1. The anterior cruciate ligament (ACL) is one of the major ligaments in the knee. The ACL is especially important for many sports as it helps provide stability in the knee joint. A group of 24 participants (12 with ACL injuries and 12 without) were randomly selected to participate in a study to investigate balance between those with ACL injuries and those without. Each participant was asked to perform a “Y Balance Test” in which they stand on a leg in the squat position (in the case of the ACL injury group the participants stood on their injured leg) while reaching their other leg out as far as possible in each of three directions that are marked on the ground with tape in a “Y” shape. To control for variation in body sizes each participant had the measurements in each of the three directions compiled into a composite score that was then divided by the participants leg length to convert the measurement into a score out of 100. The results for the participants are recorded below:
ACLinjurygroup 83.1 82.6 90.9 75.3 83.6 89.5 77.1 74.7 80.3 82.9 88.0 84.3
noinjurygroup 86.4 92.3 91.7 95.2 98.0 87.2 89.4 76.5 79.4 87.8 85.9 88.7
Do patients with ACL injuries have a lower average score on the “Y Balance Test” than those without injuries? If needed, you may assume that performance on the “Y Balance Test” is normally distributed, both for patients with ACL injuries and for those without injuries.
(a) [2 marks] Define the parameter(s) of interest using the correct notation. Then, state the null and alternative hypotheses for this study.
(b) [1 mark] Calculate the observed value of the test statistic. State the distribution (and degrees of freedom if needed) it follows.
(c) [1 mark] Compute the p-value or provide a range of appropriate values for the p-value.
(d) [1 mark] Using the significance level α = 0.025, state your conclusions about performance on the “Y Balance Test” between the ACL injury group versus the group with no injuries.
2. Suppose a random group of 8 patients from Question 1 who had ACL injuries were asked to perform the “Y Balance Test”, however this time the patients performed the test once while standing on their injured leg, and then after a 5 minute rest period were asked to perform the test again while standing on their uninjured leg. The results are recorded below:
injured leg score 86.3 85.1 79.2 83.7 82.6 87.3 88.1 89.5
uninjured leg score 89.7 86.0 80.4 80.1 82.6 87.0 89.7 92.4
For patients with ACL injuries are average scores on the “Y Balance Test” different while standing on the injured leg versus the uninjured leg? If needed, you may assume that performance on the “Y Balance Test” is normally distributed on both injured and uninjured legs.
(a) [2 marks] Define the parameter(s) of interest using the correct notation. Then, state the null and alternative hypotheses for this study.
(b) [1 mark] Calculate the observed value of the test statistic. State the distribution (and degrees of freedom if needed) it follows.
(c) [1 mark] Compute the p-value or provide a range of appropriate values for the p-value.
(d) [1 mark] Using the significance level α = 0.10, state your conclusions about performance on the “Y Balance Test” for patients with ACL injuries on their injured versus uninjured legs.
(b) [1 mark] Calculate the observed value of the test statistic. State the distribution (and degrees of freedom if needed) it follows.
(c) [1 mark] Compute the p-value or provide a range of appropriate values for the p-value.
(d) [1 mark] Using the significance level α = 0.10, state your conclusions about performance on the “Y Balance Test” for patients with ACL injuries on their injured versus uninjured legs.
please answer question 2
The first question is to compare means for two independent samples. Independent because different subjects are used in the two data sets. Here we compare the difference of the overall population as a whole
The second question is to compare means for dependent samples. Dependent because same subjects are used in the two data sets. Here we compare individual difference and the test the population of this difference.
Q1
With (1) | Without (2) | X12 | X22 | |
1 | 83.1 | 86.4 | 6905.61 | 7464.96 |
2 | 82.6 | 92.3 | 6822.76 | 8519.29 |
3 | 90.9 | 91.7 | 8262.81 | 8408.89 |
4 | 75.3 | 95.2 | 5670.09 | 9063.04 |
5 | 83.6 | 98 | 6988.96 | 9604 |
6 | 89.5 | 87.2 | 8010.25 | 7603.84 |
7 | 77.1 | 89.4 | 5944.41 | 7992.36 |
8 | 74.7 | 76.5 | 5580.09 | 5852.25 |
9 | 80.3 | 79.4 | 6448.09 | 6304.36 |
10 | 82.9 | 87.8 | 6872.41 | 7708.84 |
11 | 88 | 85.9 | 7744 | 7378.81 |
12 | 84.3 | 88.7 | 7106.49 | 7867.69 |
Total | 992.3 | 1058.5 | 82355.97 | 93768.33 |
Mean =
SD =
With (1) | Without (2) | |
Mean | 82.6917 | 88.2083 |
Variance | 27.3663 | 36.3463 |
n | 12 | 12 |
(a) [2 marks] Define the parameter(s) of interest using the correct notation. Then, state the null and alternative hypotheses for this study.
