In: Statistics and Probability
For the following sequence of sample nominal data (with two categories), conduct a runs test for randomness, using α = 0.05.
Y N Y N N Y N Y Y Y N Y N Y N Y Y Y N Y N Y N N Y Y Y Y N Y N Y N Y Y
Identify the value of the TEST STATISTIC used in this runs test.
GIVEN:
The following sequence of sample nominal data with two categories:
Y N Y N N Y N Y Y Y N Y N Y N Y Y Y N Y N Y N N Y Y Y Y N Y N Y N Y Y
Number of Y's
Number of N's
Y N Y N N Y N Y Y Y N Y N Y N Y Y Y N Y N Y N N Y Y Y Y N Y N Y N Y Y
Number of runs
(A run is a sequence within a series in which one of the 2 alternatives occurs on consecutive trials.)
HYPOTHESIS:
The hypothesis is given by,
The sequence is random.
The sequence is not random.
LEVEL OF SIGNIFICANCE:
TEST STATISTIC:
which follows standard normal distribution
where
and
CALCULATION:
Let
Let
Now
CRITICAL VALUE:
The z critical value at significance level is .
CONCLUSION:
Since the calculated z test statistic (2.58) is greater than the z critical value (1.96), we fail to reject null hypothesis and conclude that the sequence is random.