If you received unemployment compensation and did not have tax withheld, you may end up owing taxes when filing your federal income tax return for 2020. Unemployment compensation is taxable Income and must be reported on your 2020 federal income tax return. Taxable benefits include any of the special unemployment compensation authorized under the Coronavirus