I'm actually familiar with abqwx' location in Albuquerque. It's an essentially-flat neighborhood (perhaps 1/2 or 1 mile square) of essentially-identical homes, almost all of them single-story and flat-roofed. [abqwx, please confirm]. There are 2 or 3 other stations reporting on Weather Underground that are in the same (or adjacent) neighborhood, so conditions should be "identical" at all of them - and another dozen or so within perhaps 1 mile. The official Albuquerque International Airport station is within 2 miles, and has similar altitude and flat geography. I can't see anything obvious in terms of terrain or nearby objects (houses, factories, etc.) that would have the effect described.
The suggestion of verifying it with another thermometer (even a very cheap one) is good, of course - but I'm betting this is a "sensor/circuitry" issue.
abqwx, have you physically examined the temperature/humidity sensor? Bugs, spider webs, crud, etc.?