If you work with clients in different countries or regions, a flat rate everywhere can leave money on the table in high-cost markets and price you out of lower-cost ones. This gives a rough starting-point adjustment, based on broad relative cost-of-living bands, not exact data for any one city.
See also the Rate Calculator and Rate Explorer for setting your base rate in the first place.