In: Statistics and Probability
In the counseling literature, it appears that one thing that is important in counseling is the amount of empathy that a therapist displays towards a client. After reading this literature, a counseling psychologist is interested in the role of empathy specifically on clients with anxiety. In order to predict the change in anxiety based on a counselor’s empathy, the counselor observes several therapists and clients during counseling sessions. The researcher measures the amount of time that therapist displays empathy toward the client. In addition, the counselor measures the amount of anxiety symptoms the client displays over the course of a week. Use the following data to create a data file and to answer the questions below.
Empathy in seconds |
Anxiety Symptoms |
354 |
5 |
607 |
2 |
132 |
13 |
276 |
2 |
286 |
12 |
543 |
4 |
389 |
8 |
201 |
13 |
378 |
9 |
645 |
2 |
321 |
10 |
276 |
14 |
391 |
9 |
462 |
4 |
357 |
5 |
422 |
7 |
102 |
17 |
328 |
8 |
357 |
6 |
486 |
3 |
Questions:
ΣX | ΣY | Σ(x-x̅)² | Σ(y-ȳ)² | Σ(x-x̅)(y-ȳ) | |
total sum | 7313.00 | 153.00 | 373350.55 | 374.55 | -9533.45 |
mean | 365.65 | 7.65 | SSxx | SSyy | SSxy |
SSE= (SSxx * SSyy - SS²xy)/SSxx =
131.1148
std error ,Se = √(SSE/(n-2)) =
2.6989
...............
b)
Sample size, n = 20
here, x̅ = Σx / n= 365.650
ȳ = Σy/n = 7.650
SSxx = Σ(x-x̅)² = 373350.5500
SSxy= Σ(x-x̅)(y-ȳ) = -9533.5
estimated slope , ß1 = SSxy/SSxx =
-9533.45/373350.55= -0.0255
intercept,ß0 = y̅-ß1* x̄ = 7.65- (-0.0255
)*365.65= 16.9868
Regression line is, Ŷ= 16.987 +
( -0.026 )*x
.....
c)
Predicted Y at X= 115 is
Ŷ= 16.98682 +
-0.02553 *115= 14.050 ~ 14
..................
Please let me know in case of any doubt.
Thanks in advance!
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