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  4. /P-Value Calculator (F-Score)

P-Value Calculator (F-Score)

Last updated: March 28, 2026

Calculator

Results

Right-Tailed P-Value (Most Common for F)

0.000017

Left-Tailed P-Value

0.999983

Two-Tailed P-Value

0.000034

Z-Equivalent (Approx.)

1.055009

Results

Right-Tailed P-Value (Most Common for F)

0.000017

Left-Tailed P-Value

0.999983

Two-Tailed P-Value

0.000034

Z-Equivalent (Approx.)

1.055009

This F-Score P-Value Calculator converts an F statistic into a p-value using a fast approximation. F-tests are commonly used in ANOVA, comparing variances, and testing whether groups or model terms explain a meaningful amount of variation.

Enter your F-score plus numerator and denominator degrees of freedom (dfn, dfd). The calculator returns the right-tailed p-value (the most common for F-tests), along with left-tailed and two-tailed values for reference.

Visual Analysis

How It Works

For most F-tests, the p-value is computed as a right-tail probability:

  • Right-tailed p-value: p = P(F ≥ f)

This calculator uses a practical approximation based on the idea that log(F) can be treated as approximately normal for many df values. It estimates an equivalent z-score and then converts that z-score into tail probabilities using a standard normal CDF approximation.

Understanding Your Results

The right-tailed p-value is typically the one reported in ANOVA and most variance-related F-tests. A smaller p-value suggests the observed F statistic would be less likely under the null hypothesis.

Many U.S. use cases compare p-values to 0.05, but practical importance and effect size still matter.

Worked Examples

Example: f = 2, dfn = 5, dfd = 20

Inputs

f2
dfn5
dfd20

Results

right tailed p0.113
left tailed p0.887
two tailed p0.226
z equiv1.213

A moderate F-score. The right-tail p-value is usually not extremely small in this range.

Example: f = 4, dfn = 2, dfd = 30

Inputs

f4
dfn2
dfd30

Results

right tailed p0.027
left tailed p0.973
two tailed p0.054
z equiv1.92

A larger F-score typically pushes further into the right tail, reducing the p-value.

Frequently Asked Questions

In most F-tests (including ANOVA), you use the right-tailed p-value: the probability of getting an F statistic at least as large as the observed value under the null hypothesis.

dfn is the numerator degrees of freedom, and dfd is the denominator degrees of freedom. In ANOVA, these depend on the number of groups and sample sizes; in regression, they relate to model terms and residual degrees of freedom.

Yes. Depending on how the test is set up, F can be below 1. Many common reporting conventions focus on right-tail probabilities, but the exact interpretation depends on the test design.

This version uses a fast approximation. Exact matching requires the F-distribution CDF (regularized incomplete beta function) in the backend math engine.

Not always. P-values are influenced by sample size and variability. Use effect size metrics and domain context alongside statistical significance.

Sources & Methodology

F-tests in ANOVA and variance comparisons; approximation using log(F) treated as approximately normal for practical df values.
R

Roboculator Team

The Roboculator Team explains calculations, planning tools, and practical formulas in clear language for real-life situations.

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