Refer to the Journal of Applied Psychology (Jan. 2011) study of the determinants of task performance. In addition to conscientiousness score and , the researchers also used emotional stability score, organizational citizenship behavior score, and counterproductive work behavior score to model y = task performance score. One of their concerns is the level of multicollinearity in the data. A matrix of correlations for all possible pairs of independent variables follows. Based on this information, do you detect a moderate or high level of multicollinearity? If so, what are your recommendations?
Conscientiousness
Job Complexity
Emotional Stability
Organizational Citizenship
Counterproductive Work