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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