Are any taxes paid on the money contributed by employees?
Yes. Contributions made by employees are treated as wages for purposes of Social Security and Medicare employment taxes, as well as unemployment taxes. Some states and local municipalities may also include these amounts as wages for tax purposes. However, they are exempt from Federal Income Taxes until distributed to the employee.