Adjective
Unskilled in geography.
My geographically challenged uncle stated that France is the capital of Paris.
Long-distance; over a great length.
Geographically challenged relationship = long-distance relationship.
Located in an unhospitable place.
This geographically challenged hospital is in the middle of nowhere: it's a 4-hour drive, with no gas stations nearby.