Interactive simulations to help you understand key statistical concepts through hands-on experimentation.
Drag a point and watch the mean chase it while the median stays put
Explore the surprising probability of shared birthdays in a group
Visualize how sample means converge to the true population mean
Estimate r from a scatter plot, then see how close you got across ten rounds
Visualize bootstrap resampling to estimate sampling distributions and construct confidence intervals without assumptions
See how sample means follow a normal distribution regardless of the population distribution
Understand how confidence intervals capture the true population parameter
See how sample statistics vary across repeated samples with a three-panel population, sample, and sampling distribution view
Drag a point across a scatter plot and watch the regression line pivot
Four datasets with identical statistics that look nothing alike, plus the Datasaurus Dozen
See why you shouldn’t peek at a running A/B test — watch the false-positive rate climb as optional stopping gives chance more shots at fooling you
Visualize Type I/II errors, statistical power, and p-value distributions by running hundreds of hypothesis tests
Build your own p-hack — see how extra outcomes, optional stopping, outlier exclusions, and subgroup fishing turn studies of nothing into "significant" findings
Use random sampling to solve complex probability problems
Visualize the meaning and interpretation of p-values
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