These taxable benefits must also be reported as wages for federal income tax purposes. The chargeable employer is responsible for issuing W-2 forms to employees who receive third-party sick pay. ... Temporary Disability benefits and Unemployment Insurance benefits are not subject to the New Jersey state income tax.