Statistics Calculators

Adjusted R-Squared Calculator

Calculate adjusted R-squared from R-squared, sample size, and predictor count to compare regression models fairly, penalizing unnecessary added predictors.

ANOVA Calculator

Calculate the F-statistic and p-value for a one-way ANOVA across multiple groups, illustrated with a worked three-group teaching-method comparison example.

Bayes Theorem Calculator

Apply Bayes' theorem to update a prior probability into a posterior probability using the likelihood of observed evidence under two competing hypotheses.

Binomial Distribution Calculator

Calculate exact, at-least, and at-most probabilities for the binomial distribution, illustrated with a worked quality-control defect-rate inspection example.

Chi-Square Calculator

Calculate the chi-square statistic and p-value for goodness-of-fit or 2x2 independence tests, with a critical-value reference table by degrees of freedom.

Coefficient of Variation Calculator

Calculate the coefficient of variation to compare relative spread across data sets measured on entirely different scales, with a worked side-by-side example.

Coin Flip Calculator

Calculate the exact binomial probability of a given number of heads across any number of coin flips, fair or biased, with the full ten-flip distribution table.

Confidence Interval Calculator

Calculate a confidence interval for a population mean or proportion using the t- or normal distribution, with two fully worked numeric examples included.

Confidence Level Calculator

Convert a Z-score into its corresponding two-tailed confidence level on the standard normal distribution using the normal cumulative distribution function.

Correlation Calculator

Calculate the Pearson correlation coefficient between two variables, with strength interpretation thresholds and a fully worked numeric example and result.

Critical Value Calculator

Find z, t, chi-square, or F critical values for any alpha level and degrees of freedom, using numerical inversion of each distribution's CDF function.

Cronbach's Alpha Calculator

Calculate Cronbach's alpha from a matrix of item responses to measure the internal consistency and reliability of a multi-item survey or test scale used.

Dice Roll Calculator

Calculate the exact probability of rolling any target sum with any number of dice and sides, including the complete two-dice sum probability distribution table.

Effect Size Calculator

Calculate Cohen's d from two sample means, standard deviations, and sample sizes, with an automatic magnitude rating from negligible up through large effect.

Exponential Distribution Calculator

Calculate probability density, cumulative, and survival probabilities for the exponential distribution, with a worked equipment-lifetime reliability example.

F-Test Calculator

Calculate the F-statistic and two-tailed p-value for comparing two sample variances, illustrated with a worked production-line consistency comparison example.

Interquartile Range Calculator

Calculate the interquartile range of a data set using the exclusive median method, with a worked quartile example and the standard 1.5x outlier-detection rule.

Kendall Tau Calculator

Calculate Kendall's tau-b correlation from concordant and discordant pair counts, a rank correlation measure that stays robust to ties and outliers in data.

Kruskal-Wallis Calculator

Run a Kruskal-Wallis H test across three or more independent groups to compare distributions without assuming normality or equal group variance in the data.

Linear Regression Calculator

Fit a least-squares regression line to paired x and y data, returning the slope, intercept, R-squared value, and a prediction for any new x value entered.

Logistic Regression Calculator

Fit a logistic regression model to binary outcome data and predict the probability of a positive outcome at any given input value along the fitted curve.

Mann-Whitney U Test Calculator

Run a Mann-Whitney U test on two independent samples to compare distributions without assuming normality, returning the U statistic, z-score, and p-value.

Margin of Error Calculator

Calculate the margin of error for a sample mean from the standard deviation, sample size, and confidence level using the standard z-based margin formula.

McNemar Calculator

Run McNemar's test on paired binary outcomes using discordant pair counts b and c, with automatic continuity correction applied for small sample sizes.

Mean Calculator

Calculate the arithmetic mean of any data set and see how outliers can pull the average away from the typical value, illustrated with a worked salary example.

Median Absolute Deviation Calculator

Calculate the median absolute deviation, an outlier-resistant spread measure, with a worked comparison showing how it holds up against standard deviation.

Median Calculator

Find the middle value of a data set with a calculator that resists outliers, plus a worked example comparing the median directly against the arithmetic mean.

Odds Ratio Calculator

Calculate the odds ratio and confidence interval for a 2x2 exposure-outcome table, illustrated with a worked case-control epidemiology study example and result.

P-Value Calculator

Find the p-value from a z-score, t-score, chi-square statistic, or F-statistic, with one-tailed and two-tailed options for standard hypothesis testing.

Paired T-Test Calculator

Run a paired t-test on before and after measurements from the same subjects to test whether the average difference is significantly different from zero.

