ERIC Number: EJ1352348
Record Type: Journal
Publication Date: 2022
Pages: 13
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-2637-8965
EISSN: N/A
Available Date: N/A
Decision-Based Learning: A Journey from Conception to Implementation to Iteration
Vogeler, Heidi A.; Plummer, Kenneth J.; Fischer, Lane; Plummer, Ashton L.
Educational Research: Theory and Practice, v33 n2 p103-115 2022
Pedagogical methods for graduate-level statistics courses have rarely focused on the pursuit of conditional knowledge or the ability to choose which concepts/procedures are relevant given a specific research situation. However, utilization of an innovative approach called decision-based learning (DBL) not only provides students with the conceptual, declarative, and procedural knowledge of traditional statistics courses, it also demystifies the process of gaining conditional knowledge; thus decreasing "statistics anxiety." This study examined the impact of a DBL course on students' ability to select appropriate statistical methods based on the wording of story problems, and specifically looked at pre-post differences. Participants were graduate students enrolled in an introductory statistics course who completed a combination of a pre, and post, and follow-up interviews. Interviews were coded and scored based on students' ability to correctly identify statistical methods, run and interpret statistical output. Results indicated that students' conditional knowledge increased significantly from pre- to post- to follow-up (effect sizes of 0.63 to 0.64). This compares favorably with the range of effect size increase from published studies of other innovative approaches (0.21 to 0.52). Results also showed nominal conditional knowledge decay, suggesting that DBL can be an effective and efficient means of teaching introductory graduate-level statistics. Implications for other disciplines are noted.
Descriptors: Statistics, Graduate Study, Decision Making, Word Problems (Mathematics), Introductory Courses, Knowledge Level, Expertise, Computer Software, Homework, Program Effectiveness
Northern Rocky Mountain Educational Research Association. Web site: http://www.nrmera.org/educational-research-theory-practice/
Publication Type: Journal Articles; Reports - Research
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