Do patients with ACL injuries have a lower average score on the “Y Balance Test” than those without injuries? That is if (1) < (2): (1) - (2) < 0. We are comparing two population means.
parameter(s) of interest: The population means of the scores of 'Y Balance Test'
and
test
:
one left sided test
(b) [1 mark] Calculate the observed value of the test statistic. State the distribution (and degrees of freedom if needed) it follows.
assuming the population variances are equal.
State the distribution (and degrees of freedom if needed): The data is assumed to be normal and the population variances are not given so we will use independent samples t-test for difference of population means.
df = 22 (n1+ n2 -2)
Pooled variance =
= 31.8563
Test Stat =
Test Stat = -2.3942
(c) [1 mark] Compute the p-value or provide a range of appropriate values for the p-value.
p-value = P ( > |T.S.| )
= P(t22 > 2.39)
p-value = 0.0128 ................using t-dist tables
(d) [1 mark] Using the significance level α = 0.025, state your conclusions about performance on the “Y Balance Test” between the ACL injury group versus the group with no injuries.
Since p-value < 0.025
we reject the null hypothesis at 2.5%. There is sufficient evidence to conclude that the patients with ACL injuries have a lower average score on the “Y Balance Test” than those without injuries.
experts are complusorily to solve only 1 question.
1. The anterior cruciate ligament (ACL) is one of the major ligaments in the knee. The...
1. The anterior cruciate ligament (ACL) is one of the major ligaments in the knee. The ACL is especially important for many sports as it helps provide stability in the knee joint. A group of 24 participants (12 with ACL injuries and 12 without) were randomly selected to participate in a study to investigate balance between those with ACL injuries and those without. Each participant was asked to perform a “Y Balance Test” in which they stand on a leg...
1. The anterior cruciate ligament (ACL) is one of the major ligaments in the knee. The ACL is especially important for many sports as it helps provide stability in the knee joint. A group of 24 participants (12 with ACL injuries and 12 without) were randomly selected to participate in a study to investigate balarice between those with ACL injuries and those without. Each participant was asked to perform a "Y Balance Test" in which they stand on a leg...
2. Suppose a random group of 8 patients from Question 1 who had ACL injuries were asked to perform the "Y Balance Test”, however this time the patients performed the test once while standing on their injured leg, and then after a 5 minute rest period were asked to perform the test again while standing on their uninjured leg. The results are recorded below: Patient 1 2 3 4 5 6 7 8 injured leg score 86.3 85.1 79.2 83.7...
2. Suppose a random group of 8 patients from Question 1 who had ACL injuries were asked to perform the "Y Balance Test”, however this time the patients performed the test once while standing on their injured leg, and then after a 5 minute rest period were asked to perform the test again while standing on their uninjured leg. The results are recorded below: Patient injured leg score uninjured leg score 1 2 3 4 5 6 7 8 86.3...
1. The anterior cruciate ligament (ACL) is one of the major ligaments in the knee. The ACL is especially important for many sports as it helps provide stability in the knee joint. A group of 24 participants (12 with ACL injuries and 12 without) were randomly selected to participate in a study to investigate balarice between those with ACL injuries and those without. Each participant was asked to perform a "Y Balance Test" in which they stand on a leg...
Suppose a random group of 8 patients who had and didn't have knee injuries were asked to perform a “Y Balance Test”, where the patients performed the test once while standing on their injured leg, and then after a 5 minute rest period were asked to perform the test again while standing on their uninjured leg. The results are recorded below: For patients with knee injuries are average scores on the “Y Balance Test” different while standing on the injured...
1. A group of 24 participants (12 with knee injuries and 12 without) were randomly selected to participate in a study to investigate balance between those with knee injuries and those without. Each participant was asked to perform a “Y Balance Test” in which they stand on a leg in the squat position (in the case of the knee injury group the participants stood on their injured leg) while reaching their other leg out as far as possible in each...
The anterior cruciate ligament (ACL) runs diagonally in the middle of the knee. An article reported results for 85 young athletes who suffered anterior cruciate ligament (ACL) injuries. Of the 85 injuries, 55 were to the left knee and 30 were to the right knee. Can you conclude that more than half of ACL injuries are to the left knee? Find the P-value and state a conclusion. The P-value is We (Click to select) conclude that more than half of...
1. An 18-year-old high school football player suffered a torn anterior cruciate ligament (ACL) in the state playoffs. After undergoing repair, he found it difficult to ambulate with the knee brace. Weighing close to 140 kg (approximately 300 pounds), the athlete found it difficult to stand and balance on one leg. His mother was unable to support him by herself. After 1 week, the young man began to have increased pain and swelling in the calf of his affected leg....
1. Identify the test statistic. Z=_____(Round to two decimal places as needed.) Identify the P-value. P=_____(Round to three decimal places as needed.) What is the conclusion based on the hypothesis test? The P-value is (1)_____ the significance level of α=0.05, so (2)_____ the null hypothesis. There (3)_____ evidence to warrant rejection of the claim that women and men have equal success in challenging calls. b. Test the claim by constructing an appropriate confidence interval. The 95% or 99% confidence interval...