Our results provide valuable insight into how complicatedness affects different kinds of companies. For instance, we explored whether company size has a significant effect on the level of complicatedness; larger companies, we predicted, would be more complicated. But that proved not to be the case: complicatedness can affect even the smallest companies if their processes, systems, and cultures hamper efforts to respond effectively to changing market conditions and customer demands.