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Every calculator and test on StatReason, organized by category. Search by name, or filter to one category below.
Descriptive Statistics
- Mean Calculator
Find the arithmetic average of a set of numbers.
- Standard Deviation Calculator
Quantify the typical spread of your data around its mean.
- Median Calculator
Find the middle value of a dataset, robust to extreme values.
- Range Calculator
Find the spread between the smallest and largest values in a dataset.
- Mode Calculator
Find the most frequently occurring value or values in a dataset.
- Weighted Mean Calculator
Combine values with explicit weights, rather than treating each equally.
- Coefficient of Variation Calculator
Compare relative variability across datasets measured on ratio scales.
- Five-Number Summary Calculator
Report the minimum, quartiles, median, and maximum in one summary.
- Variance Calculator
Quantify squared spread with a stated sample or population denominator.
- Percentile Calculator
Find the value or rank at any percentile of a dataset.
- Quartile and IQR Calculator
Summarize central spread and potential outlier fences with quartiles.
- Mean Absolute Deviation Calculator
Report the average absolute distance from a chosen center.
- Geometric Mean Calculator
Summarize multiplicative growth factors, not additive levels.
- Harmonic Mean Calculator
Average positive rates over equal distances or quantities.
- z Score Calculator
Standardize an observation relative to a stated mean and SD.
- Descriptive Statistics Calculator
Get a full transparent profile of one numeric variable in a single view.
Probability & Distributions
- Normal Distribution Calculator
Convert normal-distribution values to areas, or areas to values.
- Binomial Probability Calculator
Find the exact probability of a specific number of successes in n trials.
- Expected Value Calculator
Calculate a discrete expected value and its variability.
- Combinations and Permutations Calculator
Count unordered selections or ordered arrangements from a set.
- Probability Calculator
Apply the addition, multiplication, and complement rules to named events.
- Conditional Probability Calculator
Find P(A|B) directly from a joint probability and a conditioning event.
- Bayes Theorem Calculator
Update a prior probability with test sensitivity and specificity evidence.
- Discrete Distribution Calculator
Validate a custom PMF and summarize its mean, variance, and SD.
- Inverse Normal Calculator
Find the value at a given percentile of a normal distribution.
- Binomial Cumulative Probability Calculator
Find the probability of at most or at least a given number of successes.
- Poisson Probability Calculator
Model rare, independent event counts over a fixed exposure.
- t Distribution Calculator
Look up Student's t distribution's CDF or a critical value directly.
- Chi-Square Distribution Calculator
Look up the chi-square distribution's CDF or upper-tail probability directly.
- F Distribution Calculator
Look up the F distribution's CDF or upper-tail probability directly.
Confidence Intervals & Estimation
- Mean Confidence Interval Calculator
Estimate a population mean from a sample, with a stated margin of uncertainty.
- Proportion Confidence Interval Calculator
Estimate a binomial proportion with a defensible interval, not a bare percentage.
- Margin of Error Calculator
Find the sampling precision for a proportion given a sample size.
- Difference of Means Confidence Interval Calculator
Estimate the gap between two independent group means with a Welch interval.
- Paired Difference Confidence Interval Calculator
Estimate the mean change between matched pairs with a t interval.
- Correlation Confidence Interval Calculator
Give a Fisher z interval around a Pearson correlation, not just a point estimate.
- Confidence Interval Calculator
Route to the right confidence interval method for your design, not one generic answer.
- Difference in Proportions Confidence Interval
Estimate the absolute risk difference between two independent proportions.
- Odds Ratio Confidence Interval Calculator
Estimate association from a 2 by 2 table with a log-odds Wald interval.
- Risk Ratio Confidence Interval Calculator
Estimate relative risk from cohort-style exposure and event counts.
Hypothesis Tests
- Independent t-Test
Compare the means of two independent groups using Welch’s t-test by default.
- Chi-Square Test of Independence
Test whether two categorical variables are associated in a contingency table.
- Paired t-Test
Compare two measurements taken on the same subjects or matched pairs.
- Two-Proportion z-Test
Compare two independent proportions, such as two conversion or event rates.
- One-Sample t-Test
Compare a single sample mean against a fixed benchmark value.
- Levene Variance Test
Test whether two or more groups show evidence of unequal variance.
- One-Proportion z-Test
Test a single observed proportion against a fixed benchmark rate.
- Chi-Square Goodness-of-Fit Test
Test whether observed category counts match a stated expected distribution.
- P-Value Calculator
Convert a statistic and named null distribution into a tail probability.
- Exact Binomial Test
Test a binomial proportion exactly, with no normal-approximation assumption.
- Fisher's Exact Test
Test 2 by 2 association exactly, safe for sparse expected counts.
- McNemar Test
Compare paired binary outcomes using only the discordant pairs.
Correlation & Association
- Pearson Correlation Calculator
Measure the linear association between two numeric variables.
- Spearman Rank Correlation Calculator
Measure monotonic association between two variables using ranks.
- Cramer's V Calculator
Summarize nominal association magnitude in any contingency table.
- Kendall Tau Calculator
Measure ordinal concordance between two variables, robust to ties.
Regression
- Linear Regression Calculator
Fit and interpret a simple linear predictive relationship between two variables.
- Adjusted R-Squared Calculator
Compare model fit accounting for the number of predictors used.
- Durbin-Watson Calculator
Summarize first-order autocorrelation in ordered regression residuals.
- Regression Prediction Interval Calculator
Give prediction uncertainty for one new individual outcome.
- Regression Confidence Interval Calculator
Give mean-response uncertainty at a specific x value.
ANOVA & Group Comparisons
- One-Way ANOVA Calculator
Compare means across three or more independent groups at once.
- Welch ANOVA Calculator
Compare group means without assuming equal variance across groups.
- Eta Squared Calculator
Quantify the proportion of variation explained by group membership.
- Omega Squared Calculator
Provide a less biased ANOVA effect-size estimate than eta squared.
Nonparametric Statistics
- Mann-Whitney U Test
Compare two independent groups without assuming a normal distribution.
- Kruskal-Wallis Test
Compare three or more independent groups using ranks, not raw values.
- Wilcoxon Signed-Rank Test
Compare matched pairs without assuming a normal distribution of differences.
- Sign Test
Test direction-only evidence from paired data or a single median comparison.
Sample Size & Statistical Power
- Sample Size for a Proportion
Plan the sample size needed to estimate a proportion to a target precision.
- Sample Size for a Mean
Plan the sample size needed to estimate a mean to a target precision.
- Sample Size for Two Means
Plan an independent two-group mean comparison before collecting data.
- Minimum Detectable Effect Calculator
Find the smallest effect a planned sample size can reliably detect.
Reliability & Agreement
- Cronbach's Alpha Calculator
Estimate the internal consistency of a multi-item scale or survey.
- Split-Half Reliability Calculator
Estimate internal consistency by correlating two halves of a scale.
Charts & Data Diagnostics
- Histogram Maker
View the shape of a numeric distribution with a documented bin rule.
- Box Plot Maker
Compare distributions and flag potential outliers using quartile fences.
- Skewness and Kurtosis Calculator
Describe a distribution's asymmetry and tail shape numerically.
- Outlier Calculator
Flag candidate outliers with an IQR fence or a robust modified z-score.
- Grubbs Test
Formally test whether the single most extreme value is a statistical outlier.
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