement, and economists who need panel and time-series commands; look at Minitab, Stata or R instead.
Visit JASP →
#2 jamovi
Free spreadsheet statistics powered by R · Australia · jamovi.org
Free desktop R syntax Cloud option
jamovi looks like a spreadsheet and runs on R, which is why departments that teach SPSS moves tend to land on it. The site states that desktop is always free, that every analysis shows its R syntax, and that data, analyses and results save into one shareable file.
- Pricing: Open source + paid tiers. Desktop app is free and open source; the cloud version has a free Guest plan, and its other plan terms were not read. Free plan: free plan.
- Best for: Teaching groups moving off SPSS
- Strengths: Spreadsheet-style interface; R syntax shown for each analysis; Library of 70+ modules.
Where it falls short
Module quality varies because third parties write them, and the project says plainly that team members' views are not project endorsements.
Wrong for
Teams requiring a vendor service contract or validated releases for regulated submissions; Minitab, JMP or SAS fit that need better.
Visit jamovi →
#3 numiqo
Browser-based statistics calculator with local processing · Austria · numiqo.com
Browser-based Low price No install
numiqo is built for the person who needs a t-test, a regression and a chart today and has no administrator rights on the machine. Its site states that processing is local in the browser with no server storage, which answers the first data-protection question before it is asked.
- Pricing: Per user licence period. Licence of EUR 22.50 for one month, EUR 34.50 for three months, EUR 69.50 for a year or EUR 119.50 for three years. Free plan: free trial.
- Best for: Occasional users wanting no installation
- Strengths: Runs in the browser; Local in-browser processing; Hypothesis tests and regression.
Where it falls short
Studio, the project workspace that saves analyses and templates, is labelled as a test phase on the site, so persistence features are still maturing.
Wrong for
Statisticians who need scripting, custom models or enterprise licensing for a whole department; R, Stata or SAS fit those jobs better.
Visit numiqo →
#4 NCSS
Desktop statistics suite with PhD-staffed support · United States · ncss.com
Desktop suite Phone support Sample size
NCSS suits the researcher who wants one installed program and a person to call. Its site promises full phone and email support from a team of PhD statisticians, integrated documentation for each procedure and free training videos. Import support is broad: the page lists files from SPSS, Stata, SAS, JMP, Minitab, MATLAB, R and Statistica.
- Pricing: Per license. Price lists for academic, commercial and government buyers are published as PDFs dated January 2026. Free plan: free trial.
- Best for: Researchers wanting support with their license
- Strengths: Hundreds of statistical procedures; 80+ plot types; Imports SPSS, Stata, SAS and Excel files.
Where it falls short
Pricing sits in PDF price lists rather than on a page that shows amounts. The interface follows older Windows conventions, and a Mac user is directed to a separate support page for running it.
Wrong for
Teams that live in code or need a browser product, and buyers outside North America wanting purchase-order billing.
Visit NCSS →
#5 Statgraphics
Statistics for quality and process improvement · United States · statgraphics.com
Six Sigma Quality Desktop
Statgraphics Centurion 19 is the older, specialist alternative to Minitab. The company's pages stress readable output that explains the significance of each table, and its product family runs from the full Centurion desktop product to Sigma Express and a Stratus edition, with Web Services for putting analyses inside other applications.
- Pricing: Per license. Sold through an online store; amounts were not read on the pages we fetched, so the price is not stated here. Free plan: none.
- Best for: Process engineers and Six Sigma practitioners
- Strengths: Centurion desktop edition; Sigma Express add-on; Stratus edition.
Where it falls short
A free trial was not mentioned on the pages we read. Pricing is hidden behind the store, so comparison needs a visit and a cart.
Wrong for
Academic buyers wanting a free tool and teams with no quality-engineering focus; jamovi, JASP or R cost less to adopt.
Visit Statgraphics →
#6 XLSTAT
Statistics add-in that runs inside Microsoft Excel · United States · xlstat.com
Excel add-in Three editions Free trial
XLSTAT keeps people in the workbook they already trust. It adds its own tab to the Excel ribbon on Windows and Mac, and the vendor describes the editions plainly: Essentials for core tools, Standard adding machine learning and sensory analysis, Advanced adding an AI Assistant and R integration.
- Pricing: Per user / year. Three editions (Essentials, Standard, Advanced) sold by yearly subscription; the page we read listed no base prices, only discounts. Free plan: free trial.
- Best for: Analysts who live in Excel workbooks
- Strengths: Runs inside Excel on Windows and Mac; Essentials, Standard and Advanced editions; Machine learning (Standard).
Where it falls short
It needs Microsoft Excel, so the cost of Excel and its version quirks come with the product. Excel's row limits and recalculation behavior constrain big datasets.
