Statistics

Free statistics calculators for probability, regression, hypothesis testing, and descriptive stats. Analyze data quickly with accurate online tools.

Central Tendency and Dispersion Measures

Standard Deviation Calculator - Sample & Population
Standard deviation calculator for sample and population data. Find standard deviation, variance, mean, sum, and range from a list of numbers instantly.
Standard Deviation Calculator - Sample & Population SD
Standard deviation calculator: compute sample SD, population SD, mean, variance, and CV from any dataset. Enter numbers and get results instantly.
Variance Calculator - Sample & Population Variance
Variance calculator for sample and population data. Computes variance, standard deviation, mean, median, mode, and IQR from any list of numbers instantly.
Pooled Standard Deviation Calculator - Two Samples
Calculate the pooled standard deviation for two samples using sizes, means, and standard deviations. Accurate results for t-tests and statistical analysis.
Standard Deviation of Sample Mean Calculator (SEM)
Standard deviation of sample mean (SEM) calculator: compute SEM, mean, variance, and SD from raw data. Enter comma-separated numbers to get results instantly.
Standard Error Calculator - SE from Raw Data or Summary
Standard error calculator: compute SE from raw data or summary statistics. Includes confidence intervals at 90%, 95%, and 99% — free and accurate.
Relative Standard Deviation Calculator - RSD & CV
RSD = (standard deviation ÷ mean) × 100%: paste your data set and get RSD/CV instantly with steps shown — under 5% is usually considered precise in lab work. Free, no signup.
RSE Calculator - Relative Standard Error
Relative Standard Error (RSE) calculator — divide standard error by the estimate to get a unit-free precision percentage and a qualitative reliability rating.
Weighted Mean Calculator - Calculate Weighted Average
Weighted mean calculator for grades, finance, and surveys. Enter values and weights to compute the weighted average — supports any number of data points.
IQR Calculator - Interquartile Range, Q1, Q3 & Outliers
IQR calculator: compute interquartile range, Q1, Q3, and identify outliers from any dataset. Enter comma-separated numbers and get instant quartile analysis.
Outlier Calculator - Detect Outliers Using IQR Method
Outlier calculator using the IQR method: enter a data set to find mild outliers (1.5×IQR) or extreme outliers (3×IQR) with Q1, Q3, and fence values instantly.
Upper and Lower Fence Calculator - IQR Outliers
Calculate upper and lower fences using the IQR method to identify outliers in your dataset. Instantly find Q1, Q3, IQR, and all data points outside the fences.
Coefficient of Variation Calculator (CV)
Coefficient of variation calculator: enter comma-separated numbers to get mean, sample standard deviation, and CV% for instant relative variability comparison.
Dispersion Calculator - Variance, Std Dev & IQR
Dispersion calculator: enter comma-separated numbers to get range, variance, standard deviation, IQR, coefficient of variation, and MAD in one click.
Population Variance Calculator - Dispersion Analysis
Calculate population variance, standard deviation, and mean for any data set. Free online statistical dispersion tool — paste numbers and get results instantly.
Constant of Proportionality Calculator (y = kx)
Find k in y = kx with this proportionality calculator. Enter one or more (x, y) pairs to compute the constant and verify direct proportion.
Cohen's d Calculator - Effect Size for Two Groups
Calculate Cohen's d effect size from two group means, standard deviations, and sample sizes. Ideal for psychology, education, and medical research analysis.

