Question
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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