Using SPSS answer the following Determine the multiple regression equation for the data. Interpret the coefficient of determination.
Inverse Normal Distribution
The method used for finding the corresponding z-critical value in a normal distribution using the known probability is said to be an inverse normal distribution. The inverse normal distribution is a continuous probability distribution with a family of two parameters.
Mean, Median, Mode
It is a descriptive summary of a data set. It can be defined by using some of the measures. The central tendencies do not provide information regarding individual data from the dataset. However, they give a summary of the data set. The central tendency or measure of central tendency is a central or typical value for a probability distribution.
Z-Scores
A z-score is a unit of measurement used in statistics to describe the position of a raw score in terms of its distance from the mean, measured with reference to standard deviation from the mean. Z-scores are useful in statistics because they allow comparison between two scores that belong to different normal distributions.
The UWI student association published an evaluation of the courses taught during Semester 1 of AY2020/21. Students in each course completed an evaluation in which they rated a number of different aspects of the course on a 5-point scale (1= very bad to 5=excellent)” Five variables obtained are:
- Rating – overall rating of the course.
- CC – rating of teaching skills of the CC.
- assessments – quality of assessments given
- knowledge – rating of the instructor’s knowledge of the material
- grade - student’s anticipated grade for the course (1=F to 5=A)
|
Rating |
CC |
Assessments |
Knowledge |
Grade |
|
4.5 |
3.4 |
3.9 |
2.9 |
4.5 |
|
2.8 |
4.1 |
3.2 |
3.8 |
3.7 |
|
3.9 |
4.5 |
3 |
3.2 |
3.8 |
|
5 |
4.8 |
3.9 |
3.9 |
3.4 |
|
1.8 |
3.1 |
1.2 |
2.8 |
2.7 |
|
3.4 |
2.5 |
4 |
3.6 |
4.2 |
|
4.7 |
4.7 |
4 |
3.2 |
3.8 |
|
2.2 |
3.8 |
2.8 |
2.7 |
4.5 |
|
3.8 |
4.4 |
4.5 |
3.9 |
4.7 |
|
4.6 |
4.5 |
4.7 |
4.6 |
4.1 |
|
3.2 |
2.7 |
3.1 |
3.2 |
3.8 |
|
3.1 |
3.9 |
4.4 |
3.3 |
3.5 |
|
4.8 |
4.6 |
3.7 |
5 |
3.6 |
|
3.7 |
3.5 |
4.2 |
3.1 |
4.1 |
|
4 |
4.7 |
3.7 |
4.2 |
3.8 |
|
4.6 |
4.5 |
4.7 |
4.6 |
4.1 |
|
3.2 |
2.7 |
3.1 |
3.2 |
3.8 |
|
3.1 |
3.9 |
4.4 |
3.3 |
3.5 |
|
4.8 |
4.6 |
3.7 |
5 |
3.6 |
|
3.7 |
3.5 |
4.2 |
3.1 |
4.1 |
Using SPSS answer the following
- Determine the multiple regression equation for the data.
- Interpret the coefficient of determination.
Step by step
Solved in 2 steps with 1 images
