Bar graphs are visual representations of categorical data where each category is represented by a rectangular bar, with the height or length of the bar indicating the quantity or frequency of the category. They are effective for comparing different categories and can provide a clear picture of the distribution and trends in categorical variables, making it easy to identify patterns and differences.