The choice between a horizontal and vertical bar plot depends on the nature of the data and the intended message of the plot. In general, a vertical bar plot is preferred for a small number of categories, while a horizontal bar plot is preferred for a large number of categories or when the category labels are long. However, you should experiment with both options and choose the one that best represents your data and conveys your message.