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Yanagiura, Takeshi – Community College Research Center, Teachers College, Columbia University, 2020
Among community college leaders and others interested in reforms to improve student success, there is growing interest in adopting machine learning (ML) techniques to predict credential completion. However, ML algorithms are often complex and are not readily accessible to practitioners for whom a simpler set of near-term measures may serve as…
Descriptors: Community Colleges, Man Machine Systems, Artificial Intelligence, Prediction
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Yanagiura, Takeshi – Community College Review, 2023
Objective: This study examines how accurately a small set of short-term academic indicators can approximate long-term outcomes of community college students so that decision-makers can take informed actions based on those indicators to evaluate the current progress of large-scale reform efforts on long-term outcomes, which in practice will not be…
Descriptors: Community Colleges, Community College Students, Educational Indicators, Outcomes of Education
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Ornelas, Fermin; Ordonez, Carlos – Technology, Knowledge and Learning, 2017
This research focuses on developing and implementing a continuous Naïve Bayesian classifier for GEAR courses at Rio Salado Community College. Previous implementation efforts of a discrete version did not predict as well, 70%, and had deployment issues. This predictive model has higher prediction, over 90%, accuracy for both at-risk and successful…
Descriptors: Community Colleges, Classification, Prediction, Models
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Hom, Willard C. – Journal of Applied Research in the Community College, 2010
Analysts of institutional performance have occasionally used a peer grouping approach in which they compared institutions only to other institutions with similar characteristics. Because analysts historically have used cluster analysis to define peer groups (i.e., the group of comparable institutions), the author proposes and demonstrates with…
Descriptors: Multivariate Analysis, Robustness (Statistics), Classification, Comparative Analysis
Burdzinski, Donna R. – ProQuest LLC, 2014
This study had a three-fold purpose: first, to assess the attitudes of student affairs administrators working in the Florida College System (FCS) about globalization, internationalization, and their strategies for effecting internationalization efforts at their community/state colleges. This study also investigated the relationship between student…
Descriptors: Community Colleges, Global Approach, Student Personnel Workers, Administrator Surveys
Blackmon, Olivia – Diverse: Issues in Higher Education, 2009
This year, Diverse has added a new addition to its annual Top 100 degree producers series--recognizing, with this edition, the institutions that award the most associate degrees to students of color. More than half of minority undergraduate students start their degree quest at a community college with 55 percent of all Hispanic and Native American…
Descriptors: Community Colleges, Associate Degrees, Classification, Higher Education