Hypothesis Testing and Statistical Inference

Paired Samples t-Test Calculator - Before & After Data
Paired samples t-test calculator: enter two matched data groups to get the t-statistic, degrees of freedom, p-value, and 95% confidence interval.
Z-Test Calculator for Hypothesis Testing
One-sample and two-sample Z-test calculator for hypothesis testing. Enter sample mean, population SD, and sample size to get the Z-statistic and p-value.
P-Value Calculator - Z, T, F & Chi-Square Tests
P-value calculator for Z, T, F, and Chi-square tests: enter a test statistic and degrees of freedom to get the exact p-value and significance verdict.
F-Test for Equality of Two Variances Calculator
Perform an F-test for equality of two variances. Enter sample variances and sizes to get the F-statistic, p-value, and reject/fail-to-reject decision.
F-Statistic Calculator - ANOVA & Variance Ratio Test
Calculate the F-statistic and p-value for comparing two sample variances. Enter group variances and sizes to run an ANOVA or F-ratio test instantly.
Wilcoxon Signed-Rank Test Calculator - Paired Samples
Wilcoxon signed-rank test calculator for paired samples. Compare before-and-after measurements with W statistic, Z-score, and p-value — no normality assumption.
Wilcoxon Rank Sum Test Calculator (Mann-Whitney U)
Perform a Wilcoxon Rank Sum Test (Mann-Whitney U) for two independent samples. Get the U statistic, Z-score, and p-value instantly — no normality required.
Fisher's Exact Test Calculator - 2x2 Contingency Table
Run Fisher's Exact Test on a 2×2 contingency table. Get one-tailed and two-tailed p-values plus the odds ratio — ideal for small sample sizes in research.
Wald Test Calculator - Statistical Significance
Wald test calculator for statistical significance. Enter parameter estimate, standard error, and alpha level to get the Wald statistic, z-score, and p-value.
Sample Size Calculator - Cochran's Formula
Sample size calculator using Cochran's formula. Enter confidence level, margin of error, and proportion to get the minimum sample size for reliable surveys.
Confidence Interval Calculator - Sample Mean
Confidence interval calculator for sample means. Enter summary stats or raw data to get CI bounds, margin of error, and SE at 90%, 95%, or 99%.
Hypothesis Testing Calculator - Z-Test, T-Test & P-Value
Hypothesis testing calculator for Z-tests and T-tests. Compute test statistic, p-value, and critical value to determine statistical significance.
Z-Score Calculator - Calculate Standard Score Instantly
Z-score calculator: find how many standard deviations a value is from the mean. Enter raw score, mean, and standard deviation to get z-score and interpretation.

ANOVA and Multiple Comparisons

Correlation and Relationship Analysis

Regression and Prediction Models

Probability and Randomness

Conditional Probability Calculator P(A|B)
Find P(A|B), joint P(A∩B), or marginal P(B) with this conditional probability calculator. Covers Bayes' theorem and real-world probability problems.
Expected Value Calculator - Probability Distribution
Calculate expected value, variance, and standard deviation for discrete probability distributions. Enter outcomes and probabilities to get E[X] instantly.
Combination & Permutation Calculator (nCr nPr)
Free nCr nPr calculator: enter n and r to compute combinations and permutations instantly for probability, lottery, and combinatorics.
Implied Probability Calculator - Convert Betting Odds
Implied probability calculator: convert American, Decimal, or Fractional betting odds to a winning probability percentage for sports betting value analysis.
Coin Flipper - Online Random Coin Toss Simulator
Online coin flipper: simulate one or thousands of random coin tosses, choose fair or biased coins, and track real-time heads/tails counts and percentages.
Coin Flip Probability Calculator - Binomial Distribution
Binomial coin flip probability calculator: find the chance of N heads in any number of flips — compute exactly, at least, or at most outcomes instantly.
Coin Toss Streak Calculator - Consecutive Heads & Tails
Coin streak probability: find the chance of consecutive heads or tails in N tosses, or compute the expected tosses needed to achieve any streak length.
Dice Roller Calculator - Roll Dice & Analyze Statistics
Dice roller calculator: simulate rolling multiple dice and get instant statistics — mean, median, mode, standard deviation, and full frequency distribution.
Dice Probability Calculator - Exact & At Least Odds
Dice probability calculator: find exact, at-least, or at-most probabilities for any combination of dice with up to 10 dice and 20 sides per die.
Roulette Payout Calculator - Bet Winnings & Odds
Roulette payout calculator for American and European wheels. Enter bet type and wager to get net winnings, total payout, payout odds, and win probability.

