The mean, commonly known as the average, is a measure of central tendency calculated by summing all values in a dataset and dividing by the number of values. This concept is crucial in data analysis and interpretation, as it provides a single value that represents the overall trend of the data, allowing for easier comparisons between different datasets. Understanding the mean helps in making informed decisions based on quantitative data.