No, the shape, style, and neatness of a student’s handwriting do not determine their intelligence or overall capability. Scientific research and child psychology consistently show no correlation between handwriting quality and IQ.
Highly intelligent students often have messy or scribbled handwriting simply because their minds are processing information and racing faster than their hands can write.