A study was conducted to explore the relationship of students' performance on a particular college mathematics achievement test (Y) to two factors. Factor 1 (X₁) is the teacher's rating (1-10, a higher rating means more effective) on the effectivity of strategies used in discussing the lesson related to the test. Factor 2 (X₂) on the other hand is the quality of mathematics background as reflected by the students' general weighted average in all mathematics courses undertaken in the senior high school. Here is the collected data. 7 1 10 5 7 45 386 Teachers Rating (X) SHS GWA (X₂) 75 80 79 91 94 87 93 75 81 92

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
Question

Course/Subject: Statistics

Title: Correlation and Simple Linear Regression

Please help me answer the activity.

A study was conducted to explore the relationship of students' performance on a particular college
mathematics achievement test (Y) to two factors. Factor 1 (X₁) is the teacher's rating (1-10, a higher rating
means more effective) on the effectivity of strategies used in discussing the lesson related to the test. Factor
2 (X₂) on the other hand is the quality of mathematics background as reflected by the students' general
weighted average in all mathematics courses undertaken in the senior high school. Here is the collected
data.
Teachers Rating (X)
SHS GWA (X₂)
386
7 1 10 5 7 45
75 80 79 91 94 87 93 75 81 92
Score in the Achivement Tear (1) 87 60 96 77 80 89 88 75 94 85
A. Compute the correlation coefficient between (1) Y and X₁ and (2) Y and X₂ to identify
which factor is related to students' performance. Complete the following before
providing the coefficients.
$_$_$]). g.
SXX₂ =
=
-=(
)
SXX₂=
-8
-21.00.
SYY=y-
(22)
SX₂Y =
71
X
SX₂Y
VXY
=ĹXuY-
SX,Y
(SXX, ) (SYY)
=
(
"1
)(
Transcribed Image Text:A study was conducted to explore the relationship of students' performance on a particular college mathematics achievement test (Y) to two factors. Factor 1 (X₁) is the teacher's rating (1-10, a higher rating means more effective) on the effectivity of strategies used in discussing the lesson related to the test. Factor 2 (X₂) on the other hand is the quality of mathematics background as reflected by the students' general weighted average in all mathematics courses undertaken in the senior high school. Here is the collected data. Teachers Rating (X) SHS GWA (X₂) 386 7 1 10 5 7 45 75 80 79 91 94 87 93 75 81 92 Score in the Achivement Tear (1) 87 60 96 77 80 89 88 75 94 85 A. Compute the correlation coefficient between (1) Y and X₁ and (2) Y and X₂ to identify which factor is related to students' performance. Complete the following before providing the coefficients. $_$_$]). g. SXX₂ = = -=( ) SXX₂= -8 -21.00. SYY=y- (22) SX₂Y = 71 X SX₂Y VXY =ĹXuY- SX,Y (SXX, ) (SYY) = ( "1 )(
SX,Y
FX,Y = √(Sxx.) (SYY)
)
)(
Brief Interpretation:
B. Estimate a linear regression line between Y and the factor more related to it (based
from the results in A). After which, compute the coefficient of determination and
interpret the result. Also, predict the performance of a student if teachers rating is 9 or
his GWA is 83. Assume that the given data does violate any residual assumption.
Mean of the independent variable:
Mean of the dependent variable:
-8-
b₂=( )-( )( )-
The estimated regression line is
This mean that
R²_b. SXY (100%) =) (100%) =
()
SYY
This mean that
Prediction:
Transcribed Image Text:SX,Y FX,Y = √(Sxx.) (SYY) ) )( Brief Interpretation: B. Estimate a linear regression line between Y and the factor more related to it (based from the results in A). After which, compute the coefficient of determination and interpret the result. Also, predict the performance of a student if teachers rating is 9 or his GWA is 83. Assume that the given data does violate any residual assumption. Mean of the independent variable: Mean of the dependent variable: -8- b₂=( )-( )( )- The estimated regression line is This mean that R²_b. SXY (100%) =) (100%) = () SYY This mean that Prediction:
Expert Solution
steps

Step by step

Solved in 5 steps

Blurred answer
Similar questions
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman