Question #286569

Survey tests on leadership skills and on self-concept were administered to student-leaders. Both tests use a 10 point Likert Scale with 10 indicating the highest score for each test. Predict the leadership skill of a student leader whose self-concept skill is 1.5. Scores for the student-leaders on the tests follow



Student Code A B C D E F G H I J



Self-concept 9.5 9.2 6.3 4.1 5.4 8.3 7.8 6.8 5.6 7.1



Leadership Skill 9.2 8.8 7.3 3.4 6.0 7.8 8.8 7.0 6.5 8.3

1
Expert's answer
2022-01-12T07:55:44-0500

Following is the regression equation to predict the leadership skill:

Y=a+bXY=a+bX

Where;

b=nΣXYΣXΣYnΣX2(ΣX)2b=\frac{n\Sigma XY-\Sigma X \Sigma Y}{n\Sigma X^2-(\Sigma X)^2}


a=ΣYbΣXna=\frac{\Sigma Y-b\Sigma X}{n}

The table below summarizes the calculation of inputs:




b=(10×537)(70.1×73.1)(10×518.29)(70.1)2=0.914b=\frac{(10\times537)-(70.1\times73.1)}{(10\times518.29)-(70.1)^2}=0.914


a=73.1(0.914×70.1)10=0.905a=\frac{73.1-(0.914\times70.1)}{10}=0.905


Then, regression equation is:


Y=0.905+0.914XY=0.905+0.914X


If self-concept skill of a student is 1.5. Scores for the student-leaders then his leadership skill is:


Y=0.905+(0.914×1.5)=2.28Y=0.905+(0.914\times1.5)=2.28





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