Using Machine Learning Techniques to Predict Learner Drop-out Rate in Higher Educational Institutions

Table 3

Attributes ranking using chi-square.

Attributes	Rank
Lecturers encouragement	33.18
SHS counselling	32.94
Majority of lecturers	32.82
CGPA	24.88
Accommodation difficulty	23.03
New learning strategies	21.23
Fees at university difficulty	19.77
Social class	14.10
Guardian education	11.65
Class hours	11.47