{ "dataset": "OULAD (Open University Learning Analytics)", "source": "https://analyse.kmi.open.ac.uk/open_dataset", "doi": "10.1038/sdata.2017.171", "access": "FREE download (check DOI for current URL)", "scale": "32,593 students, 22 courses, ~174K assessment records", "tables": { "studentInfo.csv (32,593 rows)": { "id_student": "int", "gender": "str M/F", "region": "str UK", "highest_education": "str", "imd_band": "str (SES proxy)", "age_band": "str", "disability": "str Y/N", "final_result": "str" }, "studentAssessment.csv (~174K rows) WARNING: ASSESSMENT-LEVEL NOT ITEM-LEVEL": { "id_assessment": "int", "id_student": "int", "score": "float 0-100 PER ENTIRE ASSESSMENT (not per question)", "date_submitted": "int" }, "assessments.csv (~206 rows)": { "id_assessment": "int", "assessment_type": "TMA/CMA/Exam", "weight": "float %" } }, "has_demographics": true, "has_item_responses": false, "limitation": "NO item-level responses. Assessment-level only. Cannot do item-level DIF." }