Normal school
Blood was born on July 10, 1851, to Isaac Pierce and Sarah (née Fisk) Blood in Hollis, New Hampshire. She attended Framingham Normal School in Massachusetts (now Framingham State University), graduated in 1871, then took post-graduate advanced classes and completed her course of study in 1873. Normal schools trained its students to be teachers.