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Significance Tests & p-values

by Anonymous

Simulate outcomes under the null hypothesis to estimate the p-value, then shift the significance level Ξ± to find where the decision flips.

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About this app

Significance Tests & p-values is an interactive statistics lesson built around 20 coin flips. Explore how observed heads counts compare with the expected value of 10, simulate many fair-coin trials to estimate the p-value, and change the significance level Ξ± to see when the testing decision changes.

Use cases

  • High school students learning hypothesis testing
  • Teachers demonstrating p-values and null hypotheses
  • Learners exploring probability through coin-flip simulations
  • Classroom practice with significance levels and statistical decisions

Features

  • Adjustable observed heads count for 20 flips
  • Interactive fair-coin flip comparisons
  • Simulation controls for 1, 10, or 100 trials
  • Distribution display with highlighted extreme outcomes
  • Estimated p-value based on accumulated simulations
  • Reject or fail-to-reject decisions using adjustable Ξ±