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I have inputed all data into an SPSS system I need help answering 3-5. I have attatched the data graphs from SPSS. Questions research question

I have inputed all data into an SPSS system I need help answering 3-5. I have attatched the data graphs from SPSS.

Questions

research question for the problem described above. Identify and label the independent and dependent variables.

Research Question:

- Does the years of higher experience of an employee indicate a higher annual salary compared to less years of experience.

IV: Experience

DV: Annual Salary

2. Use the data provided to produce data input and output files to answer the research question.

3. Determine and explain the values on your output for (R), (R2), (adjusted R2), and (shrinkage).

4. Should you reject any of your bivariate null hypotheses or your model null hypothesis based upon the significance levels? Write the statements of these null hypotheses and explain the effect size and bivariate correlation between the predictors.

5. Determine and explain whether any of the predictors add significantly to the regression prediction model? Calculate an example regression predicted score.

Regression

Notes

Output Created

20-APR-2023 12:45:10

Comments

Input

Active Dataset

DataSet1

Filter

Weight

Split File

N of Rows in Working Data File

21

Missing Value Handling

Definition of Missing

User-defined missing values are treated as missing.

Cases Used

Statistics are based on cases with no missing values for any variable used.

Syntax

REGRESSION /DESCRIPTIVES MEAN STDDEV CORR SIG N /MISSING LISTWISE /STATISTICS COEFF OUTS R ANOVA COLLIN TOL /CRITERIA=PIN(.05) POUT(.10) /NOORIGIN /DEPENDENT AnnualIncome /METHOD=ENTER Experienceyears Hoursweek.

Resources

Processor Time

00:00:00.03

Elapsed Time

00:00:00.00

Memory Required

2896 bytes

Additional Memory Required for Residual Plots

0 bytes

Descriptive Statistics

Mean

Std. Deviation

N

AnnualIncome

52900.0000

14875.89007

20

Experienceyears

9.1500

5.40248

20

Hoursweek

42.7000

2.88554

20

Correlations

AnnualIncome

Experienceyears

Hoursweek

Pearson Correlation

AnnualIncome

1.000

.969

.576

Experienceyears

.969

1.000

.496

Hoursweek

.576

.496

1.000

Sig. (1-tailed)

AnnualIncome

.

<.001

.004

Experienceyears

.000

.

.013

Hoursweek

.004

.013

.

N

AnnualIncome

20

20

20

Experienceyears

20

20

20

Hoursweek

20

20

20

Variables Entered/Removeda

Model

Variables Entered

Variables Removed

Method

1

Hoursweek, Experienceyearsb

.

Enter

a. Dependent Variable: AnnualIncome

b. All requested variables entered.

Model Summary

Model

R

R Square

Adjusted R Square

Std. Error of the Estimate

1

.976a

.952

.946

3455.83067

a. Predictors: (Constant), Hoursweek, Experienceyears

ANOVAa

Model

Sum of Squares

df

Mean Square

F

Sig.

1

Regression

4001522984.965

2

2000761492.482

167.529

<.001b

Residual

203027015.035

17

11942765.590

Total

4204550000.000

19

a. Dependent Variable: AnnualIncome

b. Predictors: (Constant), Hoursweek, Experienceyears

Coefficientsa

Model

Unstandardized Coefficients

Standardized Coefficients

t

Sig.

Collinearity Statistics

B

Std. Error

Beta

Tolerance

VIF

1

(Constant)

2385.808

12837.813

.186

.855

Experienceyears

2497.779

169.001

.907

14.780

<.001

.754

1.326

Hoursweek

647.764

316.415

.126

2.047

.056

.754

1.326

a. Dependent Variable: AnnualIncome

Collinearity Diagnosticsa

Model

Dimension

Eigenvalue

Condition Index

Variance Proportions

(Constant)

Experienceyears

Hoursweek

1

1

2.832

1.000

.00

.02

.00

2

.167

4.123

.00

.77

.00

3

.002

40.596

1.00

.21

1.00

a. Dependent Variable: AnnualIncome

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