In: Statistics and Probability
An article in the October 11, 2006, issue of the Washington Post claimed that 15% of high school students used cursive writing on the essay portion of the SAT exam in the academic year 2005-2006 (Pressler, 2006). Suppose you take a random sample from those exams and see what proportion of the sample used cursive writing for the essay. Assume the sample size is 180 do the following:
Solution:
Given:
Claim: 15% of high school students used cursive writing on the essay portion of the SAT examination in the academic year 2005-2006
Sample Size = 180
Part A) Determine what π and N are.
proportion of high school students used cursive writing on the essay portion of the SAT examination in the academic year 2005-2006
and
N = Sample Size = 180
Part B) Describe the sampling distribution.
Since sample size N = 180 is large, so sampling distribution of sample proportion would be approximately Normal.
Part C) Show that the CLT holds.
CLT means Central limit theorem.
Assumptions of CLT are:
and
Thus we get:
and
Since both assumptions are satisfied, CLT holds.
Part D) What does the CLT say about the sampling distribution?
CLT shows that the sampling distribution of sample proportion is approximately Normal with mean of sample proportions is and standard deviation of sample proportion is :
Part E) What is the probability of obtaining a sample where more than half of the students wrote their essay in cursive?
That is we have to find:
Thus find z score :
Thus we get:
Since Z = 13.15 is too large and area under z =13.15 is approximately 100% that is: 1.0000
That is: P(Z < 13.15) = 1.0000
Thus we get:.
Thus the probability of obtaining a sample where more than half of the students wrote their essay in cursive is 0.0000
Part F) What is the probability of obtaining a sample where between 10% and 25% wrote their essay in cursive?
That is we have to find:
Find z scores for 0.10 and 0.25:
Thus we get:
Look in z table for z = 3.7 and 0.06 as well as for z = -1.8 and 0.08
and find corresponding area.
P( Z < 3.76) = 0.99992
P( Z < -1.88) =0.0301
Thus we get:
Part G) What is the probability of obtaining a sample where less than 12% of the students wrote their essay in cursive?
Thus we get:
Look in z table for z = -1.1 and 0.03 and find area.
P( Z < -1.13) = 0.1292
Thus we get: