Project-Based Teaching Reform of "Multivariate Statistical Analysis and R Language Modeling" Based on OBE Concept
DOI: https://doi.org/10.62381/H261301
Author(s)
Shimin Liang*, Yuyi Luo, Junhao Huang
Affiliation(s)
School of Computer Science, Guangdong University of Science and Technology, Dongguan, Guangdong, China
*Corresponding Author
Abstract
"Multivariate Statistical Analysis and R Language Modeling" is a professional group elective course for students majoring in Data Science and Big Data Technology, designed for those aiming to pursue careers in data analysis and data mining. In traditional teaching, there are issues such as deviations in teaching goal orientation, outdated and lagging teaching methods, and rigid teaching evaluation criteria in the teaching of "Multivariate Statistical Analysis and R Language Modeling". Teaching reform should be carried out under the guidance of the OBE concept and project-based teaching model. Determine teaching goals based on demand, design a dual-module teaching content of "basic accumulation + practical application", adopt a project-based teaching model, and construct a continuously improving assessment and evaluation system, providing a reference for improving the teaching quality of "Multivariate Statistical Analysis and R Language Modeling".
Keywords
OBE Concept; Project-Based Teaching; Multivariate Statistical Analysis and R Language Modeling
References
[1]Killen R. Outcomes-based education: Principles and possibilities. Unpublished manuscript, University of Newcastle, faculty of education, 2000: 1-24.
[2]Malan S P T. The' new paradigm' of outcomes-based education in perspective. Journal of Family Ecology and Consumer Sciences= Tydskrif vir Gesinsekologie en Verbruikerswetenskappe, 2000, 28(1): 22-28.
[3]Jansen J D. Curriculum reform in South Africa: A critical analysis of outcomes‐based education. Cambridge journal of education, 1998, 28(3): 321-331.
[4]Son D, Homma M, Pickering J. Bridging the Gap in Medical Education: A Qualitative Study on the Perspectives of Japanese Medical Students and Patients on Outcomes-Based Education. Cureus, 2025, 17(10):e95527-e95527.
[5]Shi W, Shi X, Zhuang L, et al. Integrating Outcome-Based Education (OBE) and Problem-Based Learning (PBL) in psychiatric clinical practice teaching: an empirical study. BMC Medical Education, 2025, 25(1):1610-1610.
[6]Kokotsaki D, Menzies V, Wiggins A. Project-based learning: A review of the literature. Improving schools, 2016, 19(3): 267-277.
[7]Larmer J, Mergendoller J R. Seven essentials for project-based learning. Educational leadership, 2010, 68(1): 34-37.
[8]Handrianto C, Rahman M A. Project based learning: a review of literature on its outcomes and implementation issues. LET: Linguistics, Literature and English Teaching Journal, 2018, 8(2): 110-129.
[9]Guerra A, Jiang D, Du X, et al. Examining engineering design students’ perceptions of agency for sustainability in a problem- and project-based learning (PBL) context—a Q methodology study. International Journal of Technology and Design Education, 2024, 35(2): 1-24.
[10][10]Ma X, Wu X. Establishing a Seamless Integrated Project-Based Learning Framework Mediated by an Evidence-Based Project-Based Learning System. Sustainability, 2025, 17(5): 2325-2325.