P Value Calculator
Convert a t statistic and degrees of freedom into a p-value using the Student t distribution.
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Result
Enter values above and click Calculate to see your result.
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Formula
How it works: Uses the relationship between the t distribution and the incomplete beta function for stable tail probabilities.
Worked Example
How P-Values Are Calculated from t Statistics
A p-value quantifies the probability of observing a test statistic as extreme as (or more extreme than) the one calculated from your data, assuming the null hypothesis is true. Smaller p-values provide stronger evidence against the null hypothesis.
- This calculator uses the Student t cumulative distribution function (CDF) via the regularized incomplete beta function for numerically stable tail probabilities
- Two-tailed p-values test for deviation in either direction from the null. They double the smaller single-tail probability
- One-tailed p-values test for deviation in a specific direction only (upper or lower), producing a smaller p-value than two-tailed for the same t statistic
- The standard significance threshold is alpha = 0.05, meaning you reject the null if p is less than 0.05. Some fields use stricter thresholds (0.01 or 0.001)
- Degrees of freedom (df) affect the shape of the t distribution. Lower df produces heavier tails, making it harder to achieve small p-values from the same t statistic
P-values tell you the strength of evidence against the null hypothesis, not the probability that the null is true. Always interpret p-values in the context of effect size, sample size, and study design.
You can also calculate changes using our Two-Tailed P Value Calculator, One-Tailed P Value Calculator, Test Statistic to P Value Calculator or T-Test Calculator.
Frequently Asked Questions
Does this work for z tests?
This calculator uses the Student t distribution. For large degrees of freedom (above 30), the t distribution closely approximates the standard normal, so results will be nearly identical to a z-based p-value. For exact normal p-values, use a z-score based tool.
Which tail type should I pick?
Use two-tailed when your alternative hypothesis is non-directional (you are testing for any difference). Use one-tailed only when your hypothesis specifies a direction (e.g., the mean is greater than, not just different from, the null value) and you decided this before collecting data.
What p-value is considered significant?
The conventional threshold is 0.05 (5%). A p-value below 0.05 is typically considered statistically significant. However, some fields use 0.01 or 0.001 for stricter evidence standards, and the threshold should be set before data collection.
How do degrees of freedom affect the result?
Lower degrees of freedom produce a t distribution with heavier tails, meaning you need a larger t statistic to achieve the same p-value. As df increases, the distribution approaches the normal distribution and p-values converge toward z-test values.
Can p-value be exactly zero?
In theory, p-values are continuous and never exactly zero. In practice, very large t statistics with reasonable df produce p-values so small that computers round them to zero. The calculator shows these as less than 0.0001.
How do I add this P Value Calculator to my site?
Absolutely. Use the "Embed" option above to tailor the dimensions, color scheme, and styling to match your site. Copy the generated iframe snippet and drop it into your HTML, WordPress editor, or any CMS. There is no cost and no account required. See calculory.com/services/embed-calculators for a step-by-step walkthrough.
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