Data mining student choices: A new approach to business curriculum planning

被引:3
作者
Maldonado, Edgar [1 ]
Seehusen, Vicky [1 ]
机构
[1] Metropolitan State Univ Denver, Dept Comp & Informat Syst & Business Analyt, Denver, CO USA
关键词
Business college majors; curriculum; clusters; data mining; individualized degree; K-means;
D O I
10.1080/08832323.2018.1450212
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
The authors used a clustering technique to analyze business course choices made by students who completed an individualized degree in a large, urban, public university. They looked for patterns to answer the research question, "What can we learn from students' choices to inform the curricular redesign process in business programs?" The authors found five well-defined clusters; two clusters (marketing-management and marketing-management economics) did not correspond to academic paths in the university's business school. These clusters illuminate trends to be considered in business curricular design. This is the first known study to data mine students' courses choices for curricular design purposes.
引用
收藏
页码:196 / 203
页数:8
相关论文
共 25 条
[1]  
AACSB, 2011, BIZED, V10, P48
[2]   Essential distinctiveness: strategic alternatives in updating the business core curriculum [J].
Alstete, Jeffrey .
QUALITY ASSURANCE IN EDUCATION, 2013, 21 (02) :199-+
[3]  
ANDERBERG M.R, 1973, CLUSTER ANAL APPL, P553
[4]   The Integrated Business Curriculum: An Examination of Perceptions and Practices [J].
Athavale, Manoj ;
Davis, Rod ;
Myring, Mark .
JOURNAL OF EDUCATION FOR BUSINESS, 2008, 83 (05) :295-301
[5]  
Atteberry E., 2013, USA TODAY, V1, P1
[6]  
Calders T., 2012, ACM SIGKDD EXPLOR NE, V13, P3, DOI [DOI 10.1145/2207243.2207245, 10.1145/2207243.2207245]
[7]  
Calinski T., 1974, COMMUN STAT, V3, P1, DOI DOI 10.1080/03610927408827101
[8]   Data mining models for student careers [J].
Campagni, Renza ;
Merlini, Donatella ;
Sprugnoli, Renzo ;
Verri, Maria Cecilia .
EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (13) :5508-5521
[9]   Effects of a holistic, experiential curriculum on business students' satisfaction and career confidence [J].
Caza, Arran ;
Brower, Holly H. ;
Wayne, Julie H. .
INTERNATIONAL JOURNAL OF MANAGEMENT EDUCATION, 2015, 13 (01) :75-83
[10]  
Dudley S. C., 1995, J ED BUSINESS, V70, P305