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📊 FREE · Z, T, χ², F

P-Value Calculator: From Test Statistic to Decision

Enter a test statistic and its degrees of freedom to get the p-value and whether to reject the null hypothesis.

  • 🎯 One or two tails
  • 📐 Exact distributions
  • ✅ Decision at α

How to use the P-Value Calculator

  1. 1. Pick the testChoose z, t, chi-square or F, and enter the statistic.
  2. 2. Add degrees of freedomEnter df for t and χ², or df1 and df2 for F, and choose the tail.
  3. 3. Get the p-valueSee the p-value, both tail areas and the decision at your α.

What the p-value means

The p-value is the probability of getting a test statistic at least as extreme as yours if the null hypothesis were true. Small p-values (below your chosen α, often 0.05) count as evidence against the null hypothesis. For a two-tailed z or t test, the p-value is twice the smaller tail area, because an extreme result in either direction counts. χ² and F tests are almost always right-tailed.

The tool computes tail areas from the exact distributions using the regularised incomplete gamma and beta functions.

Worked example

A paired t-test on 15 students gives t = 2.31 with 14 degrees of freedom. The right-tail area is 0.0183, so the two-tailed p-value is 0.0366, below 0.05: reject the null hypothesis. For a χ² goodness-of-fit test with χ² = 7.81 and 3 degrees of freedom, the right-tailed p-value is 0.0501, just above 0.05, so you don't reject at the 5% level. 7.81 is almost exactly the textbook critical value.

Accuracy and caution

  • Results match SciPy's distribution functions to 9 significant digits, checked on 400 random cases.
  • A p-value isn't the probability that the null hypothesis is true, and it says nothing about how big or important an effect is.
  • Decide α before looking at the data, and report the effect size alongside p.

Frequently asked questions

One-tailed or two-tailed?

Use one-tailed only if you decided in advance that only one direction matters. Otherwise use two-tailed.

Where do I get the test statistic?

From your test's formula or software output; our ANOVA calculator gives the F statistic for comparing group means.

Is the p-value calculator free?

Yes. You can open the p-value calculator and enter everything without signing up. When you calculate a p-value for the first time, we ask once for your name and WhatsApp number; after that it, and every other Uncodemy tool, opens straight away.

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