Statistics and probability calculators
Descriptive statistics, normal and other distributions, confidence intervals, hypothesis tests, regression, correlation, combinations and probability, with p-values and charts explained.
18 calculators · 116 checked examples
Find the right calculation
- Why quartile calculators give different answers
Compare R-7, R-6 and Tukey conventions on the same sample, including how the selected method changes an outlier boundary.
- Sample or population standard deviation?
Choose the divisor that matches whether you have the whole group or a sample, then inspect the worked calculation.
- Mean, median and mode for uneven data
Compare the average with the middle and most common values before using one number to describe the data.
Describing data
- Descriptive statistics calculator
Descriptive statistics calculator: mean, median, mode, standard deviation, variance, quartiles, IQR, outliers, skewness and kurtosis, with a histogram.
- Grade curve calculator
Grade curve calculator: rescale a class's scores to a target mean and standard deviation, or add flat points, with z-scores and percentile ranks.
Distributions
- Binomial & Poisson distribution calculator
Binomial distribution calculator: exact P(X = k), P(X ≤ k), tails and ranges for binomial, Poisson, geometric, negative binomial and hypergeometric.
- Normal distribution & z-score calculator
Normal distribution calculator: z-scores, the probability below, above or between values, and the value at any percentile (inverse normal).
- t, chi-square & F distribution calculator
t, chi-square and F distribution calculator: tail areas, p-values, densities and critical values, plus exponential and uniform distributions.
Inference
- Confidence interval calculator
Confidence interval calculator for a mean (t or z), a proportion (Wilson or Wald) or a difference of two means, with the margin of error and both bounds.
- Sample size and power calculator
Sample size calculator for surveys and studies: n for a margin of error on a proportion or mean, and the per-group n for a target power.
- t-test and z-test calculator
t-test calculator for one-sample, two-sample (Welch or pooled) and paired tests, plus z-tests for a mean or proportion: p-value, critical value, decision.
- Chi-square test calculator
Chi-square test calculator for goodness of fit and independence in a contingency table: χ², p-value, expected counts and Cramér's V.
- One-way ANOVA calculator
One-way ANOVA calculator: the F statistic, p-value, sums of squares, mean squares and η² for two or more groups, with the full ANOVA table.
Relationships
- Linear regression calculator (line of best fit)
Linear regression calculator: least-squares line of best fit with R², standard errors, p-values and predictions, plus polynomial and exponential fits.
- Correlation coefficient calculator (Pearson and Spearman)
Correlation coefficient calculator: Pearson's r or Spearman's rank correlation for paired data, with r², a t statistic and a two-sided p-value.
Probability
- Permutation and combination calculator (nPr, nCr)
Calculate nCr and nPr exactly: combinations and permutations with or without repetition, for poker hands, lottery odds and PIN codes.
- Probability calculator (events & Bayes' theorem)
Calculate P(A or B), P(A and B) and P(A | B) for two events, or apply Bayes' theorem to a test result, with a probability tree and Venn diagram.
- Dice, coin and card probability calculator
Exact probability of dice sums, coin-flip heads and streaks, drawing special cards from a deck and each 5-card poker hand, as a fraction and 1 in N.
- Expected value calculator
Calculate expected value E[X], variance and standard deviation for a bet, game or decision from its outcomes and their probabilities or weights.
- Odds converter (fractional, decimal, American, probability)
Convert odds between fractional, decimal and American (moneyline) formats and get the implied probability, worked in exact fractions.
- Random number generator (seeded)
Generate random numbers from a seed: integers in a range, decimals, lottery-style draws without repeats and dice rolls, repeatable with xoshiro256**.
Choosing a calculator: Statistics
Should I use the mean, median or mode?
They answer different questions when data are skewed or contain outliers: the median resists extreme values, while the mean uses every value. The descriptive statistics calculator reports all three with the spread, so you can compare them.
Should I use the sample or population standard deviation?
Use the sample standard deviation when the data are a sample from a larger group, and the population version when they cover the whole group. Quartile methods also differ between programs, so keep one convention when comparing results.
Which t-test should I use?
Use the paired test when the same subjects are measured twice, and a two-sample test for independent groups. The t-test calculator covers one-sample, two-sample (Welch or pooled) and paired tests.
What does a p-value tell me?
A p-value is not the probability that the hypothesis is true, and a correlation does not establish causation. Report the effect size and a confidence interval alongside the test result.