The ranks of the self-employed have swelled over the past two decades, rising from 3.4 million (12.9% of the workforce) in 1998 to 4.8 million (15.1%) in 2017. Yet over the same period, the proportion of self-employed workers paying into a private pension has fallen from 48% to just 16%, according to the Institute for Fiscal Studies.