The p-value is a probability measure that helps determine the strength of the evidence against the null hypothesis. A smaller p-value indicates stronger evidence in favor of the alternative hypothesis. If the p-value is less than the significance level (e.g., 0.05), the null hypothesis is rejected, suggesting that the results are statistically significant.