Rayner was born on 28 March 1980 in Stockport, Greater Manchester.[2] She attended Avondale School in Stockport, leaving the school aged 16 after becoming pregnant, and did not obtain any qualifications.[3][4] She later studied part-time at Stockport College, learning British Sign Language, and gaining an NVQ Level 2 in social care.[2][5]