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If you use the Internet, haveyou ever paid to access or download music? This was oneof the questions of interest in a recent Pew Internet and American Life Project Survey (October ). Telephoneinterviews were conducted on a representative sample of adults living in the United States. For this sample, adults admitted that they have paid to download music.

a.Use the survey information to find a point estimatefor the true proportion of U.S. adults who have paid todownload music.

b.Find an interval estimate for the proportion, part a.Useconfidence interval.

c.Give a practical interpretation of the interval,part b.Your answer should begin with “We areconfident. . ..”

d.Explain the meaning of the phrase “confident.”

e.How many more adults need to be sampled to reducethe margin of error in the confidence interval by half?

Short Answer

Expert verified

a. The true proportion of point estimate is

CI=X¯±z×σn

b. For confidence interval, the interval estimate is given by

CI=X¯±1.645×σn

c. It is applied for downloading music.

d. The meaning of90%confidence interval is that it is interpreted for paid to download music users.

e. So, there are 90%adults need to be sampled to reduce the margin of error

Step by step solution

01

Given information

Given that telephone interviews were conducted on a representative sample of adults living in the United States. For this sample,adults admitted that they have paid to download music.

02

(a) Find the point estimate of the true proportion

The true proportion of the point estimate is given by

CI=X¯±z×σn

03

(b) Find an interval estimate of the confidence interval

Forconfidence interval, the interval is given by

CI=X¯±1.645×σn

Here the z score isz=1.645

04

(c) Write the practical interpretation of the confidence interval

For90%confidence interval, the interval is given by

CI=X¯±1.645×σn

Here the Z score isz=1.645

Here the total sample size n=1003 and the mean is given by

X¯=i=1nXin=5061003=0.504

And the variance is unknown. So here we have to find the variance. Then it is given by

0.90=0.504±1.645×σ100328.503=15.96+1.645σσ=12.5431.645σ=7.624

So, here in this problem, to interpret that for confidence interval, it is applied for paid to download music.

05

(d) Explain the meaning of confidence interval

The meaning of confidence interval is that it is interpreted for paid to download music users.

06

(e) Find how many adults need to be sampled to reduce the margin of error in the confidence interval by half

For 90%confidence interval, the interval estimate is given by

CI=X¯±1.645×σn=0.504±1.645×7.62431.67=0.504+0.394=0.907

And

CI=0.504-0.394=0.11

So, there are90%adults need to be sampled to reduce the margin of error.

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Cybersecurity survey. Refer to the State of Cybersecurity (2015) survey of firms from around the world, Exercise 1.20 (p. 50). Recall that of the 766 firms that responded to the survey, 628 (or 82%) expect to experience a cyberattack (e.g., a Malware, hacking, or phishing attack) during the year. Estimate the probability of an expected cyberattack at a firm during the year with a 90% confidence interval. Explain how 90% is used as a measure of reliability for the interval.

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The vessel arrived at a Massachusetts port with 11,000 bags of scallops, from which the harbormaster randomly selected 18 bags for weighing. From each such bag, his agents took a large scoopful of scallops; then, to estimate the bag’s average meat per scallop, they divided the total weight of meat in the scoopful by the number of scallops it contained. Based on the 18 [numbers] thus generated, the harbormaster estimated that each of the ship’s scallops possessed an average of 139 of a pound of meat (that is, they were about seven percent lighter than the minimum requirement). Viewing this outcome as conclusive evidence that the weight standard had been violated, federal authorities at once confiscated 95 percent of the catch (which they then sold at auction). The fishing voyage was thus transformed into a financial catastrophe for its participants. The actual scallop weight measurements for each of the 18 sampled bags are listed in the table below. For ease of exposition, Barnett expressed each number as a multiple of of a pound, the minimum permissible average weight per scallop. Consequently, numbers below 1 indicate individual bags that do not meet the standard. The ship’s owner filed a lawsuit against the federal government, declaring that his vessel had fully complied with the weight standard. A Boston law firm was hired to represent the owner in legal proceedings, and Barnett was retained by the firm to provide statistical litigation support and, if necessary, expert witness testimony.

0.93

0.88

0.85

0.91

0.91

0.84

0.90

0.98

0.88

0.89

0.98

0.87

0.91

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1.14

1.06

0.93

  1. Recall that the harbormaster sampled only 18 of the ship’s 11,000 bags of scallops. One of the questions the lawyers asked Barnett was, “Can a reliable estimate of the mean weight of all the scallops be obtained from a sample of size 18?” Give your opinion on this issue.
  2. As stated in the article, the government’s decision rule is to confiscate a catch if the sample mean weight of the scallops is less than 136 of a pound. Do you see any flaws in this rule?
  3. Develop your own procedure for determining whether a ship is in violation of the minimum-weight restriction. Apply your rule to the data. Draw a conclusion about the ship in question.

Evaporation from swimming pools. A new formula for estimating the water evaporation from occupied swimming pools was proposed and analyzed in the journal Heating Piping/Air Conditioning Engineering (April 2013). The key components of the new formula are number of pool occupants, area of pool’s water surface, and the density difference between room air temperature and the air at the pool’s surface. Data were collected from a wide range of pools for which the evaporation level was known. The new formula was applied to each pool in the sample, yielding an estimated evaporation level. The absolute value of the deviation between the actual and estimated evaporation level was then recorded as a percentage. The researchers reported the following summary statistics for absolute deviation percentage: x¯=18, s=20. Assume that the sample containedn=15 swimming pools

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b. Repeat part a for water specimens that do not contain oil.

c. Based on the results, parts a and b, make an inference about biodegradation at the mine reservoir.

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