In: Statistics and Probability
In a recent issue of Consumer Reports, Consumers Union reported on their investigation of bacterial contamination in packages of name brand chicken sold in supermarkets.
Packages of Tyson and Perdue chicken were
purchased. Laboratory tests found campylobacter contamination in 35
of the 75 Tyson packages and 22 of the 75 Perdue
packages.
Question 1. Find 90% confidence intervals for the proportion of Tyson packages with contamination and the proportion of Perdue packages with contamination (use 3 decimal places in your answers).
lower bound of Tyson interval
upper bound of Tyson interval
lower bound of Perdue interval
upper bound of Perdue interval
Question 2. The confidence intervals in question 1
overlap. What does this suggest about the difference in the
proportion of Tyson and Perdue packages that have
bacterial contamination? One submission only; no
exceptions
The overlap suggests that there is no significant difference in the proportions of packages of Tyson and Perdue chicken with bacterial contamination.
Even though there is overlap, Tyson's sample proportion is higher than Perdue's so clearly Tyson has the greater true proportion of contaminated chicken.
Question 3. Find the 90% confidence interval for the difference in the proportions of Tyson and Perdue chicken packages that have bacterial contamination (use 3 decimal places in your answers).
lower bound of confidence interval
upper bound of confidence interval
Question 4. What does this interval suggest about
the difference in the proportions of Tyson and
Perdue chicken packages with bacterial
contamination? One submission only; no
exceptions
We are 90% confident that the interval in question 3 captures the true difference in proportions, so it appears that Tyson chicken has a greater proportion of packages with bacterial contamination than Perdue chicken.
Tyson's sample proportion is higher than Perdue's so clearly Tyson has the greater true proportion of contaminated chicken.
Natural sampling variation is the only reason that Tyson appears to have a higher proportion of packages with bacterial contamination.
Question 5. The results in questions 2 and 4 seem contradictory. Which method is correct: doing two-sample inference, or doing one-sample inference twice? One submission only; no exceptions
one-sample inference
twice-two-sample inference
Question 6. Why don't the results agree? 2 submission only; no exceptions
Tyson chicken is sold in less sanitary supermarkets.
If you attempt to use two confidence intervals to assess a difference between proportions, you are adding standard deviations. But it's the variances that add, not the standard deviations. The two-sample difference-of-proportions procedure takes this into account.
Different methods were used in the two samples to detect bacterial contamination.
The one- and two-sample procedures for analyzing the data are equivalent; the results differ in this problem only because of natural sampling variation.
1) The point estimate for the proportion of contaminated tyson package is
The point estimate for the proportion of contaminated Perdue package is
The confidence interval for the proportion
for 90% confidence
confidence intervals for the proportion of Tyson packages with contamination
confidence intervals for the proportion of Perdue packages with contamination
2)
the overlaps suggest that there is no significant difference in the proportions of packages of Perdue and Tyson with bacterial contamination. Even though there is overlap, Tyson's sample proportion is greater than Perdue's. So clearlyTyson has the greater true proportion of contaminated chicken.
3)
4)
Natural sampling variation is the only reason why the Tyson appears to have a higher proportion of packages with bacterial contamination.The Tyson'ssample proportion is higher than Perdue'sso clearly Tyson has the greater true proportion of contaminated chicken. We are 95% confident that the interval in question 3 captures the true difference in proportions, so it appears that Tyson chicken has a greater proportion of packages with bacterial contamination than Perdue chicken.