Applying Academic Analytics Developing a Process for Utilizing Bayesian Networks to Predict Stopping Out Among Community College Students

[1]  B. McCall,et al.  A Temporal Investigation of Factors Related to Timely Degree Completion , 2002 .

[2]  Wesley R. Habley,et al.  Increasing Persistence: Research-based Strategies for College Student Success , 2012 .

[3]  P. Bahr.  Student Flow Between Community Colleges: Investigating Lateral Transfer , 2012 .

[4]  Rebecca Zwick,et al.  Predicting College Grades and Degree Completion Using High School Grades and SAT Scores: The Role of Student Ethnicity and First Language , 2005 .

[5]  William S. Cleveland,et al.  Visualizing Data , 1993 .

[6]  Jacob Cohen.  A Coefficient of Agreement for Nominal Scales , 1960 .

[7]  Joseph G. Ibrahim,et al.  Bayesian Survival Analysis , 2004 .

[8]  Russell G. Almond,et al.  Modeling Diagnostic Assessments with Bayesian Networks , 2007 .

[9]  Phil Ice,et al.  Data Changes Everything: Delivering on the Promise of Learning Analytics in Higher Education. , 2012 .

[10]  Ian Witten,et al.  Data Mining , 2000 .

[11]  S. Andrieu,et al.  The influence of prices on graduate student persistence , 1993 .

[12]  R. Kline.  Principles and practice of structural equation modeling, 3rd ed. , 2011 .

[13]  D. Fuqua,et al.  Factors Predictive of Student Completion in a Collegiate Honors Program , 2008 .

[14]  William B. Fetters,et al.  Variables Involved in Withdrawal During the First Two Years of College: Preliminary Findings from the National Longitudinal Study of the High School Class of 1972 , 1978 .

[15]  Robert J. Mislevy,et al.  The role of probability-based inference in an intelligent tutoring system , 2005, User Modeling and User-Adapted Interaction.

[16]  L. Hagedorn,et al.  Correlates of Retention for African-American Males in Community Colleges , 2001, Minority Student Retention.

[17]  John B. Willett,et al.  From Whether to When: New Methods for Studying Student Dropout and Teacher Attrition , 1991 .

[18]  John M. Braxton,et al.  Understanding and Reducing College Student Departure , 2004 .

[19]  B. Tabachnick,et al.  Using multivariate statistics, 5th ed. , 2007 .

[20]  Ernest T. Pascarella,et al.  How college affects students : findings and insights from twenty years of research , 1992 .

[21]  Ernest T. Pascarella,et al.  How College Affects Students: A Third Decade of Research. Volume 2. , 2005 .

[22]  Robert M. Gonyea,et al.  Unmasking the Effects of Student Engagement on First-Year College Grades and Persistence , 2008 .

[23]  A. Haddad.  Editorial welcome , 1986 .

[24]  Juan Carlos Calcagno,et al.  Stepping Stones to a Degree: The Impact of Enrollment Pathways and Milestones on Community College Student Outcomes , 2006 .

[25]  Stella M. Flores,et al.  College Persistence among Undocumented Students at a Selective Public University: A Quantitative Case Study Analysis , 2009 .

[26]  Michael K. McLendon,et al.  Rethinking College Student Retention , 2013 .

[27]  Vincent Tinto,et al.  Completing College: Rethinking Institutional Action , 2012 .

[28]  Cristina Conati,et al.  Modelling Learning in an Educational Game , 2005, AIED.

[29]  Robert L. Winkler,et al.  An Introduction to Bayesian Inference and Decision , 1972 .

[30]  A. Astin,et al.  Attrition Among College Students , 1968 .

[31]  J. Petrosko,et al.  The School-to-College Transition in the Context of Educational Reform: Student Retention and the State Policy Process , 2006 .

[32]  Mehmed Kantardzic,et al.  Data Mining: Concepts, Models, Methods, and Algorithms , 2002 .

[33]  Jim Reye,et al.  Student Modelling Based on Belief Networks , 2004, Int. J. Artif. Intell. Educ..

