The name derives from the Scottish Gaelic Baile Ghobhainn, meaning "blacksmith's stead" (cf also Govan in Glasgow from the same Celtic root).
The place name comes from the Scottish Gaelic term Baile Ghobhainn, which translates to "blacksmith's home." Similarly, the name of Govan in Glasgow is also rooted in this Celtic linguistic heritage.