Data Info.txt

Predict students' dropout and academic success
src : https://www.kaggle.com/datasets/thedevastator/higher-education-predictors-of-student-retention/data



Dataset ini memberikan pandangan komprehensif tentang mahasiswa yang terdaftar di berbagai program sarjana yang ditawarkan oleh institusi pendidikan tinggi. Ini mencakup rincian demografis, indikator sosial-ekonomi, dan data kinerja akademis, memungkinkan eksplorasi faktor-faktor potensial yang memengaruhi pengunduran diri mahasiswa dan prestasi akademis. Dataset ini terdiri dari basis data yang berbeda dengan informasi yang relevan yang dikumpulkan saat pendaftaran, termasuk mode aplikasi, status pernikahan, kursus yang dipilih, dan lainnya. Selain itu, dataset ini memfasilitasi penilaian kinerja mahasiswa secara keseluruhan pada akhir setiap semester dengan mempertimbangkan unit kurikulum yang diizinkan dan nilai-nilai yang sesuai. Selain itu, dataset ini menggabungkan indikator ekonomi regional seperti tingkat pengangguran, tingkat inflasi, dan PDB, memberikan gambaran tentang bagaimana variabel ekonomi dapat berkontribusi pada variasi tingkat kelulusan mahasiswa atau keberhasilan akademis. Alat analisis yang kuat ini menjanjikan wawasan berharga tentang faktor-faktor yang mendorong mahasiswa untuk tetap dalam studi mereka atau menghentikan pendidikan mereka di berbagai disiplin, termasuk agronomi, desain, pendidikan, keperawatan, jurnalistik, manajemen, layanan sosial, dan teknologi.

   COLUMN NAME                                             Description 
Marital status	                                The marital status of the student. (Categorical)
Application mode	                                The method of application used by the student. (Categorical)
Application order	                                The order in which the student applied. (Numerical)
Course	                                                The course taken by the student. (Categorical)
Daytime/evening attendance	                Whether the student attends classes during the day or in the evening. (Categorical)
Previous qualification	                                The qualification obtained by the student before enrolling in higher education. (Categorical)
Nacionality	                                The nationality of the student. (Categorical)
Mother's qualification	                                The qualification of the student's mother. (Categorical)
Father's qualification	                                The qualification of the student's father. (Categorical)
Mother's occupation	                                The occupation of the student's mother. (Categorical)
Father's occupation	                                The occupation of the student's father. (Categorical)
Displaced	                                                Whether the student is a displaced person. (Categorical)
Educational special needs	                Whether the student has any special educational needs. (Categorical)
Debtor	                                                Whether the student is a debtor. (Categorical)
Tuition fees up to date	                Whether the student's tuition fees are up to date. (Categorical)
Gender	                                                The gender of the student. (Categorical)
Scholarship holder	                                Whether the student is a scholarship holder. (Categorical)
Age at enrollment	                                The age of the student at the time of enrollment. (Numerical)
International	                                Whether the student is an international student. (Categorical)
Curricular units 1st sem (credited)	The number of curricular units credited by the student in the first semester. (Numerical)
Curricular units 1st sem (enrolled)	The number of curricular units enrolled by the student in the first semester. (Numerical)
Curricular units 1st sem (evaluations)	The number of curricular units evaluated by the student in the first semester. (Numerical)
Curricular units 1st sem (approved)	The number of curricular units approved by the student in the first semester. (Numerical)