Lanier accepted the Chief of Police position in D.C. almost 10 years ago.
"I came to this difficult decision with mixed emotions, but in the end, I am confident that MPD has the most exceptional police officers and leadership that will continue to move this agency and the city forward," Lanier wrote in an email sent out to the department.