JMP alternative · Native Mac & Windows

The JMP alternative — native desktop stats, without the enterprise price.

Stop paying $1,390 a seat every year — $8,820 for JMP Pro. Stratum is one-time from $119, so the budget conversation ends and the software stays yours. Everything you reach for day to day is in it, and every number it reports is checked against a named outside tool in a published validation record, so you can show your work rather than vouch for it. Free to try on your own data before you decide.

30+
Chart & analysis types
~5M
Rows, smoothly
Once
One payment, not annual
100%
Offline & native
A best-subsets regression table in Stratum ranking candidate models, with columns for k, R-squared, adjusted R-squared, Mallows' Cp, AIC, BIC and RMSE
Which predictors belong. Candidate models ranked on a stated criterion — Mallows’ Cp judged by how close it sits to p, not by how small it is.
A partial-dependence plot in Stratum showing the fitted effect of carat on predicted price with the other predictors averaged out, beside a panel giving the forest's tree count, features per split and out-of-bag error
What the ensemble learned. The fitted effect of one predictor with the others averaged out — steep to about two carats, where 96% of the stones sit. Out-of-bag R² 0.978, scored on all 53,940 rows without holding any back.
A fitted decision tree with split criteria and leaf statistics
Decision trees on real data. Classification and regression trees with split criteria and depth control — forests and boosting alongside.
Variable importance ranking from the decision tree
Which variables carried the tree. Importance ranked, so a model you can explain rather than only score.
A decision tree pruned with the Prune (CV) toggle
Pruned by cross-validation. One toggle to cut the tree back to the size the data supports, not the size it will happily grow to.

JMP vs Stratum

A subscription doesn't end. A one-time purchase does.

JMP

JMP lists at $1,390 per user per year in its own store, and JMP Pro at $8,820. The bill returns every year you keep using it, and the software stops when the license does.

Yr 1$1,390 Yr 2$1,390 Yr 3$1,390 Yr 4$1,390 Yr 5$1,390

Five years at list price: $6,950 — and no software left if you stop.

Stratum

Bought once. The version you buy keeps working forever, online or off, on Mac and Windows alike.

Yr 2— Yr 3— Yr 4— Yr 5—

$249 for Professional — once, and it's yours.

 JMPStratum
Pricing$1,390 per user / year; JMP Pro $8,820One-time, from $119
PlatformNative Mac & WindowsNative Mac & Windows
Core statisticsExtensivet-tests, one-way and factorial ANOVA with Type I/II/III SS, MANOVA, Kruskal-Wallis and Dunn, Pearson/Spearman/Kendall with FDR correction, chi-square, regression with full diagnostics and best-subsets selection
Numerical validationStatistical details documentedPublished validation record — the outside tool named for every statistic, plus all nine NIST StRD least-squares cases
ChartsInteractive, extensive30+ modern statistical charts, zoom on every continuous axis, publication-quality export
Linked selection (brushing)YesYes — one row selection across the datasheet and every chart, on the same click / ⌘-click / Shift-click / drag gestures, with aggregate marks shading to their selected share
Machine learningYesPCA with KMO and Bartlett’s, k-means and hierarchical clustering, cross-validated trees, random forests with out-of-bag error, boosted trees with early stopping, partial-dependence plots (Professional)
Model validationYesSeeded training / validation / test splits, optionally stratified, with confusion matrices, test AUC and model comparison on one partition
Quality & SPCYesNine control charts, all eight Nelson rules, Phase I/II staging, capability with Cpm, Z-bench and confidence intervals (Professional)
Data inMany formatsCSV and delimited text, Excel, fixed-width ASCII, SPSS .sav, Stata .dta — to ~5 million rows
Where your JMP analyses live in Stratum — menu path by menu path
JMP · Analyze ▸ Distribution

Summary — mean, SD, quartiles, skewness and kurtosis for every column at once, with histograms and box plots alongside.

JMP · Analyze ▸ Fit Y by X (Oneway)

One-Way ANOVA — SS, df, MS, F and p, with Tukey HSD post-hoc comparisons, Levene's test and confidence intervals.

JMP · Analyze ▸ Fit Y by X (Bivariate)

Scatter — OLS and LOESS fits with confidence bands, and the correlation reported on the legend.

JMP · Analyze ▸ Fit Y by X (Contingency)

Contingency Table — chi-square, expected counts, row / column percentages and a mosaic plot.

JMP · Analyze ▸ Fit Model

Linear Regression — coefficients with CIs, VIF, leverage, Cook's D, best-subsets, R², AIC and BIC — plus Two-Way ANOVA with interaction terms.

JMP · Analyze ▸ Multivariate Methods ▸ Multivariate

Correlation — Pearson, Spearman and Kendall matrices with confidence intervals, p-values and multiple-comparison correction.

JMP · Analyze ▸ Multivariate Methods ▸ Principal Components

Principal Components — loadings and variance explained, with a scree plot and biplot.

JMP · Analyze ▸ Clustering ▸ K Means Cluster

Clustering — K-means and hierarchical, with dendrograms.

JMP · Analyze ▸ Predictive Modeling ▸ Partition

Decision Tree, Random Forest, Boosted Trees — all three in Professional, with feature importance, ROC and prediction columns — where JMP keeps the forest and boosted variants in JMP Pro.

JMP · Analyze ▸ Quality and Process ▸ Control Chart Builder

Control Charts — I-MR, X̄, p, c, CUSUM and EWMA with control limits and all eight Nelson rules.

JMP · Graph ▸ Graph Builder

30+ chart types — histogram, box, violin, density, ECDF, Q-Q, scatter with OLS/LOESS, treemap, mosaic, Pareto and more.

Point-and-click throughout — no JSL to learn, and nothing to re-run when you change a filter.

What you get

Stratum brings descriptive statistics, full inferential testing (t-tests, ANOVA, correlation, contingency, regression with diagnostics), 30+ publication-quality charts, and machine learning (PCA, clustering, decision trees, random forests, boosted trees) into one fast native app — on up to ~5 million rows. Import your .csv or .xlsx directly and try it on your own data before you buy.

Frequently asked questions

Is there a more affordable alternative to JMP?

Yes — Stratum is a native desktop statistics app at a one-time price, covering core analyses plus 30+ charts and built-in machine learning.

Does it run natively on Mac?

Yes — a native macOS app (macOS 14 or later) and a native Windows app (Windows 10/11, 64-bit).