Before a soccer tournament, Tara and Emek studied 60 penalty kicks taken by their upcoming opponent. They organized the records in a table by direction and outcome. Of 24 kicks aimed left, 18 scored. Of 20 aimed toward the center, 13 scored. Of 16 aimed right, 10 scored. Tara calculated the conditional scoring probabilities for each direction: 18/24 = 0.75 for left, 13/20 = 0.65 for center, and 10/16 = 0.625 for right. Emek noted that simply comparing the numbers of goals could be misleading because the opponent had not attempted the same number of kicks in each direction. The conditional probabilities showed that kicks to the left presented the greatest scoring risk. Overall, the opponent had scored 41 of 60 penalties, about 68.3%, but the left-side rate was noticeably higher. Based on the model, Tara and Emek recommended that the goalkeeper pay particular attention to signs that a kicker was preparing to aim left. Their analysis gave the team a focused defensive strategy for the tournament.