Wrong for
Teams standardized on Linux, Google Sheets or no Microsoft licences, and anyone processing millions of rows; consider JASP, R or Stata.
Visit XLSTAT →
#7 Minitab
Statistics and quality tools for engineers and analysts · United States · minitab.com
Quality Published prices Desktop and online
Minitab is the tool quality departments tend to standardize on, and its pricing page is among the clearest in the category. Three Solution Center plans are priced per named user per year, each including both online and desktop access to the statistical software plus DOE by Effex, with Workspace in Core and Copilot and Predictive Analytics in Analytics and Copilot.
- Pricing: Per user / year. Annual single named-user plans of USD 2,394 (Core), USD 2,593.50 (Analytics) and USD 2,793 (Copilot). Free plan: free trial.
- Best for: Quality engineers and Six Sigma teams
- Strengths: Desktop and online access; Minitab DOE by Effex; Minitab Workspace.
Where it falls short
At roughly USD 2,400 or more per user per year it is the most expensive published option here for a small team. Add-ons require Core and stack on top.
Wrong for
Students, research groups and small teams on a tight budget, and anyone wanting scripting-first workflows; JASP, jamovi or R are the economic alternatives.
Visit Minitab →
#8 JMP
Visual statistical discovery for scientists and engineers · United States · jmp.com
Visual analysis Free student edition SAS subsidiary
JMP is built around dragging a chart open and asking what the pattern means, a style that suits engineers, process scientists and lab teams. The family has four members listed on its pages: JMP, JMP Pro for predictive modeling and machine learning, JMP Live for sharing analyses to a central hub, and JMP Clinical for safety and efficacy review.
- Pricing: Quote only. JMP, JMP Pro and JMP Clinical are sold by request or quote on the buy page we read. Free plan: none.
- Best for: Engineers and scientists exploring data visually
- Strengths: Interactive visual exploration; JMP Pro predictive modeling; JMP Live sharing hub.
Where it falls short
Commercial prices were not visible on the buy page we read, only request-a-quote buttons. JMP is a wholly owned subsidiary of SAS, so licensing and roadmap follow a larger corporate parent.
Wrong for
Buyers needing a published price before talking to sales, and those who want an open scripting language; look at Minitab, Stata or R.
Visit JMP →
#9 GraphPad Prism
Statistics and graphing for laboratory research · United States · graphpad.com
Lab science Curve fitting Graphing
Prism is aimed at the bench scientist who wants to enter data, run a suitable test and produce a publication graph in one program. The product page lists ANOVA, power and sample size, survival analysis, non-linear regression, machine learning and flow cytometry among its common uses, with integrations to OMIQ, FCS Express and LabArchives.
- Pricing: Per user / year. Pricing page and cart exist; plan amounts were not read, and academic and commercial pricing differ. Free plan: free trial.
- Best for: Bench scientists fitting curves and comparing groups
- Strengths: ANOVA and group comparisons; Non-linear regression; Survival analysis.
Where it falls short
It is a specialist tool, so survey analysis, econometrics and big-data work lie outside it. The company now belongs to Dotmatics, whose own news page announces a Siemens acquisition, so ownership is changing.
Wrong for
Social scientists, economists and quality engineers; SPSS-style tools, Stata or Minitab fit those jobs, and open-source groups may prefer R.
Visit GraphPad Prism →
#10 Stata
Scriptable statistics with a strong research community · United States · stata.com
Command-driven Annual license Research community
Stata is the package researchers learn once and keep. Its store sells BE, SE and MP editions, single-user and network licenses, and annual licences with discounts for multi-year terms. The ecosystem is the real draw: Statalist for questions, the Stata Journal and Stata Press for methods, and Stata 19 as the current release.
- Pricing: Per user / year. Store shows Stata/MP4 annual licence at USD 995 for business single-user download. Free plan: none.
- Best for: Researchers who want scripts and citations
- Strengths: Stata/BE, SE and MP editions; Command and do-file scripting; Network licenses.
Where it falls short
No free tier or trial was mentioned on the pages we read, and amounts beyond the MP4 annual licence were hidden behind selectors.
Wrong for
Teaching groups wanting free menu-driven software and teams that never write code; jamovi, JASP or Minitab are easier.
Visit Stata →
#11 R and RStudio (Posit)
R language tooling with commercial servers and support · United States · posit.co
Scripting Open source Commercial servers
R is the choice when the analysis must be exact, custom and repeatable. Posit, formerly RStudio, PBC, supplies the editor most people use, offers Positron as a newer editor, and sells Workbench and Cloud for teams that want central management. The Posit site also lists an assistant subscription for use inside RStudio and Positron.
- Pricing: Open source + paid tiers. RStudio is offered as a download; Posit Workbench, Posit Cloud and other products are sold commercially and the amounts were not read. Free plan: open source.
