Choosing the chart type depends on the message to convey. Columns or bars compare categories, lines show change over time, pies show the breakdown of a whole with few slices, and scatter plots show the relationship between two variables. An unsuitable type blurs the information.
Example
Monthly sales trend: line chart; sales by region: bars.