Question
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:
- What can we tell from the overall/omnibus test? What in the results tell us if the predictors are statistically significant?
- What part of the output and accompanying can help us assess variance explained by the model? Are these tests consistent?
- 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?
- What are the odds that a minority member will be committed to healthy lifestyle as compared to a non-minority member?
- What are the odds of being committed to healthy lifestyle for each increase on the stress level?
- Write one to two paragraphs of how you will report this results in finding section of a dissertation or a journal article.
- What statistical assumptions must be met to use logistic regression?
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