A multiple regression analysis output above are based on Determinants of Teacher's Motivation in Higher Education Institution in Sri Lanka. (Farouk, 2019)

MATLAB: An Introduction with Applications
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ISBN:9781119256830
Author:Amos Gilat
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Table 1: ANOVA
Model
Sum of Squares
df
Mean Square
F
Sig.
1
Regression
35.428
4
8.857
38.005
.000
Residual
57.097
245
.233
Total
92.525
249
a. Dependent Variable: Teacher's Motivation
b. Predictors: (Constant), Rewards & Incentives, Individual Characteristics, Employee Training, Work
Environment
Table 2: Model Summary
Model
R
R
Adjusted R
Std. Error of
Square
Square
the Estimate
1
.619a
.383
.373
.48275
Table 3: Coefficient Analysis
Model
Unstandardized
Standardized
Sig.
Collinearity
Coefficients
Coefficients
Statistics
B
Std.
Beta
Tolerance
VIF
Error
1
(Constant)
.255
.310
.825
.410
Rewards &
.434
.073
.346
5.971
.000
.749
1.335
Incentives
Individual
.305
.083
.215
3.673
.000
.732
1.366
Characteristics
Employee
.170
.050
.188
3.387
.001
.821
1.218
Training
Work
.090
.055
.089
1.648
.101
.869
1.151
Environment
A multiple regression analysis output above are based on Determinants of Teacher's
Motivation in Higher Education Institution in Sri Lanka. (Farouk, 2019)
a. Analyze Table 1 and interpret the findings.
Transcribed Image Text:Table 1: ANOVA Model Sum of Squares df Mean Square F Sig. 1 Regression 35.428 4 8.857 38.005 .000 Residual 57.097 245 .233 Total 92.525 249 a. Dependent Variable: Teacher's Motivation b. Predictors: (Constant), Rewards & Incentives, Individual Characteristics, Employee Training, Work Environment Table 2: Model Summary Model R R Adjusted R Std. Error of Square Square the Estimate 1 .619a .383 .373 .48275 Table 3: Coefficient Analysis Model Unstandardized Standardized Sig. Collinearity Coefficients Coefficients Statistics B Std. Beta Tolerance VIF Error 1 (Constant) .255 .310 .825 .410 Rewards & .434 .073 .346 5.971 .000 .749 1.335 Incentives Individual .305 .083 .215 3.673 .000 .732 1.366 Characteristics Employee .170 .050 .188 3.387 .001 .821 1.218 Training Work .090 .055 .089 1.648 .101 .869 1.151 Environment A multiple regression analysis output above are based on Determinants of Teacher's Motivation in Higher Education Institution in Sri Lanka. (Farouk, 2019) a. Analyze Table 1 and interpret the findings.
b.
From Table 2, explain the total variations of the regression model in this study.
Answer the following questions based on Table 3.
Develop a research framework by indicating relevant independent variables and
dependent variable.
c.
1.
11.
Explain the collinearity diagnostic for each of the independent variables in the study.
...
111.
Analyze Table 3 and interpret the findings.
d.
Discuss FOUR (4) assumptions prior to multiple regression analysis.
Transcribed Image Text:b. From Table 2, explain the total variations of the regression model in this study. Answer the following questions based on Table 3. Develop a research framework by indicating relevant independent variables and dependent variable. c. 1. 11. Explain the collinearity diagnostic for each of the independent variables in the study. ... 111. Analyze Table 3 and interpret the findings. d. Discuss FOUR (4) assumptions prior to multiple regression analysis.
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