Bayesian Average - Example

Example

The goal is to calculate the Bayesian average of the heights of various occupations of adult American men. In the larger population of adult American men, the average height is 176 cm. A value of C is chosen as 10. For the purpose of this example, the occupations used will be "Basketball Players", "Actors" and "Students". For the basketball players, a group of 15 individuals are identified with an average height of 191 cm among them. For the students, a group of 10 individuals is identified with an average height of 179 cm. For the actors, only James Cromwell is available, for an average height of 201 cm.

Group N Group mean Bayesian average
Basketball players 15 191 cm 185 cm
Students 10 179 cm 177.5 cm
Actors 1 201 cm 178 cm

Here, the Bayesian average correctly reduces the effect of a single anomalously large value. If the sample sizes for basketball players were similarly small, the Bayesian average would have mis-estimated basketball players as being far closer to average.

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