Introduction The landscape of mathematics education in the UK has transformed dramatically with the rise of online mathematics tutoring. Students across the country now access personalised mathematical support from the comfort of their homes, marking a significant shift in how mathematical concepts are taught and learned. A skilled Online Maths T