Claims

Cooperative and collaborative learning show larger achievement effects than problem-based and peer-led team learning in engineering and technology classrooms

Claim · All claims
Evidence · 1 study · quant-synthesis r2 · q3 · i2 medium
Currency · newest study 2018 · checked against its sources 2026-10-31 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q3 i2 Cooperative learning (d = 0.51) and collaborative learning (d = 0.46) subgroup effects exceeded problem-based learning (d = 0.36) and peer-led team learning (d = 0.20, one study). → Kalaian 2018

Evidence

Kalaian 2018

Kalaian, S. A., Kasim, R. M., & Nims, J. K. (2018). Effectiveness of Small-Group Learning Pedagogies in Engineering and Technology Education: A Meta-Analysis. Journal of Technology Education, 29(2). https://scholar.lib.vt.edu/ejournals/JTE/

q3 · i2 · quant-synthesis · r2

Random-effects subgroup analysis of the learning-method moderator across the 26 effect sizes (Table 2). The article reports d-values of 0.51 for cooperative learning (12 effect sizes), 0.46 for collaborative (7), 0.36 for problem-based (6, p = 0.18), and 0.20 for peer-led learning (1 study).

"both cooperative and collaborative learning methods promoted larger effects in increasing students' achievement with d-values of about 0.51 and 0.46, respectively, and followed by problem-based learning with a d-value of 0.36"

Discussion

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