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A principal investigator interested in predicting commitment to healthy lifestyle of recovering heart patients has recruited you as a research assistant to help with running

A principal investigator interested in predicting commitment to healthy lifestyle of recovering heart patients has recruited you as a research assistant to help with running data analysis. The commitment of patients to healthy lifestyle is coded as (0 =No, 1 = Yes). The study has one indicator variable: minority status (0 =No, 1 = Yes). In addition, educational level measured in years in school (EDUC) and the M and G Stress Test (STRESS) scored on a 1 to 5 scale, with higher scores indicating greater levels of stress were included to assess if these variables could reliably predict commitment to healthy lifestyle.

Based on the data provided, run a binary logistic regression analysis and answer the following questions:

  1. What can we tell from the overall/omnibus test? What in the results tell us if the predictors are statistically significant?
  2. What part of the output and accompanying can help us assess variance explained by the model? Are these tests consistent?
  3. Which part of the results/output tell us whether variable(s) provide a unique contribution to the prediction? What can you say about the contributions of each variable?
  4. What are the odds that a minority member will be committed to healthy lifestyle as compared to a non-minority member?
  5. What are the odds of being committed to healthy lifestyle for each increase on the stress level?
  6. Write one to two paragraphs of how you will report this results in finding section of a dissertation or a journal article.
  7. What statistical assumptions must be met to use logistic regression?

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