{"id":"W7113433786","doi":"","title":"Strategies to Improve Higher Education Institutional Performance Through Predictive Analytics Implementation","year":2025,"lang":"","type":"article","venue":"ScholarWorks (Walden University)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning analytics; Higher education; Stakeholder; Thematic analysis; Predictive analytics; Leverage (statistics); Analytics; Grounded theory","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05007723,0.00101158,0.0004802682,0.003072574,0.004355588,0.01546449,0.004144195,0.002069017,0.005375601],"category_scores_gemma":[0.08771235,0.0004488548,0.000879023,0.003611745,0.004495869,0.01501471,0.01383101,0.004269116,0.001766585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008106806,"about_ca_system_score_gemma":0.04571264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006963225,"about_ca_topic_score_gemma":0.007981944,"domain_scores_codex":[0.9671716,0.01890622,0.00130186,0.00167315,0.005795347,0.005151945],"domain_scores_gemma":[0.9339347,0.02482422,0.00717337,0.00778754,0.01463321,0.01164695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001316136,0.002605546,0.07223708,0.001876533,0.0001919953,0.0005455014,0.02830421,0.00996799,0.004096041,0.0857781,0.04509987,0.7491656],"study_design_scores_gemma":[0.0003090986,0.003691673,0.09480622,0.007991299,0.0003610684,0.000618026,0.2429871,0.03906635,0.02183027,0.2022345,0.3854985,0.0006058877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3523162,0.002424357,0.2338908,0.2725672,0.0007810525,0.002964895,0.0003413874,0.005273329,0.1294409],"genre_scores_gemma":[0.9179195,0.001063291,0.07333546,0.003141563,0.0001364422,0.0005064702,0.0001893785,0.0001332371,0.003574659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05007723,"threshold_uncertainty_score":0.2648368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266803346174315,"score_gpt":0.2903628982959011,"score_spread":0.2776948648341579,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}