Fergie is a feminine form and a diminutive of Ferguson. Ferguson is an Irish and Scottish name, derived from the Old Gaelic name 'Fearghus', made up of two words – 'fear', which means 'man', and 'ghus', which means 'vigor or force'. The 'son' at the end denotes that the bearer is the 'son of Fearghus'.