Our Mission

Statistical analysis should not require expensive software or a PhD. Stat-Tools was built to give students, researchers, healthcare workers, business analysts, and curious minds instant access to professional-grade statistical calculators — completely free, no sign-up required.

Every calculation runs on a Python/SciPy backend — the same numerical library trusted by scientists worldwide — so you get the same accuracy as SPSS, R, or Stata, directly in your browser.

Available Tools

📊 Descriptive Statistics

Mean, median, mode, standard deviation, variance, IQR, skewness, kurtosis, and more from raw data.

🧪 T-Test Calculator

One-sample, two-sample independent, and paired t-tests with p-value and plain-English conclusions.

📏 Confidence Interval

CI for a population mean (t-distribution) or proportion (z-distribution).

🎯 Sample Size Calculator

Required sample size for estimating a mean or proportion at a given confidence and margin of error.

🔔 Normal Distribution

PDF, CDF, z-scores, and tail probabilities for any normal distribution.

🔗 Correlation Calculator

Pearson and Spearman correlation coefficients with p-value, 95% CI, and scatter plot.

📈 Linear Regression

Slope, intercept, R², residuals, and regression line chart.

χ² Chi-Square Test

Goodness of fit and independence tests with Cramér's V effect size.

📐 One-Way ANOVA

F-statistic and p-value for comparing means across three or more groups.

Why Create a Free Account?

  • Save your calculation results and revisit them anytime from any device.
  • Keep a history of all your analyses — useful for writing up results or double-checking work.
  • Up to 50 saved calculations on the free plan.
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Accuracy & Methodology

All calculations are performed server-side using Python 3.12 with SciPy 1.18 and NumPy 2.5 — the standard scientific computing libraries used by researchers, data scientists, and engineers worldwide.

Results should match those produced by R, SPSS, Excel (Analysis ToolPak), and other standard statistical software. If you find a discrepancy, please contact us.

Contact

Questions, bug reports, or feature requests? Email us at plescadenis86@gmail.com.

Stat-Tools is not a substitute for professional statistical consulting. Results should be interpreted by someone with appropriate statistical knowledge for critical research or business decisions.