Statistics Help - Confidence Interval

Click For Summary
SUMMARY

In the discussion regarding confidence intervals for nail widths measured by Builder A and Builder B, it was established that Builder A's 95% confidence interval is 1.2 +/- 1.96 * 0.05, while Builder B's is 1.2 +/- 1.96 * 0.005. The correct sample sizes were determined to be n = 1000 for Builder A and n = 10 for Builder B. This conclusion is based on the relationship between margin of error and sample size, confirming that larger margins of error correspond to smaller sample sizes.

PREREQUISITES
  • Understanding of confidence intervals and their calculation
  • Knowledge of margin of error in statistics
  • Familiarity with sample size determination
  • Basic statistical concepts such as variance and standard deviation
NEXT STEPS
  • Study the calculation of confidence intervals in depth
  • Learn about the relationship between sample size and margin of error
  • Explore statistical software tools for calculating confidence intervals, such as R or Python's SciPy library
  • Investigate the implications of equal variances in hypothesis testing
USEFUL FOR

Statisticians, data analysts, students studying statistics, and anyone involved in quality control or sampling methodologies.

Absolut
Messages
19
Reaction score
0
I*m looking for some help with a statistics question:
Builder A and Builder B both take random samples of nails, and the width of the nails are measured in centimetres - Builder A estimates that a 95% confidence interval for the width of the nails is 1.2 +/- 1.96 * 0.05. Builder B estimates that a 95% confidence interval for the width of the nails is 1.2 +/- 1.96 * 0.005. Neither builder had knowledge of the population variance of the widths of the nauks, but the variance of the samples are equal. Assuming that no errors in calculations are made, find the size of Builder As sample and Builder Bs sample.

It's a MCQ - with options as follows:
A) Builder A took a sample of size n = 40, and Builder B took a sample of size n = 4000
B) Builder A took a sample of size n = 4000, and Builder B took a sample of size n = 40
C) Builder A took a sample of size n = 10, and Builder B took a sample of size n = 1000
D) Builder A took a sample of size n = 1000, and Builder B took a sample of size n = 10
E) Builder A took a sample of size n = 100, and Builder B took a sample of size n = 100.

Since the variances are equal, I thought that maybe s/rootx would be equal to s/rooty, for x equal to the size of Builder As sample and y equal to the size of Builder Bs sample, but this turned out to be wrong - since this method yields two possible answers.

Any help is appreciated.
 
Physics news on Phys.org
You are close. The s/sqrt(n_x) and s/sqrt(n_y) are not equal, but they are the numbers that multiply the 1.96 factor in each case
 


The correct answer is D) Builder A took a sample of size n = 1000, and Builder B took a sample of size n = 10.

To understand why this is the correct answer, let's first break down the information given in the question. Both Builder A and Builder B have taken random samples of nails and measured their width in centimeters. They both estimate a 95% confidence interval for the width of the nails, with Builder A's interval being 1.2 +/- 1.96 * 0.05 and Builder B's interval being 1.2 +/- 1.96 * 0.005. This means that Builder A's estimate has a margin of error of 0.05 cm and Builder B's estimate has a margin of error of 0.005 cm.

Now, let's look at the options given. A) Builder A took a sample of size n = 40, and Builder B took a sample of size n = 4000. This cannot be the correct answer because the margin of error for Builder A's estimate is much larger than the margin of error for Builder B's estimate. This would mean that Builder A's sample size should be smaller, not larger, than Builder B's sample size.

B) Builder A took a sample of size n = 4000, and Builder B took a sample of size n = 40. This option also cannot be correct for the same reason as option A.

C) Builder A took a sample of size n = 10, and Builder B took a sample of size n = 1000. This option also cannot be correct because the margin of error for Builder A's estimate is much larger than the margin of error for Builder B's estimate. This would mean that Builder A's sample size should be smaller, not larger, than Builder B's sample size.

E) Builder A took a sample of size n = 100, and Builder B took a sample of size n = 100. This option also cannot be correct because the margin of error for Builder A's estimate is the same as the margin of error for Builder B's estimate. This would mean that both samples should have the same size, which is not the case according to the given information.

This leaves us with option D) Builder A took a sample of size n = 1000, and Builder B took a sample of size n = 10. This is the correct answer because the
 

Similar threads

  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 22 ·
Replies
22
Views
4K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 9 ·
Replies
9
Views
3K
  • · Replies 7 ·
Replies
7
Views
3K
  • · Replies 1 ·
Replies
1
Views
1K
Replies
4
Views
2K
  • · Replies 3 ·
Replies
3
Views
5K
Replies
4
Views
2K