You sure do! Unemployment Insurance Benefits allow for up to 15% of automatic deduction for taxes. However, as a rule you should put aside minimum of 25% of your Gross (pre-tax) unemployment benefit. Set aside a new savings account for the additional 10%. Nothing worse than getting a bill from the IRS after a year of being out of work!