The NJ SWF payroll tax is a tax that is paid by employers in New Jersey. The tax is used to fund the Supplemental Workforce Fund (SWF), which provides financial assistance to workers who are unemployed, underemployed, or dislocated from their jobs. The SWF payroll tax is paid by employers on a quarterly basis.