In: Statistics and Probability
It is hypothesized that when homing pigeons are disoriented in a certain manner, they will exhibit no preference for any direction of flight after takeoff (so that the direction Xshould be uniformly distributed on the interval from 0° to 360°). To test this, 120 pigeons are disoriented, let loose, and the direction of flight of each is recorded; the resulting data follows. Use the chi-squared test at level 0.10 to see whether the data supports the hypothesis.
Direction | 0?<45° | 45?<90° | 90?<135° | 135?<180° |
---|---|---|---|---|
Frequency | 10 | 17 | 17 | 15 |
Direction | 180?<225° | 225?<270° | 270?<315° | 315?<360° |
---|---|---|---|---|
Frequency | 13 | 20 | 17 | 11 |
State the rejection region and compute the test statistic value.
(Round your answers to three decimal places.)
rejection region | ?2 | ? |
test statistic | ?2 | = |
The null and alternative hypothesis are:
Rejection region
To find the rejection region, first, find chi-square critical value.
To find critical value, we need alpha(level of significance) and degrees of freedom
alpha = 0.10 and degrees of freedom = number of categories - 1 = 8 - 1 = 7
The Chi-square test is a right-tailed test,
By using chi-square table the critical value at 0.10 significance level and DF = 7 is, 12.017
So the rejection region is,
Test statistics:
The formula of Chi-square test statistics is,
where O - observed frequencies which are given in 8 categories
E - Expected frequencies, have to find out it.
n = number of pigeons = 120 and p = 1/8. since there are 8 categories and which are uniformly distributed means equally likely.
E = 120 * (1/8) = 15, each category have same expected frequency.
O | E | (O-E)2 / E |
10 | 15 | 1.666667 |
17 | 15 | 0.266667 |
17 | 15 | 0.266667 |
15 | 15 | 0 |
13 | 15 | 0.266667 |
20 | 15 | 1.666667 |
17 | 15 | 0.266667 |
11 | 15 | 1.266667 |
Sum | 5.466667 |
The chi-square test statistics,