Our findings indicate a potential unintended consequence of the tightening prescription opioid market is an increased likelihood of persons with POUD to engage in illegal behaviors that are potentially related to their drug use. Public health officials and policy makers should consider these trends when deciding how best to allocate resources to combat the opioid epidemic.