In: Statistics and Probability
Conduct the hypothesis test and provide the test statistic and the critical value, and state the conclusion. A person drilled a hole in a die and filled it with a lead weight, then proceeded to roll it 200 times. Here are the observed frequencies for the outcomes of 1, 2, 3, 4, 5, and 6, respectively: 25, 27, 45, 40, 26, 37. Use a 0.025 significance level to test the claim that the outcomes are not equally likely. Does it appear that the loaded die behaves differently than a fair die?
a) The test statistic is
b) The critical value is
c) State the conclusion.
(1)____ Upper H0. There (2)_____ sufficient evidence to support the claim that the outcomes are not equally likely. The outcomes (3)_____ to be equally likely, so the loaded die (4)____ to behave differently from a fair die.
a. The test statistics is 10.72
b. The critical value is 12.8333
c. We do not reject the null hypothesis and do not have sufficient evidence to conclude that loaded die behaves differently than a fair die.
d. There is not sufficient evidence to support the claim that the outcomes are not equally likely. The outcomes are to be equally likely, so the loaded die do not behave differently from a fair die.
Categories | Observed | Expected | (fo-fe)2/fe |
1 | 25 | 200*0.1666667=33.333 | (25-33.333)2/33.333 = 2.083 |
2 | 27 | 200*0.1666667=33.333 | (27-33.333)2/33.333 = 1.203 |
3 | 45 | 200*0.1666667=33.333 | (45-33.333)2/33.333 = 4.083 |
4 | 40 | 200*0.1666667=33.333 | (40-33.333)2/33.333 = 1.333 |
5 | 26 | 200*0.1666667=33.333 | (26-33.333)2/33.333 = 1.613 |
6 | 37 | 200*0.1666667=33.333 | (37-33.333)2/33.333 = 0.403 |
Sum = | 200 | 200 | 10.72 |
(1) Null and Alternative Hypotheses
The following null and alternative hypotheses need to be tested:
Null hypothesis
The outcomes are equally likely
Alternative Hypothesis
Ha: Some of the population proportions differ from the values stated in the null hypothesis
This corresponds to a Chi-Square test for Goodness of Fit.
(2) Rejection Region
The significance level is α=0.025, the number of degrees of freedom is df = 6 - 1 = 5 so then the rejection region for this test is .
(3) Test Statistics
The Chi-Squared statistic is computed as follows:
(4) Decision about the null hypothesis
Since it is observed that , it is then concluded that the null hypothesis is not rejected.
(5) Conclusion
It is concluded that the null hypothesis Ho is not rejected. Therefore, there is NOT enough evidence to claim that some of the population proportions differ from those stated in the null hypothesis, at the α=0.025 significance level.
Therefore, there is NOT enough evidence to claim that the loaded die behaves differently than a fair die.