Math Problem Statement
A simple random sample of front-seat occupants involved in car crashes is obtained. Among 2975 occupants not wearing seat belts, 35 were killed. Among 7864 occupants wearing seat belts, 16 were killed. Compute a 95% confidence interval to investigate whether occupants not wearing seat belts are more likely to be killed in a car crash.
We can be 95% confident that front-seat occupants not wearing seatbelts are between
Solution
To compute a 95% confidence interval for the difference in proportions of fatalities between occupants not wearing seat belts and those who are, we can follow these steps:
-
Define the proportions:
- : Proportion of fatalities among occupants not wearing seat belts.
- : Proportion of fatalities among occupants wearing seat belts.
Given:
- (not wearing seat belts)
- (fatalities not wearing seat belts)
- (wearing seat belts)
- (fatalities wearing seat belts)
Calculate the proportions:
-
Calculate the difference in proportions:
-
Calculate the standard error (SE) of the difference:
-
Calculate the 95% confidence interval: The critical value for a 95% confidence interval from the standard normal distribution (Z-distribution) is approximately 1.96.
The confidence interval (CI) is given by:
Thus, we can be 95% confident that front-seat occupants not wearing seat belts are between 0.57% and 1.39% more likely to be killed in a car crash compared to those wearing seat belts.
Questions for Further Exploration:
- What are the implications of these findings for public safety policies?
- How does the sample size impact the confidence interval?
- What assumptions are made in this analysis?
- How would the confidence interval change with different sample sizes?
- Are there any other factors that could influence the likelihood of fatalities in car crashes?
Tip:
When interpreting confidence intervals, remember that they provide a range of values that likely contain the true parameter, but do not guarantee that the parameter lies within this range for every sample.
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Math Problem Analysis
Mathematical Concepts
Statistics
Probability
Confidence Intervals
Formulas
Proportion: p = x / n
Standard Error: SE = sqrt((p1(1 - p1) / n1) + (p2(1 - p2) / n2))
Confidence Interval: CI = (p1 - p2) ± Z * SE
Theorems
Central Limit Theorem
Suitable Grade Level
Grades 11-12
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