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D. Describe the implications of your data analysis from the scenario by doing the following: 1. State the null hypothesis for this linear regression analysis.

D. Describe the implications of your data analysis from the scenario by doing the following:

1. State the null hypothesis for this linear regression analysis.

2. Interpret the results of the data analysis by doing the following:

a. Discuss the goodness of fit with the supporting test statistic from your linear regression analysis output.

b. Discuss the significance of the independent variable(s) with support from your linear regression analysis results.

c. Create the linear equation and explain its purpose using your analysis results.

3. Discuss a limitation of the research that could affect a recommended course of action.

4. Recommend a course of action that aligns with your linear regression analysis results.

Multiple R 0.839168643
R Square 0.704204011
Adjusted R Square 0.695504129
Standard Error 0.62867577
Observations 36
ANOVA
df SS MS F Significance F
Regression 1 31.99179262 31.99179 80.94409 1.62589E-10
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.839168643
R Square 0.704204011
Adjusted R Square 0.695504129
Standard Error 0.62867577
Observations 36
ANOVA
df SS MS F Significance F
Regression 1 31.99179262 31.99179262 80.94409 1.63E-10
Residual 34 13.4379296 0.395233224
Total 35 45.42972222
Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0%
Intercept 5.240613967 0.291093339 18.00320813 5.89E-19 4.649041 5.832186806 4.649041 5.832187
Program Participation Rate (%) -0.089138734 0.009907724 -8.996893213 1.63E-10 -0.10927 -0.069003817 -0.10927 -0.069
RESIDUAL OUTPUT
Observation Predicted Nurse Attrition Rate (%) Residuals

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