The Children’s Health Insurance Program (CHIP) is a joint federal and state program that provides health coverage to uninsured children in families with incomes too high to qualify for Medicaid, but too low to afford private coverage. Please see the Children’s Annual Enrollment Reports for more information on current and historical enrollment..