Question: Critical Thinking Assignment (125 points) Using the Framingham Heart Study dataset provided, perform the ANOVA multivariable linear regression analysis using BMI as a continuous variable.

Critical Thinking Assignment (125 points)

Using the Framingham Heart Study dataset provided, perform the ANOVA multivariable linear regression analysis using BMI as a continuous variable. Before conducting the analysis, be sure that all participants have complete data on all analysis variables.

Describe how each characteristic is related to BMI.

  • Discuss the alpha, p-value, and F statistics and what you notice about their significance levels.
  • Discuss any differences that you notice concerning the significance of any of the independent variables.

H0The BMI is not related to the patient characteristics of Glucose, Angina, Stroke, CVD, and Hypertension in the Framingham Heart Study. (Null Hypothesis)

H1The BMI is related to the patient characteristics of Glucose, Angina, Stroke, CVD, and Hypertension in the Framingham Heart Study. (Alternative Hypothesis)

  • Your paper must be written with, an introduction, a discussion where you interpret the meaning of the ANOVA test, and a conclusion should be included.
  • Your submission should be pages to discuss and display your findings.
  • Provide support for your statements with in-text citations from a minimum of two scholarly, peer-reviewed articles. One of these sources may be from the class readings, textbook, or lectures, but the others must be external. The Saudi Digital Library is a good place to find these sources and should be your primary resource for conducting research.
  • Follow APA 7th edition and Saudi Electronic University writing standards.
SUMMARY OUTPUT
Regression Statistics
Multiple R 0.241249667
R Square 0.058201402
Adjusted R Square 0.057710933
Standard Error 3.918711205
Observations 9607
ANOVA
df SS MS F Significance F
Regression 5 9111.258994 1822.251799 118.66479 3.4E-122
Residual 9601 147435.8124 15.35629751
Total 9606 156547.0714
Coefficients Standard Error t Stat P-value Lower 95% Upper 95%
Intercept 23.44617215 0.151335873 154.9280531 0 23.14952 23.74282
GLUCOSE 0.009897347 0.00987347 6.145799677 8.27E-05 0.006741 0.013054
ANYCHD 0.435672486 0.435672486 3.744920952 0.0001815 0.207628 0.663717
STROKE 0.036815872 0.036815872 0.21955736 0.8262206 -0.29188 0.365508
CVD 0.520424124 0.520424124 4.381645341 1.19E-05 0.287603 0.753246
HYPERTEN 1.829475184 1.829475184 19.71856351 7.05E-85 1.647608 2.011342

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