- Best for: Code-literate teams wanting full flexibility
- Strengths: RStudio editor; Positron data science editor; Posit Workbench.
Where it falls short
R has a steep entry for people without coding experience, and the base installation offers no menus. Choosing among packages for the same method takes judgement and time.
Wrong for
Students needing a result next week and managers who will not write scripts; jamovi, JASP or Minitab get to an answer without code.
Visit R and RStudio (Posit) →
#12 IBM SPSS Statistics
Subscription statistics software from IBM · United States · ibm.com
Incumbent Subscription Add-on modules
SPSS Statistics remains the default in many universities, survey firms and public agencies, which is the reason to keep a seat even when cheaper tools run most analyses.
- Pricing: Per user / subscription. Base subscription starts at USD 99 per authorized user; regression, advanced statistics, custom tables and forecasting add-ons start at USD 79 each. Free plan: free trial.
- Best for: Departments with SPSS syntax and legacy files
- Strengths: Base statistics subscription; Regression and advanced statistics add-ons; Custom tables.
Where it falls short
The base plan covers the basics, and common needs such as mixed models and custom tables sit in separately priced add-ons, so a realistic seat costs more than the headline.
Wrong for
Small teams without legacy SPSS files, and anyone needing free or open-source software; jamovi and JASP read similar data layouts at no cost.
Visit IBM SPSS Statistics →
#13 SAS/STAT
Enterprise statistical programming from SAS · United States · sas.com
Enterprise Regulated work Quote-based
SAS belongs on the list because regulators, banks and pharmaceutical sponsors still ask for it by name. SAS/STAT is the statistical procedure library, sold inside a larger platform built around SAS Viya, with a training catalog, certification and managed cloud services listed on its site.
- Pricing: Quote only. No price was visible on the pages we read. Free plan: none.
- Best for: Regulated industries and large analytics groups
- Strengths: SAS/STAT statistical procedures; SAS Viya platform; Programming-based workflow.
Where it falls short
Buying is a sales process: the pages we read published no price and steer toward trials and demos. The platform is far larger than a small research team needs, and licensing terms change by country and contract.
Wrong for
Students, small labs and freelancers who need an answer without procurement; JASP, jamovi, R or Stata fit them with less overhead.
Visit SAS/STAT →
Questions and answers
What is the best statistical software in 2026?
JASP ranks first of 13, best for students and researchers needing free software. jamovi is second (teaching groups moving off SPSS) and numiqo third (occasional users wanting no installation). Places 1 to 3 go to challengers, vendors outside the best-known brands, wherever the category has them.
Is JASP or jamovi a real replacement for SPSS?
For the common coursework and survey analyses (t-tests, ANOVA, regression, factor analysis, correlation) both cover the ground and open to a spreadsheet-style window similar to SPSS.
Can I use R instead of paying for a statistics package?
Yes, if someone on the team is willing to write code. R is free to use, and RStudio from Posit gives it an editor, project files and a console.
Which statistical software is best for students on a budget?
JASP and jamovi cost nothing and run on a laptop, which makes them the safe default for coursework. JMP offers a Student Edition that its page describes as free for students and educators at accredited institutions.
Do I need to buy SAS or Stata for a clinical or economics job?
Often the employer or the department decides, because scripts, data sets and reviewers all assume one tool. SAS is entrenched where regulators expect it, and Stata is common in economics and policy research.
How much does statistical software cost per year?
The range is wide. JASP and jamovi cost nothing. numiqo prints EUR 69.50 for a year.
Is browser-based statistics software safe for sensitive data?
It depends on where processing happens. numiqo states that analysis runs locally in the browser with no server storage, which means data does not leave the machine, while cloud products such as jamovi Cloud or Prism Cloud store projects with the vendor.
Can XLSTAT replace a full statistics package?
XLSTAT is an add-in that runs inside Microsoft Excel on Windows and Mac, so it fits people who live in spreadsheets and want tests, regression and multivariate methods without leaving the workbook.
Which tool is best for designed experiments and quality control?
Minitab and JMP are the usual choices for control charts, capability studies and designed experiments, and Statgraphics has a Six Sigma and quality orientation in its materials. Minitab's current plans include DOE by Effex in every tier.
What happens to my analyses if I stop paying for a subscription?
It varies by vendor. Several products are sold as annual licences, so projects remain on disk but the software stops opening them until renewal. Open-source tools keep working indefinitely and save results in files you control.
How do I compare statistical software with a business intelligence tool?
Business intelligence software answers recurring questions with dashboards over company data, while statistical software tests hypotheses and fits models on a dataset for one analysis. If you need monthly revenue charts for managers, look at BI products.
