WASHINGTON—Last year’s big tax cut is about to start shrinking.

The Internal Revenue Service on Thursday announced the tax code’s parameters for 2019, implementing a new method for making inflation adjustments that will result in higher tax payments—and government revenue—over time.

The shift will cost Americans $133.5 billion over a decade,...