Sampling Distribution Explorer

Sample again. Watch the statistic settle into a distribution.

Students can switch population shapes, choose a statistic, and compare one current sample to the long-run sampling distribution that emerges from repeated draws.

No sign-in, analytics, storage, external fonts, or transmitted student data.

Setup

Population, statistic, and run controls

Simulation inputs

Choose what the population looks like, what you measure, and how quickly the animation runs.

Choose Custom drawn to sculpt a strange population directly on the population chart.

Run the experiment

Start with one animated draw, then scale up to see the sampling pattern stabilize.

Live readout

These values update as the simulation runs and the distribution builds.

Population mean -
Population SD -
Sampling dist. mean -
Sampling dist. SD -

Replications: 0. Selected statistic: Mean.

Observed Standard Error

This will update as replications accumulate.

Predict, then check

Suppose the population spread stays fixed and sample size rises from 5 to 30.

Make a prediction before running the larger sample.

Biblical/Ethical Stewardship and Integrity

A convenient sample can look persuasive while misrepresenting the population. Truthful communication identifies how the sample was obtained, distinguishes sampling variability from bias, and avoids certainty that the evidence cannot support.

Canvas focus: explain one way a stable sampling distribution could still lead to a poor business decision.

Visualization

Population, sample, and the sampling distribution

Compare the parent population, the current sample, and the chosen statistic's sampling distribution side by side.

Population distribution

Blue marks the mean, purple the median, and orange the sample-space spread around the mean.

Current sample draw

This panel resets on each draw so students can focus on the current sample only.

Sampling distribution of selected statistic

Every sample adds one new statistic box to this growing stack.

Static and accessible fallback

The live readout states the numerical results represented by each canvas. Every built-in population shape and simulation control is keyboard operable. For a custom-drawn population, print this page or use Save as PDF; your instructor can provide a static sampling-distribution worksheet with the same starting seed and an accessible population table.