| Study | Year | Predictive features | Accuracy (%) |
| [42] | 2015 | Attendance, internal grade, computer skills, school level, mobile, tuition, type of school, type of board, and gender | 65.1 | [3] | 2016 | Age, section, program, method, place of birth, transport, subject, motivation level, homework, tuition, parent education, attendance, communication, GPA, quiz, assignment, lab test, and final exam | 86 | [60] | 2017 | List of subjects and grades | 83.6 | [19] | 2018 | Gender, age, admission, attendance, study mode, program, education status, book resources, and quiz | 72.4 | [15] | 2018 | CGPA, high risk, coursework, examination, plagiarism count, campus access, and off-campus access | 90 | [49] | 2015 | Number of views/post of student, course information, student information, submitted assignments, and progress of assignments | 96.9 |
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