Statistical Paradoxes and Special Cases

Distributions and Statistical Models

Inverse Normal Distribution Calculator - Find X from P
Inverse normal distribution calculator: find the x-value for a given probability. Supports left-tailed, right-tailed, and two-tailed modes with custom μ and σ.
Poisson Distribution Calculator - Probability
Calculate exact and cumulative Poisson probabilities instantly. Find P(X=x), P(X≤x), P(X≥x) for any lambda and event count — free online statistics tool.
Exponential Distribution Calculator - PDF & CDF
Compute exponential distribution PDF, CDF, mean, variance, and survival probability. Enter rate parameter λ and value x for instant statistical results.
Uniform Distribution Calculator - PDF, CDF & Mean
Calculate PDF, CDF, mean, variance, and interval probability for any uniform distribution. Enter the range parameters a and b to get instant results.
Weibull Distribution Calculator - PDF, CDF & Reliability
Weibull distribution calculator for reliability analysis. Compute PDF, CDF, hazard rate, mean, median, and variance from shape and scale parameters instantly.
Rayleigh Distribution Calculator - PDF, CDF & Stats
Rayleigh distribution calculator: compute PDF, CDF, complementary CDF, mean, median, mode, and variance from scale parameter σ and value x instantly.
Sampling Distribution of Sample Mean Calculator
Sampling distribution of the sample mean calculator: find SE, z-score, and probability (less than, greater than, between) using the Central Limit Theorem.
Sampling Distribution of Sample Proportion Calculator
Sampling distribution of the sample proportion calculator. Find mean, standard error, normality check, Z-score, and cumulative probabilities instantly.
Frequency Distribution Calculator - Create Tables
Create a frequency distribution table from any data set. Calculate frequency, relative frequency, cumulative frequency, mean, median, and standard deviation.

