The additional variables in the full model add little to the LASSO model’s concordance level. For future research, adding more characteristics of the firms making decisions would potentially be fruitful in pushing the model’s concordance above the 0.80 level,while recognizing that this level of precision in modeling outcomes of complex decisions is very high and rarely achieved.