Every employer I've ever worked for or even heard of that pays employees either hourly or salary wages with benefit packages always makes it a point to include their cost for both added together when stating their cost of labor in dollars per employee.
To me this clearly implies that although benefit packages may be directly paid for by and through an employer, the money used to pay for them is actually the employee's as part of their total earnings package.
