An Information Processing Approach to Student Retention: A Multivariate perspective

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Mapa mental Examenes calificadores
Danilo Rojas
Mind Map by Danilo Rojas, updated more than 1 year ago
Danilo Rojas
Created by Danilo Rojas almost 8 years ago
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An Information Processing Approach to Student Retention: A Multivariate perspective
  1. Identification of most relevant factors for student retention
    1. First year student
      1. Adams, Banks, Davis & Dickson, 2010;
        1. Hodges et al., 2013;
          1. Willcoxson et al., 2011).
            1. Kairamo, 2012
            2. Minority groups
              1. Gonyea, Shoup & Kuh, 2008
                1. Carter, 2006
                  1. Heilig & Darling-Hammond, 2008
                    1. Allen (1999)
                    2. Womens in engineering
                      1. student retention/attrition
                        1. Grebennikov & Shah, 2012;
                          1. Lodge, 2011
                            1. Roberts, McGill & Hyland, 2012
                              1. Demetriou & Schmitz-Sciborski, 2011
                                1. Troxel, 2010
                                2. Student retention models
                                  1. Spady, 1970,
                                    1. Tinto, 1975, 1993
                                      1. Bean’s Student Attrition Model (1980, 1982
                                        1. Bean & Metzner, 1985
                                      2. Multivariate techniques for student retention
                                        1. Factors identifications
                                          1. Correlation Analysis
                                          2. Prediction
                                            1. Machine Learning and Data Mining
                                              1. 2016 - Use Educational Data Mining to Predict Undergraduate Retention
                                              2. Neuronal Networks
                                                1. Regression alaysis
                                                  1. Astin and his colleagues (1987)
                                                    1. Tross et al. (2000)
                                                      1. Tross et al. (2000)
                                                      2. Logistic regression modeling
                                                        1. Survival Analysis
                                                          1. 2016 - Survival Analysis based Framework for Early Prediction of Student Dropouts
                                                            1. 2016 - Predictors of Retention and Achievement in a Massive Open Online Course
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