[34]  Gloria Crisp,et al.  Hispanic Student Success: Factors Influencing the Persistence and Transfer Decisions of Latino Community College Students Enrolled in Developmental Education , 2010 .

[35]  Terry T. Ishitani.  Studying Attrition and Degree Completion Behavior among First-Generation College Students in the United States , 2006 .

[36]  Alicia H. Nordstrom,et al.  Associations among Peer Relationships, Academic Achievement, and Persistence in College , 2010 .

[37]  Alexander W. Astin,et al.  Preventing students from dropping out , 1975 .

[38]  John P. Campbell,et al.  Academic Analytics: A New Tool for a New Era. , 2007 .

[39]  José-Luis Pérez-de-la-Cruz,et al.  A Bayesian Diagnostic Algorithm for Student Modeling and its Evaluation , 2002, User Modeling and User-Adapted Interaction.

[40]  P. Murtaugh,et al.  PREDICTING THE RETENTION OF UNIVERSITY STUDENTS , 1999 .

[41]  F. S. Freeman.  Predicting Academic Survival , 1931 .

[42]  C. Y. Peng,et al.  Logistic Regression Analysis and Reporting: A Primer , 2002 .

[43]  N. Denzin,et al.  Introduction: The Discipline and Practice of Qualitative Research. , 2005 .

[44]  D. Hand.  A History of Probability and Statistics and Their Applications before 1750 , 1990 .

[45]  R. Perrine,et al.  Impact of a Pre-Semester College Orientation Program: Hidden Benefits? , 2008 .

[46]  Iryna Johnson,et al.  Student Swirl at a Single Institution: The Role of Timing and Student Characteristics , 2012 .

[47]  Leo Breiman,et al.  Statistical Modeling: The Two Cultures (with comments and a rejoinder by the author) , 2001, Statistical Science.

[48]  J. Schofield,et al.  Sense of Belonging as a Predictor of Intentions to Persist Among African American and White First-Year College Students , 2007 .

[49]  Xueli Wang.  Baccalaureate Attainment and College Persistence of Community College Transfer Students at Four-Year Institutions , 2009 .

[50]  Alberto Salguero,et al.  Factors influencing university drop out rates , 2009, Comput. Educ..

[51]  Vassilis Loumos,et al.  Dropout prediction in e-learning courses through the combination of machine learning techniques , 2009, Comput. Educ..

[52]  John Patrick Campbell.  Utilizing student data within the course management system to determine undergraduate student academic success: An exploratory study , 2007 .

[53]  Effects of Coping Styles on College Persistence Decisions among Latino Students in Two Year Colleges , 2003 .

[54]  Dale J. Prediger.  Application of Moderated Scoring Keys to Prediction of Academic Success , 1966 .

[55]  S. Schwartz,et al.  Leaving College: Rethinking the Causes and Cures of Student Attrition , 1987 .

[56]  David Maxwell Chickering,et al.  Learning Bayesian Networks: The Combination of Knowledge and Statistical Data , 1994, Machine Learning.

[57]  A. Caison,et al.  ANALYSIS OF INSTITUTIONALLY SPECIFIC RETENTION RESEARCH: A Comparison Between Survey and Institutional Database Methods , 2007 .

[58]  Keiji Kanazawa,et al.  A model for reasoning about persistence and causation , 1989 .

[59]  Rong Chen,et al.  Exploring the Effects of Financial Aid on the Gap in Student Dropout Risks by Income Level , 2008 .

[60]  Michael P. Lillis.  Faculty Emotional Intelligence and Student-Faculty Interactions: Implications for Student Retention , 2011 .

[61]  J. Kruschke.  Doing Bayesian Data Analysis: A Tutorial with R and BUGS , 2010 .

[62]  Trudy H. Bers,et al.  Persistence of community college students: The influence of student intent and academic and social integration , 1991 .

[63]  Serge Herzog,et al.  Estimating Student Retention and Degree-Completion Time: Decision Trees and Neural Networks Vis-a-Vis Regression. , 2006 .

[64]  Mary Jane Feldman,et al.  Factors associated with one-year retention in a community college , 1993 .

[65]  Harley F. Garrett.  A Review and Interpretation of Investigations of Factors Related to Scholastic Success in Colleges of Arts and Science and Teachers Colleges , 1949 .