Data Visualization and Organization

Advanced Statistical Applications

Medical and Clinical Statistics

Classification and Accuracy Metrics

Error Analysis and Uncertainty

Statistical Rules and Theorems

More tools

Lognormal Distribution Calculator - PDF and CDF
Lognormal distribution calculator finds PDF, CDF, mean, median, mode, and variance from mu, sigma, and any positive x value instantly.
Log-Rank Test Calculator for Survival Analysis
Log-rank test calculator compares two survival distributions with censored data, observed and expected events, chi-square statistic, and p value.
Linear Regression Calculator - Line of Best Fit
Linear regression calculator finds the line of best fit, slope, intercept, correlation, R-squared, and predictions from paired data instantly.
Least to Greatest Calculator - Sort Number Sets
Least to greatest calculator sorts number sets in ascending order and finds mean, median, mode, count, and range for instant data analysis.
Kruskal-Wallis H Test Calculator - Compare Groups
Kruskal-Wallis H test calculator compares three independent groups with ranked data, tie correction, chi-square statistic, and p value instantly.
Critical Value Calculator - Z, t, Chi-Square and F
Critical value calculator finds Z, t, chi-square, and F cutoffs from alpha, tails, and degrees of freedom for accurate hypothesis tests.
Covariance Calculator - Sample and Population
Covariance calculator finds sample and population covariance, means, and paired-data relationships from two numeric data sets instantly.
Matthews Correlation Coefficient Calculator
Matthews correlation coefficient calculator evaluates binary classifiers from TP, TN, FP, and FN counts with MCC and key performance metrics.
Pearson Correlation Coefficient Calculator
Pearson correlation coefficient calculator finds r, R-squared, and the t-statistic from paired X and Y data for fast relationship analysis.
Continuity Correction Calculator
Continuity correction calculator approximates binomial probabilities with a normal distribution, corrected bounds, and z-scores for accurate results.
Coefficient of Determination (R-Squared) Calculator
Coefficient of determination calculator finds R-squared, adjusted R-squared, correlation, and the linear regression equation from paired data.
Class Width Calculator
Class width calculator finds frequency distribution and histogram intervals from minimum, maximum, raw data, and a chosen class count instantly.
Chi-Square Goodness of Fit Calculator
Chi-square goodness of fit calculator compares observed and expected frequencies, returning the test statistic, degrees of freedom, and p-value.
Chi-Square Test Calculator
Chi-square test calculator finds the statistic, degrees of freedom, and p-value for a contingency table to assess categorical association instantly.
Chebyshev's Theorem Calculator
Chebyshev's theorem calculator finds probability bounds and intervals from a mean, standard deviation, and k value for any distribution instantly.
Frequency Polygon Calculator
Frequency polygon calculator to group raw data into class intervals, count frequencies, and find midpoint coordinates for a clear distribution graph.
Geometric Distribution Calculator
Geometric distribution calculator for exact and cumulative first-success probability, mean, and variance from any Bernoulli success rate.
Grouped Data Standard Deviation Calculator
Grouped data standard deviation calculator using class midpoints and frequencies. Find weighted mean, sample or population variance instantly.
Histogram Calculator
Histogram calculator to organize raw values into customizable bins, summarize frequencies, and reveal the shape of your data distribution instantly.
Hypergeometric Distribution Calculator
Hypergeometric distribution calculator for sampling without replacement. Find exact probability, expected successes, and variance instantly.
Sensitivity and Specificity Calculator
Sensitivity and specificity calculator for diagnostic tests. Find PPV, NPV, and accuracy from confusion matrix counts with instant results.
Shannon Entropy Calculator
Shannon entropy calculator for probabilities or text. Measure information uncertainty, randomness, and entropy in bits with instant results.
Sign Test Calculator
Sign test calculator for paired data and median differences. Get sign counts, an exact two-sided p-value, and a clear significance result.
Simpson's Diversity Index Calculator
Simpson's Diversity Index calculator for species counts. Find D, Index of Diversity, and Reciprocal Index to measure biodiversity instantly.
Skewness and Kurtosis Calculator
Skewness calculator with excess kurtosis, mean, and sample standard deviation. Analyze data distribution asymmetry and tail shape instantly.
Quadratic Regression Calculator
Quadratic regression calculator for curve fitting, R-squared analysis, and y predictions. Enter paired data to get an accurate best-fit equation instantly.
Quartile Calculator - Q1, Q3 and IQR
Quartile calculator for Q1, median, Q3, IQR, and five-number summaries. Enter any data set to measure center and spread with clear results instantly.
Random Number Generator - Custom Number Sets
Random number generator for custom integer or decimal sets. Choose a range, quantity, and duplicate rules to create results instantly for any task.
Range Calculator - Mean, Median and Mode
Range calculator for mean, median, mode, variance, and standard deviation. Enter a number set to get a complete descriptive statistics summary instantly.
Raw Score Calculator - Z-Score and T-Score
Raw score calculator to convert values into Z-scores, T-scores, and normal percentiles. Enter the mean and standard deviation for instant context.
Stem and Leaf Plot Calculator
