Davis says he'll issue a statement on Tuesday.
The 76-year-old former judge became COO in 2007.
Davis has come under criticism for his $220,000 salary, which is more than the mayor of Philadelphia. Davis was the highest-paid person in New Jersey's executive branch in 2008.
The COO's job was created by a 2002 law as part of a state-funded turnaround effort.