Gautam D. answered 05/16/23
Ready for help in your field.
To solve this problem, we'll perform the following calculations:
(a) Mean change score:
To find the mean change score, we sum up all the change scores and divide by the total number of scores.
Change scores: 3, 8, -1, 2, 0, 4, -3, 1, -1, 5, 4, -2
Mean = (3 + 8 - 1 + 2 + 0 + 4 - 3 + 1 - 1 + 5 + 4 - 2) / 12
Mean = 32 / 12
Mean ≈ 2.67
Therefore, the mean change score is approximately 2.67.
(b) Standard deviation:
To find the standard deviation, we need to calculate the variance first. The variance is the average of the squared differences from the mean.
Change scores: 3, 8, -1, 2, 0, 4, -3, 1, -1, 5, 4, -2
Variance = [(3 - 2.67)^2 + (8 - 2.67)^2 + (-1 - 2.67)^2 + (2 - 2.67)^2 + (0 - 2.67)^2 + (4 - 2.67)^2 + (-3 - 2.67)^2 + (1 - 2.67)^2 + (-1 - 2.67)^2 + (5 - 2.67)^2 + (4 - 2.67)^2 + (-2 - 2.67)^2] / 12
Variance = (0.4489 + 28.2249 + 17.9521 + 0.1089 + 7.1289 + 1.7289 + 26.1025 + 1.7289 + 17.9521 + 5.2889 + 1.7289 + 21.5729) / 12
Variance ≈ 130.52 / 12
Variance ≈ 10.8767
Standard deviation = √Variance
Standard deviation = √10.8767
Standard deviation ≈ 3.296
Therefore, the standard deviation for this sample is approximately 3.296.
(c) Median change score:
To find the median change score, we need to arrange the change scores in ascending order and find the middle value.
Change scores: -3, -2, -1, -1, 0, 1, 2, 3, 4, 4, 5, 8
Since there are 12 scores, the middle value is the average of the 6th and 7th scores.
Median = (1 + 2) / 2
Median = 3 / 2
Median = 1.5
Therefore, the median change score is 1.5.
(d) Change score 2.2 standard deviations below the mean:
To find the change score that is 2.2 standard deviations below the mean, we subtract 2.2 times the standard deviation from the mean.
Change score = Mean - (2.2 * Standard deviation)
Change score = 2.67 - (2.2 * 3.296)
Change score = 2.67 - 7.2512
Change score ≈ -4.5812
Therefore, the change score that is 2.2 standard deviations below the mean is approximately -4.6.