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Hypothesis Test for a hypothesis test

Built for researchers prototyping or validating an idea. Prototype fast, reproduce exactly, and share a citable, interactive version of your model. Simulate a hypothesis test live below — adjust the inputs and watch it respond, right in your browser.

Hypothesis Test (z-test)Live

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A hypothesis test asks whether a sample mean is far enough from the null value to be surprising by chance alone. The test statistic z measures that distance in standard errors; if it falls in the red rejection region (p below 0.05) we reject the null. Larger samples shrink the standard error and sharpen the test.

▶ Run in Python

Data Inspector

Standard error1.265
z-statistic1.581
p-value0.1138
Decisionfail to reject

Governing equation

Reading this result: The statistic sits in the white central zone, so the gap between x̄ and μ₀ is within ordinary sampling noise and you fail to reject H₀.

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Frequently asked questions

Is this good for researchers?
Yes — this version of "Hypothesis Test for a hypothesis test" is framed for researchers prototyping or validating an idea. Prototype fast, reproduce exactly, and share a citable, interactive version of your model.
Do I need to install anything?
No. It runs in any modern browser, free, with no account required.