Question
Aresearcherisinterestedincomparingtheperformanceandaptitudesoflawstudents for statisticalmethods,depending ontheclustertheyareregisteredin. Since there are more than two clusters in the program, she decides to test different hypothesesbycomparingthemeanfinalgrade(outof100points)obtainedbystudentsfromagivenpairofclusters,usingdatafromFall2000asasample.Tosimplifymatters, she renamedtheclusters #1,#2,#3,etc.inthedataforconfidentialitypurposes. Sheloo ksfirstatthedescriptivestatisticsfo
Aresearcherisinterestedincomparingtheperformanceandaptitudesoflawstudents for statisticalmethods,depending ontheclustertheyareregisteredin.
Since there are more than two clusters in the program, she decides to test different hypothesesbycomparingthemeanfinalgrade(outof100points)obtainedbystudentsfromagivenpairofclusters,usingdatafromFall2000asasample.Tosimplifymatters, she renamedtheclusters #1,#2,#3,etc.inthedataforconfidentialitypurposes.
Shelooksfirstatthedescriptivestatisticsforthegradesofpeopleinclusters#1and#2:
Cluster1 Cluster2
Mean | 79.0289323 | Mean | 77.4 |
StandardError | 2.375690812 | StandardError | 2.352617525 |
Median | 79 | Median | 78 |
Mode | 79 | Mode | 81 |
StandardDeviation | 9.472778844 | StandardDeviation | 8.82435044 |
SampleVariance | 89.73353903 | SampleVariance | 77.86916069 |
Kurtosis | 1.825855777 | Kurtosis | 2.370477133 |
Skewness | -1.020508722 | Skewness | -1.051488911 |
Range | 38 | Range | 6 |
Minimum | 52 | Minimum | 51 |
Maximum | 94 | Maximum | 96 |
Sum | 1172 | Sum | 1122 |
Count 15 Count 15
Giventhemeansforeachcluster, theresearcherstates thefollowinghypotheses:
H0:thereisnodifferencebetweenthemeansofpeople fromcluster1andpeople fromcluster2 H1: the mean for people in cluster 1 is higher than the mean for people in cluster 2
- Whatversionofat-test(one-tailedortwo-tailed)wouldbemostappropriatetotrytofind support for this research hypothesis? Briefly state why.
Theresultsforthet-testareasfollows: | ||
Cluster1 | Cluster2 | |
Mean | 79.0289323 | 77.4 |
Variance | 89.73353903 | 77.86916069 |
Observations | 15 | 15 |
PooledVariance | 83.87619048 | |
HypothesizedMeanDifference | 0 | |
df | 28 | |
tStat | 0.498379342 | |
P(T<=t)one-tail | 0.311054567 | |
tCriticalone-tail | 1.701130934 | |
P(T<=t)two-tail | 0.622109134 |
tCriticaltwo-tail 2.048407142
2. Lookingattheresults, canshereject thenullhypothesis?Be specific.
Nowconsiderthefollowingresults fromatwo-samplet-testconductedtocomparethemeans forclusters#3and#4.
Cluster3 | Cluster4 | |
Mean | 72.53333333 | 77.8 |
Variance | 78.40952381 | 96.31428571 |
Observations | 15 | 15 |
PooledVariance | 87.36190476 | |
HypothesizedMeanDifference | 0 | |
df | 28 | |
tStat | -1.543 | |
P(T<=t)one-tail | 0.067 | |
tCriticalone-tail | 1.701 | |
P(T<=t)two-tail | 0.134 | |
tCriticaltwo-tail | 2.048 |
3. Supposethattheresearcherisusingatwo-tailedtest.Whatisthecriteria to"pass"thetest(i.e., to reject the null hypothesis)?
4. Atthelevelofsignificanceused(=0.05), isthedifferencebetweenthegroups'means statistically significant? Justify.
5. Atthelevelofsignificanceused(=0.05),isthemeanforthe#4groupstatisticallysignificantly larger than the mean for the #3 group? Justify.
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