In: Statistics and Probability
ssume that a simple random sample has been selected from a normally distributed population and test the given claim. Identify the null and alternative hypotheses, test statistic, P-value, and state the final conclusion that addresses the original claim. A safety administration conducted crash tests of child booster seats for cars. Listed below are results from those tests, with the measurements given in hic (standard head injury condition units). The safety requirement is that the hic measurement should be less than 1000 hic. Use a 0.05 significance level to test the claim that the sample is from a population with a mean less than 1000 hic. Do the results suggest that all of the child booster seats meet the specified requirement? 760 760 1230 638 594 674
what are the null and alternative hypotheses?
determine the test statistic.
determine the P-value
state the final conclusion that addresses the original claim.
Solution
Final answers are given below. Back-up Theory and Details of calculations follow at the end.
Hypotheses:
Null H0: µ = µ0 = 1000 Vs Alternative HA: µ < 1000 Answer 1
Test statistic: -2.3647 Answer 2
P-value: 0.0322 Answer 3
Final conclusion:
All of the child booster seats meet the specified requirement. Answer 4
Back-up Theory and Details of calculations
Let X = hic measurement
Let µ and σ be respectively the mean and standard deviation of X
Claim: All of the child booster seats meet the specified requirement.
Hypotheses:
Null H0: µ = µ0 = 1000 Vs Alternative HA: µ < 1000
Test statistic:
t = (√n)(Xbar - µ0)/s,
where
n = sample size;
Xbar = sample average;
s = sample standard deviation.
Summary of Excel Calculations is given below:
i |
xi |
1 |
760 |
2 |
760 |
3 |
1230 |
4 |
638 |
5 |
594 |
6 |
674 |
n |
6 |
µ0 |
1000 |
Xbar |
776.0000 |
s |
232.0345 |
tcal |
-2.3647 |
Given α |
0.05 |
tcrit |
-2.0150 |
p-value |
0.032188 |
Distribution, significance level, α , Critical Value and p-value
Under H0, t ~ tn – 1
Critical value = lower α% point of tn – 1.
p-value = P(tn – 1 < tcal)
Using Excel Function, Statistical TDIST p-value is found to be as shown in the above table.
Decision:
Since tcal > tcrit, or equivalently since p-value < α. H0 is rejected.
Conclusion:
There is sufficient evidence to support the claim.
DONE