Stem and leaf plot calculator for ordered whole-number data. Build a clear plot, preserve frequencies, and inspect distributions instantly for free.
Sum of Squares Calculator
Sum of squares calculator for raw and corrected data totals. Find mean, total variation, and sample variance with clear instant results.
Survival Analysis Calculator - Kaplan-Meier
Survival analysis calculator for Kaplan-Meier estimates. Enter event times and censoring data to get risk sets, survival rates, and median survival.
T Statistic Calculator - One Sample
T statistic calculator for a one-sample mean. Enter summary statistics to find the t value, standard error, and degrees of freedom instantly.
T Test Calculator - Welch Two Sample Test
T test calculator for two independent means using Welch's method. Find the t statistic, degrees of freedom, and two-tailed p-value instantly.
Parrondo's Paradox Calculator
Parrondo's paradox calculator compares capital-dependent games and mixed strategies to reveal long-run expected returns with exact results.
Partial Correlation Calculator
Partial correlation calculator controls for a third variable using three Pearson coefficients, revealing the adjusted relationship instantly.
Password Combination Calculator
Password combination calculator finds possible passwords and theoretical entropy from length and character-set size for instant security insight.
Pearson Correlation Calculator
Pearson correlation calculator finds Pearson's r, r squared, and linear relationship strength from paired data with clear instant results.
Percentile Calculator
Percentile calculator finds any data percentile using sorted values and linear interpolation, with quartile presets and clear instant results.
Mean Absolute Deviation Calculator - MAD & Mean
Mean absolute deviation calculator finds MAD, arithmetic mean, sum, and count for any numeric data set with clear, instant statistical results.
Mean, Median, Mode Calculator - Central Tendency
Mean, median, mode calculator finds central tendency, range, variance, and standard deviation from any numeric data set with instant results.
Median Absolute Deviation Calculator
Median absolute deviation calculator finds raw MAD, the median, and sorted absolute deviations for robust statistical analysis with outliers.
Median Calculator - Mean, Mode, Range & More
Median calculator finds the middle value, mean, mode, range, minimum, and maximum from any number set with sorted, easy-to-check results.
Midrange Calculator - Range, Minimum & Maximum
Midrange calculator finds the midpoint, range, minimum, and maximum of any numeric data set, with a sorted list and transparent formula.
Percentile Rank Calculator
Percentile rank calculator finds a score's relative standing in any data set with tie-adjusted ranking and transparent counts for instant insight.
Permutation Calculator (nPr)
Permutation calculator for nPr arrangements with or without repetition. Enter n and r to count ordered selections with clear formulas instantly.
Pie Chart Calculator
Pie chart calculator converts category values into a proportional circle graph with exact percentages and a readable data summary instantly.
Point-Biserial Correlation Calculator
Point-biserial correlation calculator measures binary and continuous variable association with group means and a clear coefficient instantly.
Point Estimate Calculator - Mean & Proportion
Point estimate calculator finds a population mean or proportion from sample data, success counts, and sample size with instant clear results.
Birthday Paradox Calculator - Shared Birthday Odds
Birthday paradox calculator finds shared birthday probability for any group size using the classic birthday problem formula with instant results.
Bonferroni Correction Calculator - Adjust Alpha
Bonferroni correction calculator adjusts alpha for multiple hypothesis tests, controlling family-wise error with an instant significance threshold.
Box Plot Calculator - Quartiles, IQR & Outliers
Box plot calculator finds the five-number summary, quartiles, median, IQR, and outliers from your data for fast box-and-whisker analysis.
Boy or Girl Paradox Calculator - Probability
Boy or girl paradox calculator compares conditional gender probability scenarios and explains Bayesian sample spaces with clear instant results.
Central Limit Theorem Calculator - Sample Mean Probability
Central limit theorem calculator finds sample mean probability, standard error, and z-scores from population parameters with instant results.
5 Number Summary Calculator - Quartiles and Median
5 number summary calculator finds minimum, Q1, median, Q3, maximum, and IQR from any data set for quick box plot and descriptive analysis.
A/B Test Calculator - Statistical Significance
A/B test calculator compares conversion rates with a two-proportion z-test, p-value, and relative uplift so you can evaluate experiments confidently.
Absolute Uncertainty Calculator - Measurement Error
Absolute uncertainty calculator finds mean, range, half-range error, and standard uncertainty from repeated measurements for clear lab reporting.
Power Analysis Calculator - Sample Size
Power analysis calculator estimates sample size from effect size, significance level, and statistical power for clear, evidence-based study planning.
Probability Calculator - Independent Events
Probability calculator finds complements, intersections, unions, and neither outcomes for two independent events with clear percentage results.
Probability of 3 Events Calculator - All Outcomes
Probability of 3 events calculator finds all, at least one, none, and exactly one outcome for three independent events with instant results.
Process Capability Index Calculator
Process capability index calculator finds Cp, Cpk, Cpu, and Cpl from specification limits, process mean, and standard deviation instantly.
