Consider the GPA’s to be independent and its coefficient will become negative. As a result of this, one can assume that having a higher GPA can reduce smoking. The possibility of these results occurring is sustainable through a regression analysis. Can using regression does not lead to having evidence of causation. In terms of considering GPA as independent it could be used as either predictor/independent or criterion in regression to determine if there is significant prediction.
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