Why is resistance across my arm-span so much less than across my face?
Your skin surface resistance is what varies greatly.   It will be affected by things like sweat, salt, and skin oils.

edit:

Skin oils can add a more resistive layer.

edit:

Try different distances in the same parts and like distances in different parts.