The renowned figure best known for her advocacy in education reform is Malala Yousafzai. She gained international recognition after surviving an assassination attempt by the Taliban for her outspoken support of girls' education. Malala's relentless efforts have inspired global movements towards education accessibility, leading her to co-author the memoir "I Am Malala" and become the youngest Nobel Prize laureate in 2014.