faither (Scots) comes from Middle English fader, from Old English fæder, from Proto-West Germanic fader, from Proto-Germanic fadēr, from Proto-Indo-European ph₂tḗr, from Proto-Indo-European peh₂- — to protect; to shepherd.
faither (Scots): father