The IFS calculates that on paper the Scottish system should raise £1.8bn more in 2026/27 than if it had stuck with UK income tax policy but notes that the actual figure is forecast to be just under £1bn because of behavioural responses to higher tax rates and an underlying slowdown in earnings growth in Scotland.