In: Statistics and Probability
1. Many investors and financial analysts believe the Dow Jones
Industrial Average (DJIA) gives a good barometer of the overall
stock market. On January 31, 2006, 9 of the 30 stocks making up the
DJIA increased in price (The Wall Street Journal, February 1,
2006). On the basis of this fact, a financial analyst claims we can
assume that 30% of the stocks traded on the New York Stock Exchange
(NYSE) went up the same day.
A sample of 65 stocks traded on the NYSE that day showed that 28
went up.
You are conducting a study to see if the proportion of stocks that
went up is is significantly more than 0.3. You use a significance
level of α=0.01α=0.01.
What is the test statistic for this sample? (Report answer accurate
to three decimal places.)
test statistic =
What is the p-value for this sample? (Report answer accurate to
four decimal places.)
p-value =
The p-value is...
This test statistic leads to a decision to...
As such, the final conclusion is that...
2. You are concerned that nausea may be a side effect of
Tamiflu, but you cannot just give Tamiflu to patients with the flu
and say that nausea is a side effect if people become nauseous.
This is because nausea is common for people who have the flu. From
past studies you know that about 30% of people who get the flu
experience nausea. You collected data on 1685 patients who were
taking Tamiflu to relieve symtoms of the flu, and found that 553
experienced nausea. Use a 0.01 significance level to test the claim
that the percentage of people who take Tamiflu for the relief of
flu symtoms and experience nausea is greater than
30%.
a) Identify the null and alternative
hypotheses?
H0 Select an answer p = p ≠ p < p > p ≤ p ≥ μ = μ ≠ μ < μ
> μ ≤ μ ≥
H1: Select an answer p = p ≠ p < p > p ≤ p ≥ μ = μ
≠ μ < μ > μ ≤ μ ≥
b) What type of hypothesis test should you conduct
(left-, right-, or two-tailed)?
c) Identify the appropriate significance
level.
d) Calculate your test statistic. Write the result
below, and be sure to round your final answer to two decimal
places.
e) Calculate your p-value. Write the result below,
and be sure to round your final answer to four decimal
places.
f) Do you reject the null hypothesis?
g) Select the statement below that best represents
the conclusion that can be made.
h) Can we conclude that nausea a side effect of
Tamiflu?
1) H0: P = 0.3
H1: P > 0.3
= 28/65 = 0.431
The test statistic z = ( - p)/sqrt(p(1 - p)/n)
= (0.431 - 0.3)/sqrt(0.3 * 0.7/65)
= 2.3
P-value = P(Z > 2.3)
= 1 - P(Z < 2.3)
= 1 - 0.9893 = 0.0107
Since the p-value is greater than the significance level (0.0107 > 0.01), so we should not reject the null hypothesis.
There is sufficient evidence to warrant rejection of the claim that the proportion of stocks that went up is more than 0.3.
2) H0: p = 0.3
H1: p > 0.3
B) right-tailed
C) The significance level = 0.01
D) = 553/1685 = 0.328
The test statistic z = ( - p)/sqrt(p(1 - p)/n)
= (0.328 - 0.3)/sqrt(0.3 * 0.7/1685)
= 2.51
E) P-value = P(Z > 2.51)
= 1 - P(Z < 2.51)
= 1 - 0.9940 = 0.006
F) Since the p-value is less than the significance level (0.006 < 0.01), so we should reject the null hypothesis.
We reject the null hypothesis since the p-value is less than the significance level.
G) There is not sufficient evidence to warrant rejection of the claim that the percentage of people who experience nausea is greater than 30%.
H) Yes.