Example of the Impact of Skew on the Mean

In a distribution with highly skewed data, how is the relationship between the mean and median affected, and which measure of central tendency is generally preferred?

Match each distribution shape with the correct description of how the mean and median relate to each other within that distribution.

A psychology researcher measures the time it takes for participants to solve a complex puzzle. Most participants finish in about 5 minutes, but a few participants take over 30 minutes, creating a distribution with a long tail of high scores (positive skew). Arrange the following measures of central tendency in order from the lowest numerical value at the top to the highest numerical value at the bottom.

A researcher studying the number of words recalled in a memory task finds that the mean score is $12$ words, while the median score is $18$ words. Based on an analysis of the relationship between these two measures, the researcher can conclude that the distribution of memory scores is ________ skewed.

A researcher evaluates a distribution of test scores and finds it to be highly positively skewed; in this scenario, they are justified in choosing the mean as the most representative measure of central tendency because it is the only measure that incorporates the value of every participant's score.

In a bimodal distribution, where are the mean and median typically located in relation to the peaks?

In a skewed distribution, the ________ is the measure of central tendency that is typically pulled furthest away from the peak because its calculation incorporates the numerical value of every score in the dataset.

A clinical psychologist measures the reaction times of participants under a high-stress condition and finds that the distribution has a long right tail with a few extremely slow times. If the researcher chooses to report the mean rather than the median because they believe the mean remains an accurate representation of the distribution's center, their choice is correct.

Analyze the characteristics of the following distribution shapes and match each shape with the correct spatial relationship between its mean, median, and mode.

A developmental psychologist is preparing to report the central tendency of scores from a new memory test. Place the steps of the evaluation process in the correct order to determine and justify the most representative measure of central tendency based on the distribution's shape.