In the 2019-20 school year, 117 students attended Madison Avenue Baptist Academy.
Students at Madison Avenue Baptist Academy are 38% Hispanic, 32% African American, 23% Two or more races, 3% Not Specified, 3% White, 2% Pacific Islander.