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ERIC Number: EJ1270600
Record Type: Journal
Publication Date: 2020-Oct
Pages: 23
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1540-4595
EISSN: N/A
Available Date: N/A
Applying the CRISP-DM Framework for Teaching Business Analytics
Jaggia, Sanjiv; Kelly, Alison; Lertwachara, Kevin; Chen, Leida
Decision Sciences Journal of Innovative Education, v18 n4 p612-634 Oct 2020
Experiential learning opportunities have been proven effective in teaching applied and complex subjects such as business analytics. Current business analytics pedagogy tends to focus heavily on the modeling phase with students often lacking a comprehensive understanding of the entire analytics process including dealing with real-life data that are not necessarily "clean" and/or small. Similarly, the emphasis on analytical rigor often comes at the expense of storytelling, which is among the most important aspects of business analytics. In this article, we demonstrate how the philosophy of the Cross Industry Standard Process for Data Mining (CRISP-DM) framework can be infused into the teaching of business analytics through a term-long project that simulates the real-world analytics process. The project focuses on problem formulation, data wrangling, modeling, performance evaluation, and storytelling, using real data and the programming language R for illustration. We also discuss the pedagogical theories and techniques involved in the application of the CRISP-DM framework. Finally, we document how the CRISP-DM framework has proved to be effective in helping students navigate through complex analytics issues by offering a structured approach to solving real-world problems.
Wiley. Available from: John Wiley & Sons, Inc. 111 River Street, Hoboken, NJ 07030. Tel: 800-835-6770; e-mail: cs-journals@wiley.com; Web site: https://www-wiley-com.bibliotheek.ehb.be/en-us
Publication Type: Journal Articles; Reports - Descriptive
Education Level: Higher Education; Postsecondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A
Author Affiliations: N/A