Pearson Correlation Calculator

Calculate Pearson's correlation coefficient r between two numeric variables, with significance testing and a strength-of-relationship interpretation included.

Poisson Distribution Calculator

Calculate exact, at-least, and at-most probabilities for the Poisson distribution, illustrated with a worked call-center hourly arrival-rate example and table.

Power Calculator

Estimate the statistical power of a two-sample test from effect size, sample size per group, and significance level using the z-test approximation formula.

Probability Calculator

Calculate basic, complement, and/or, and conditional probabilities with the exact formula for each of six scenarios, plus reference probability benchmarks

Probability of Success Calculator

Calculate binomial probabilities for exactly, at least, at most, or between k successes across n independent trials with a fixed success probability value.

R-Squared Calculator

Calculate R-squared from a correlation coefficient or from actual versus predicted data to see how much variance a regression model actually explains.

Range Calculator

Calculate the range between the maximum and minimum values in a data set, with guidance on when a more robust spread measure like IQR is worth using instead.

Regression Calculator

Calculate the least-squares linear regression equation, R-squared, and predicted values from paired X and Y data, with a fully worked example included.

Relative Risk Calculator

Compute relative risk and its confidence interval from a 2x2 exposure table, using the log-scale formula standard in cohort studies and clinical trials data.

Relative Standard Deviation Calculator

Calculate relative standard deviation (RSD) as a percentage of the mean from a list of values, a scale-independent measure of dataset spread and variability.

Sample Size Calculator

Determine the survey sample size needed for a target confidence level and margin of error using Cochran's formula, with a reference table of common settings.

Sample Size for Mean Calculator

Determine the minimum sample size needed to estimate a population mean within a target margin of error, given the population's standard deviation value.

Sample Size for Proportion Calculator

Determine the minimum sample size to estimate a population proportion within a target margin of error at 90 percent, 95 percent, or 99 percent confidence level.

Spearman Rank Correlation Calculator

Calculate Spearman's rank correlation coefficient rho between two variables to detect monotonic relationships that aren't strictly linear in shape or form.

Standard Deviation Calculator

Calculate sample or population standard deviation with both formulas explained side by side, plus an empirical-rule reference table for normal distributions.

Standard Error Calculator

Calculate the standard error of a sample mean from raw data or from a known standard deviation and sample size, with a sample-size shrinkage reference table.

Standard Normal Distribution Calculator

Calculate cumulative, density, interval, and inverse probabilities for the standard normal distribution, with a reference table of z-values and percentiles

T-Test Calculator

Calculate the t-statistic and p-value for one-sample, two-sample, or paired t-tests, with a worked height example and a critical t-value reference table.

Uniform Distribution Calculator

Calculate probabilities for continuous or discrete uniform distributions, with worked mean, variance, and probability examples covering both distribution types.

Variance Calculator

Calculate sample or population variance with both formulas shown side by side and a worked example comparing the two results on the exact same data set.

Welch's T-Test Calculator

Run Welch's t-test on two independent samples without assuming equal variances, using the Welch-Satterthwaite degrees of freedom adjustment formula each time.

Wilcoxon Signed-Rank Calculator

Run a Wilcoxon signed-rank test on paired before and after measurements to detect a shift when the differences aren't normally distributed across pairs.

Z-Score Calculator

Convert any raw value into a standardized z-score using the mean and standard deviation, with a cumulative-probability percentile reference table included.

Z-Test Calculator

Run a one-sample or two-sample z-test using known population standard deviations, with one-tailed and two-tailed p-value options included in the result.

The Math Behind "Statistically Significant"

Statistics gives research and data analysis a shared, rigorous language — but that language is also one of the most commonly misquoted parts of science reporting. These calculators cover the distribution, hypothesis testing, and descriptive statistics math behind that language.

A widely misunderstood number: a p-value below 0.05 does not mean "there is a 95% chance the hypothesis is true," despite how often it gets described that way. A p-value actually measures how likely the observed data (or something more extreme) would be if the null hypothesis were true — a subtly different, more limited claim than "the theory is probably correct." The P-Value Calculator and Confidence Interval Calculator are built around this precise, narrower definition, not the popular shorthand version.

Popular Statistics Calculators

  • Standard Deviation Calculator — measures how spread out a dataset's values are from the mean.
  • Linear Regression Calculator — fits a best-fit line through a dataset and reports the equation and fit quality.
  • Sample Size Calculator — calculates the sample size needed to detect an effect at a target confidence level.

Related: Data Science Calculators, Math Calculators.