[66]  Dursun Delen,et al.  Predicting Student Attrition with Data Mining Methods , 2011 .

[67]  Ryan S. Baker,et al.  The State of Educational Data Mining in 2009: A Review and Future Visions. , 2009, EDM 2009.

[68]  P. Mort.  The General Uses of Psychological Tests , 1932 .

[69]  D. Irvine.  MULTIPLE PREDICTION OF COLLEGE GRADUATION FROM PRE-ADMISSION DATA , 1966 .

[70]  Tim Menzies,et al.  Learning patterns of university student retention , 2011, Expert Syst. Appl..

[71]  J. Singer,et al.  Applied Longitudinal Data Analysis , 2003 .

[72]  Najoua Essoukri Ben Amara,et al.  Characterization of Dynamic Bayesian Network , 2012, ArXiv.

[73]  Tony Clark,et al.  Using data mining to improve student retention in HE: a case study. , 2010 .

[74]  John P. Bean,et al.  An approach/avoidance behavioral model of college student attrition , 1995 .

[75]  Samuel L. Rohr,et al.  How Well Does the Sat and GPA Predict the Retention of Science, Technology, Engineering, Mathematics, and Business Students , 2012 .

[76]  A. Caison.  Determinants of Systemic Retention: Implications for Improving Retention Practice in Higher Education , 2005 .

[77]  Sharon E. Robinson Kurpius,et al.  The Relationship of Loneliness and Social Support with College Freshmen's Academic Performance and Persistence , 2006 .

[78]  T. E. Miller,et al.  Configural Invariance of a Model of Student Attrition , 2005 .

[79]  Alexander W. Astin,et al.  How “Good” is Your Institution's Retention Rate? , 1997 .

[80]  L. F. Robinson.  Relation of Student Persistence in College to Satisfaction with Environmental” Factor , 1969 .

[81]  G. C. Tiao,et al.  Bayesian inference in statistical analysis , 1973 .

[82]  J. Rhodes,et al.  Community College Re-Enrollment after Hurricane Katrina , 2012, Journal of college student retention : research, theory & practice.

[83]  Sebastián Ventura,et al.  Educational Data Mining: A Review of the State of the Art , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[84]  Catherine L. Finnegan,et al.  Differences by Course Discipline on Student Behavior, Persistence, and Achievement in Online Courses of Undergraduate General Education , 2008 .

[85]  Marcy P. Driscoll,et al.  Psychology of Learning for Instruction (3rd ed. , 2005 .

[86]  Stephen L. DesJardins,et al.  Adding a Timing Light to the “Tool Box” , 2002 .

[87]  Iryna Y. Johnson.  ANALYSIS OF STOPOUT BEHAVIOR AT A PUBLIC RESEARCH UNIVERSITY: The Multi-Spell Discrete-Time Approach , 2006 .

[88]  R. Bogdan.  Qualitative research for education : an introduction to theory and methods / by Robert C. Bogdan and Sari Knopp Biklen , 1997 .

[89]  Richard L. Halpin.  An Application of the Tinto Model to the Analysis of Freshman Persistence in a Community College , 1990 .

[90]  Andrew Gelman,et al.  General methods for monitoring convergence of iterative simulations , 1998 .

[91]  Colin Aitken,et al.  Bayesian Networks and Probabilistic Inference in Forensic Science , 2006 .

[92]  Juan Carlos Calcagno,et al.  Does Age of Entrance Affect Community College Completion Probabilities? Evidence From a Discrete-Time Hazard Model , 2007 .

[93]  P. Bahr,et al.  Cooling Out in the Community College: What is the Effect of Academic Advising on Students’ Chances of Success? , 2008 .

[94]  Amaury Nora,et al.  An Exploration of College Persistence for Students Enrolled in Web-Enhanced Courses: A Multivariate Analytic Approach , 2008 .

[95]  John W. Tukey,et al.  Analyzing data: Sanctification or detective work? , 1969 .

[96]  Vincent Tinto.  Dropout from Higher Education: A Theoretical Synthesis of Recent Research , 1975 .