Green’s Dictionary of Slang

pencil-head adj.

[pencil head n.]

academic, studious (the over-riding inference is of an inability to function in the ‘real’ world).

[US]N. McCall Makes Me Wanna Holler (1995) 253: Some tweedy, pencil-head white man.