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question 10.
a research and development engineer is preparing a report for the board of directors on the battery life of a new cell phone they have produced. at a 95% confidence level,
he has found that the battery life is 3.2 ± 1.0 days. he wants to adjust his findings so the margin of error is as small as possible.
which of the following will produce the smallest margin of error?
a. ○ increase the confidence level to 99%.
b. ○ decrease the confidence level to 90%.
c. ○ take a new sample from the population using the exact same sample size.
d. ○ increase the confidence level to 100%. this will assure that there is no margin of error.
To determine which option produces the smallest margin of error, we analyze the relationship between confidence level and margin of error:
- Option A: Increasing the confidence level (e.g., to 99%) increases the critical value (e.g., z - score or t - score), which increases the margin of error.
- Option B: Decreasing the confidence level (to 90%) decreases the critical value, which decreases the margin of error.
- Option C: Taking a new sample with the same size does not systematically reduce the margin of error (sampling variability remains similar).
- Option D: A 100% confidence level is impossible in practice (it would require including the entire population, and the margin of error would not be zero).
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B. Decrease the confidence level to 90%.