The round() function in Pandas Series supports rounding for numerical data types such as float or integer. These are the most common data types encountered in numerical data analysis and manipulation. When you apply the round() function to a Pandas Series containing data of these types, it will round each value according to the specified precision or the nearest integer, depending on the parameters provided.