Choose a bar chart when your goal is to compare groups, show frequency counts, or summarize categorized results. Scatter plots are designed to highlight relationships or correlations between two numerical variables. If your data isn’t about correlations—but instead about comparing categories—bar charts communicate those differences more clearly and without unnecessary noise.