Yes if you simply assert an upside down reality, this is a good solution.

However, people actually move toward higher COL areas as their income permits them to.

If more income meant people moved away from high COL areas, cities wouldn't exist. We'd have a flat distribution of people across approximately all land with ultra-low COL and ultra-low productivity everywhere.