Boroughs such as Hammersmith and Fulham, Merton, Wandsworth, and Lambeth have seen particularly sharp declines.
The Education Policy Institute says the capital is expected to continue to see bigger falls than the rest of the country for the next five years.
Researchers say policymakers must adopt strategies to adapt funding and school provision to cope with the problem.