Propensity Score Matching Calculator
Propensity score matching calculator pairs treated and control observations by nearest score and estimates ATT for transparent causal analysis.
Lottery Odds Calculator
Lottery odds calculator finds jackpot probability for main and bonus ball games, including Powerball-style draws and multiple tickets, instantly.
Mann-Whitney U Test Calculator
Mann-Whitney U test calculator compares two independent samples with ranked data, returning U, Z score, and a tie-corrected p value instantly.
Margin of Error Calculator
Margin of error calculator estimates survey confidence interval precision and standard error with an optional finite population correction.
McNemar Chi-Squared Test Calculator
McNemar chi-squared test calculator analyzes paired binary data in a 2 by 2 table, returning the uncorrected statistic and p value instantly.
McNemar's Test Calculator
McNemar's test calculator compares paired proportions in a 2 by 2 table with continuity-corrected chi-squared and p value results.
Negative Binomial Distribution Calculator
Negative binomial distribution calculator for exact and cumulative probabilities, expected failures, and variance with clear instant results.
Normal Approximation Calculator - Binomial
Normal approximation calculator for binomial probability with continuity correction, mean, standard deviation, and z-score in seconds.
Normal Distribution Calculator - PDF and CDF
Normal distribution calculator for PDF, CDF, z-scores, upper tails, and interval probabilities from any mean and standard deviation.
Normal Probability Calculator for Sampling
Normal probability calculator for sampling distributions of means and proportions. Find standard errors, z-scores, and interval probabilities.
Odds Calculator - Probability and Ratios
Odds calculator to convert favorable and unfavorable outcomes into odds for, odds against, probability, percentage chance, and decimal odds.
Minimum and Maximum Calculator
Minimum and maximum calculator to find the smallest value, largest value, range, count, and sorted data from any number set instantly.
Mode Calculator - Find the Most Frequent Number
Mode calculator to find the most frequent number, frequency, and multiple modes in any data set. Get accurate unimodal or multimodal results instantly.
Monty Hall Problem Simulator
Monty Hall problem simulator comparing stay and switch strategies. Explore conditional probability and expected win rates with any number of trials.
MSE Calculator - Mean Squared Error, RMSE and MAE
MSE calculator for actual and predicted values. Calculate mean squared error, RMSE, and mean absolute error instantly to evaluate model accuracy.
Multiple Linear Regression Calculator
Multiple linear regression calculator for ordinary least squares. Enter dependent and independent variables to get coefficients, R-squared, and an equation.
Classification Accuracy Calculator
Classification accuracy calculator finds precision, recall, specificity, and F1 score from confusion matrix counts with instant clear results.
One-Way ANOVA Calculator
One-way ANOVA calculator compares independent group means and returns the F-statistic, degrees of freedom, and sums of squares instantly.
Two-Way ANOVA Calculator
Two-way ANOVA calculator tests two main effects and their interaction in a balanced 2 x 2 design with clear F-statistics and error degrees.
Average Rating Calculator
Average rating calculator finds the weighted mean of one- to five-star vote counts and reports the total reviews for a clear result.
Bayes Theorem Calculator
Bayes theorem calculator finds posterior and evidence probabilities from a prior, likelihood, and alternative likelihood with clear results.
Benford's Law Calculator
Benford's Law calculator compares first-digit distribution, mean absolute deviation, and chi-square statistics to reveal data anomalies instantly.
Bertrand's Box Paradox Calculator
Bertrand's Box Paradox calculator explains conditional probability and Bayes' theorem for classic or custom gold and silver coin boxes instantly.
Bertrand's Paradox Calculator
Bertrand's Paradox calculator solves the classic box problem with conditional probability and expected trial outcomes for instant insight.
Beta Distribution Calculator
Beta distribution calculator finds PDF, CDF, mean, variance, and mode from alpha, beta, and x values for fast probability analysis.
Binomial Distribution Calculator
Binomial distribution calculator finds exact and cumulative probabilities, mean, and variance for Bernoulli trials with instant results.
Dice Average Calculator - Expected Value
Dice average calculator for expected value, variance, and standard deviation. Analyze any fair dice pool and its possible total range instantly.
Descriptive Statistics Calculator - Data Summary
Descriptive statistics calculator for mean, median, mode, variance, and standard deviation. Summarize any numeric data set instantly and accurately.
Degrees of Freedom Calculator - Statistical Tests
Degrees of freedom calculator for t-tests, chi-square, ANOVA, and regression. Enter sample dimensions to get the correct DF and formula instantly.
Decile Calculator - Calculate D1 to D9
Decile calculator for any numeric data set. Calculate D1 through D9 with interpolated ranks and explore distribution cut points instantly.
Cubic Regression Calculator - Curve Fitting
Cubic regression calculator for fitting paired data to a third-degree polynomial. Find the curve equation, coefficients, and R-squared instantly.
Bottle Flip Simulator - Land the Bottle & Learn the Physics
Flip a virtual water bottle with true randomness, tune the fill level, and see on a live probability curve why one-third full lands best.