Mathematical Studies Standard Level for the IB Diploma GDC worksheet: IBopoly Students at a college were asked to redesign some well-known games. In Dillon’s game, IBopoly, you move around the board based on the total score you get when two six-sided dice are rolled. Dillon also designed a special dice-rolling machine to use for his game. Each outcome on an individual die is equally likely. (a) What is the probability of getting a total score of 4 on the two dice? The following table gives the expected frequency of each possible total, given that the two dice are rolled 180 times. Total score Expected frequency 2 5 3 10 4 15 5 20 6 25 7 30 8 25 9 20 10 15 11 10 12 5 Dillon wants to see if using his dice-rolling machine will affect the outcome of the game, so he conducts his own trials, rolling the dice 180 times using his machine: Total score Observed frequency from Dillon’s trials 2 3 4 5 6 7 8 9 10 11 12 9 14 15 13 12 25 20 18 18 20 16 You decide to test, using a χ2 test at the 5% significance level, whether Dillon’s dice-rolling machine might affect the outcome of the game. The critical χ2 value is 18.3. (b) (i) What is the number of degrees of freedom for this test? (ii) Calculate the χ2 goodness-of-fit statistic for Dillon’s data. (iii) Based on the evidence provided by the test, would it be fair to use Dillon’s dice-rolling machine in the game? Give a clear reason for your answer. Method and answer (a) There are three combinations of outcomes on the two dice that will give a total score of 4: (1, 3), (2, 2) and (3, 1) The results from the two dice are independent, and each outcome on an individual die is equally 1 1 1 likely, so P(1, 3) P(1 3) P(1) P(3) 6 6 36 Also, as all outcomes are equally likely, we have P(1, 3) P(2, 2) P(3,1) Therefore P(total 4) P(1, 3) P(2, 2) P(3,1) 1 36 1 1 1 3 1 36 36 36 36 12 Copyright Cambridge University Press 2014. All rights reserved. Page 1 of 2 Mathematical Studies Standard Level for the IB Diploma (b) (i) This is a goodness-of-fit test, so the number of degrees of freedom is total number of outcomes − 1 = 11 − 1 = 10 (b) (ii) Texas TI-84 Casio fx-9750GII Input the data into your GDC. First, go into list mode. Enter the observed frequencies in list 1 and the expected frequencies in list 2 Access the GOF test values (χ2 statistic and p-value). So the χ2 goodness of fit statistic is 50.8. (b) (iii) Since the actual χ2 value, 50.8, is greater than the critical value of 18.3, the result is significant, which means that the expected frequencies obtained from theoretical probability calculations as in part (a) are not a good fit for the observed data. This can also be seen from the p-value, 1.87 107 , which is very small compared to the significance level of 0.05; so, given the results of Dillon’s trials, there is very small chance that the theoretical distribution (independent fair dice leading to the expected frequencies) holds. The results of the χ2 test suggest that using Dillon’s dice-rolling machine will not produce ‘fair’ outcomes of the dice rolls, and will therefore affect the outcome of the game. Copyright Cambridge University Press 2014. All rights reserved. Page 2 of 2