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mlm_growthcurve's Introduction

MLM_GrowthCurve

Dataset description:

This project uses the “drvisits” dataset. In 1997 Germany reformed their healthcare system to try to reduce costs. Ninety percent of the population is enrolled in this healthcare system and it is publically funded. ThesedatatrackasampleoftheGermanpopulationbeforeandafterthe reform. Theoutcomeofinterestis numvisit, the number of doctor visits in the last 3 months before the interview. Additional variables collected are: age and education (in years) ; married (0/1); self-reported health status (badh==1 if bad health); loginc is log of household income; reform (0==pre; 1==post); id – subject identifier. Note, there are at most two records for any one id, and in some cases there is just one.

Step 1: Evaulate the need for transformation of variables

Step 2: Examine the distributions of outcome variable

Step 3: Clean some variables and generate some interactions for subsequent models

Step 4: Perform a one sample (Paired) t-test on the difference between pre- and post- reform outcomes

Step 5: Fit an initial MLM model

Step 6: Evaluate models

Step 7: Make predictions

Step 8: Critique results

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