Multiple Correlation Activity, Quizzes of Statistics

An example of Multiple Correlation with answers

Typology: Quizzes

2020/2021

Uploaded on 12/12/2021

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ASSIGNMENT 12
MULTIPLE CORRELATION
=====================================================================================
Example: Let X1(Y) = Board Examination Rating (BER)
X2 = Academic Performance in College (APC)
X3= IQ Score
Required : Solve the Adjusted Coefficient of
Multiple Determination and interpret.
r12=n
(
Σ xy
)
−(Σ x )(Σ y)
¿¿¿
=
0.77
r13=n
(
Σ xy
)
−(Σ x )(Σ y)
¿¿¿
=
0.78
r23 =n
(
Σ xy
)
−(Σ x)(Σ y)
¿¿¿
=
0.83
A.
R123
=
0.772+0.7 822
(
0.77
) (
0.7 8
) (
0.83
)
10.832
=
0.5929+0.6084 0.9842
10. 6889
=
1. 20130.9842
0.3111
=
R123
= 0.8353 = 0.84
There is a very high correlation between the board exam rating and the
combination of academic performance in college and IQ score.
B.
R2
= (0.84)2 = 0.6977
C.
RAdj
2
= 1 –
(
1R2
)
(
n1
)
nk1
= 1-
(
10.6977
) (
151
)
1521
RAdj
2
= 1 –
(
10.6977
) (
14
)
1521
X1 X2 X3
78 84 94
70 78 90
73 80 102
82 87 108
85 88 115
75 80 110
75 82 95
83 90 121
76 88 112
86 92 118
72 75 90
84 85 107
80 77 96
88 90 124
77 86 100
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ASSIGNMENT 12 MULTIPLE CORRELATION ===================================================================================== Example: Let X1 ( Y) = Board Examination Rating (BER) X2 = Academic Performance in College (APC) X3= IQ Score Required : Solve the Adjusted Coefficient of Multiple Determination and interpret. r 12 = n ( Σ xy ) −( Σ x )( Σ y ) √¿ ¿ ¿

r 13 = n ( Σ xy ) −( Σ x )( Σ y ) √¿ ¿ ¿

r 2 3 = n ( Σ xy ) −( Σ x )( Σ y ) √¿ ¿ ¿

A. R 123 =

2 +0.7 8 2 − 2 ( 0.77 ) ( 0.7 8 ) ( 0.83 ) 1 −0. 2

√0.5929+^ 0.^6084 −0.

√1.^2013 −0.

R 123 = 0.8353 = 0.

There is a very high correlation between the board exam rating and the combination of academic performance in college and IQ score. B. R 2

2

C. RAdj 2

( 1 − R^2 ) ( n − 1 )

nk − 1

RAdj 2

X1 X2 X 78 84 94 70 78 90 73 80 102 82 87 108 85 88 115 75 80 110 75 82 95 83 90 121 76 88 112 86 92 118 72 75 90 84 85 107 80 77 96 88 90 124 77 86 100

= 0.6473 x 100 = 64. D. Interpretation: 64.73% of the Board Exam Rating is accounted for by the combination of academic performance in college and IQ score of students.