◆ yatawara.com / kernelstats
KernelStats is a free, open-source statistical analysis platform built to replace expensive desktop software. It runs entirely in your browser — no install, no license, no waiting on IT. Built because powerful analysis should be accessible to students, budget-constrained researchers, and small organizations.
A complete analysis workflow — from cleaning a messy spreadsheet to a publication-ready report — grouped into three stages.
$ kernelstats --stage data-quality
15 automated diagnostics scan every column the moment your data lands — then fix issues with one click (and undo).
Bring data in from the formats you already use — no conversion, no fuss.
$ kernelstats --stage analysis
20+ tests plus a guided Test Finder wizard that recommends the right test for your question and data.
10 families: linear, logistic, probit, multinomial, ordinal, Poisson, negative binomial, zero-inflated, hurdle, and bias-reduced.
Auto ARIMA, GARCH(1,1), GJR-GARCH, and EGARCH — with news-impact curves and forecasting.
Kaplan-Meier curves, Cox proportional hazards, hazard forests, and Schoenfeld residual checks.
7 algorithms with auto classify/regress, model comparison, ROC curves, and variable importance.
Not sure where to start? Answer a few plain-language questions and KernelStats points you to the correct procedure.
$ kernelstats --stage output
Every analysis comes with a clear, plain-English interpretation — so you know what the numbers actually mean.
Export polished, shareable Word and HTML reports directly from your session.
One-click reports built for real work: SPC (Cp/Cpk), RFM, Pareto, heatmaps, and volcano plots.
The same core capabilities you'd pay thousands for each year — at no cost, in the browser.
| Capability | KernelStats | Minitab | JMP | SAS |
|---|---|---|---|---|
| Annual cost | Free | $1,700 | $1,785 | $8,700 |
| Open source | ✓ | ✕ | ✕ | ✕ |
| Runs in browser | ✓ | ✕ | ✕ | ✕ |
| Variable Doctor | ✓ | ✕ | ✕ | ✕ |
| Test Finder wizard | ✓ | ✕ | ✕ | ✕ |
| GARCH models | ✓ | ✕ | ✕ | ✓ |
| ML pipeline | ✓ | ✓ | ✓ | ✓ |
| Plain-English output | ✓ | ✕ | ✕ | ✕ |
// Listed prices are approximate annual licensing costs and are for comparison only.
KernelStats is built on the same open-source stack trusted by working statisticians — every procedure maps to a peer-reviewed R package, so results are reproducible and auditable.
The next chapter: an AI-powered layer that turns KernelStats from a tool you operate into a thinking partner. Pro reads your data, runs the right analysis, and explains the result in language anyone on your team can understand.