Many Practical Studies are Carried Out to Investigate Factors Affecting College: Quantitative Assignment, SMU, Singapore

University Singapore Management University (SMU)
Subject Quantitative

Question 2

Many practical studies are carried out to investigate factors affecting college students’ performance. The focus of this research is that student performance in intermediate examination is linked with students’ outlines consisted of his approach towards communication, learning facilities, proper guidance, and family stress.

The research is based on student profiles developed on the bases of information and data collected through assessment from students of a group of private colleges.  The tables below provide descriptive and regression statistics:

Table 1: Descriptive Statistics

 

N

 

Minimum

 

Maximum

 

Mean

Std. Deviation
Student Performance 155 1.00 5.00 3.7903 .98672
Communication 155 1.20 5.00 4.1626 .50390
Learning Facilities 155 1.25 5.00 4.2597 .67713
Proper Guidance 155 1.00 5.00 4.1462 .89659
Family Stress 155 3.167 5.000 4.28172 .396398
Valid N (listwise) 155
Student Performance  

Communication

Learning Facilities Proper Guidance Family Stress
Student Performance Pearson Correlation 1 .132** .137*

 

.040

155

.200*

 

.013

155

-.020

 

.809

155

Sig. (2-tailed) .002

155

N 155
Communication Pearson Correlation on

Sig. (2-tailed)

.132**

 

.002

1 .157

 

.051

.176*

 

.028

.139

 

.085

N 155 155 155 155 155
Learning Facilities Pearson Correlation .137* .157 1 .571**

 

.000

.245**

 

.002

Sig. (2-tailed) .040 .051
N 155 155 155 155 155
Proper Guidance Pearson Correlation .200* .176* .571**

 

.000

1 .055

 

.498

Sig. (2-tailed) .013 .028
N 155 155 155 155 155
Family Stress Pearson Correlation

 

Sig. (2-tailed)

-.020

 

.809

.139

 

.085

.245**

 

.002

155

.055

 

.498

155

1
N 155 155 155

Table 2 : Correlations

*. Correlation is significant at the 0.05 level (2-tailed).

**. Correlation is significant at the 0.01 level (2-tailed).

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          Table 3 : Model Summary

 

Model

 

R

 

R Square

Adjusted R Square Std. Error of the Estimate
1 .229a .553 .427 0.0021

a. Predictors: (Constant), Family Stress, Proper Guidance, Communication, Learning Facilities

  Table 4: ANOVA

 

Model

Sum of Squares  

df

Mean Square  

F

 

Sig.

1 Regression 7.889 4 1.972 20.083 .026a
Residual 142.046 150 .947
Total 149.935 154

  Table 5: Coefficients

 

 

Model

Unstandardized Coefficients Standardized Coefficients  

 

t

 

 

Sig.

B Std. Error Beta
1 (Constant) 2.514 1.038 2.423 .017
Communication .204 .160 .104 1.279 .003
LearningFacilities .160 .146 .041 .413 .020
Proper Guidance .177 .108 .161 1.642 .103
Family Stress -.132 .207 -.053 -.638 .524

                   Dependent Variable: Student Performance

  • Write the five hypotheses to examine the level of significance of the relationships between the independent variables and the dependent variable.
  • Provide a detailed interpretation of the output of the descriptive and inference statistics provided in Tables 1-5, elaborating on the descriptive statistics, the correlation between the independent variables and dependent variable, significance of the regression coefficients and model fit.
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