Boys tend to score higher in math while girls tend to score higher in reading
Although there is a gender gap in both math and reading scores, the gap is smaller between genders in math scores than in reading scores.
NAEP reading and math achievement scores in 2008, by gender

Source: U.S. Department of Education, National Assessment of Educational Progress, 2009.