The One-Way ANOVA Calculator evaluates whether there are statistically significant differences among the means of three or more groups. It compares the between-group variance to the within-group variance using the F-statistic to determine if at least one group mean is different. This tool helps analyze experiments where one independent variable is tested across multiple categories, making it essential in hypothesis testing and data analysis.