Burniston was educated at Chapel Allerton school and Leeds Institute of Education, where she gained a first-class Froebel teaching certificate and a speech and drama qualification.
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Froebel College of Education took its name from the 19th-century German educator, and founder of Kindergarten, Friedrich Fröbel (1782 - 1852).