High prior knowledge students learned most conceptual understanding from questions plus arguments; answering questions alone was least effective¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr2·q3·i2–i3
Currency · newest study 2012 · not yet checked against its sources · 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 i3 Among high prior knowledge students, the combination of open-ended questions and arguments beat answering open-ended questions only, t(25) = 2.688, Cohen's d = 1.06. → Leppink 2012
q3 i2 Worked-out examples did not yield significantly worse conceptual understanding than questions plus arguments for high prior knowledge students, though the difference was a medium-size effect, d = 0.51. → Leppink 2012 (2)
Evidence¶
Leppink 2012¶
Leppink, J., Broers, N. J., Imbos, T., van der Vleuten, C. P. M., & Berger, M. P. F. (2012). Self-explanation in the domain of statistics: an expertise reversal effect. Higher Education, 63, 771-785. https://doi.org/10.1007/s10734-011-9476-1
q3 · i3 · causal · r2
Pairwise comparison within the high prior knowledge group on the conceptual understanding test in the randomized experiment. Questions-only was the least effective condition for this group, significantly below the questions-plus-arguments condition, with Cohen's d = 1.06.
"High prior knowledge students, though, learn most from the combination of open-ended questions and arguments, while answering open-ended questions only is least effective, t(25) = 2.688, p\ .05 (Cohen’s d = 1.06),"
Leppink 2012 (2)¶
Leppink, J., Broers, N. J., Imbos, T., van der Vleuten, C. P. M., & Berger, M. P. F. (2012). Self-explanation in the domain of statistics: an expertise reversal effect. Higher Education, 63, 771-785. https://doi.org/10.1007/s10734-011-9476-1
q3 · i2 · causal · r2
Pairwise comparison within the high prior knowledge group on conceptual understanding. The difference between worked-out examples and questions plus arguments was not statistically significant; the authors attribute this "to a statistical power problem, since the difference illustrates a medium size effect" (d = 0.51).
"studying worked-out examples not yielding significantly worse learning outcomes than the combination of open-ended questions and arguments, t(25) = 1.271, p[ .20 (Cohen’s d = 0.51). The non-significant difference between the open-ended questions plus argu-ments condition and the worked-out examples condition may be due to a statistical power problem, since the difference illustrates a medium size effect."
Discussion¶
Related Claims¶
- Low prior knowledge students learned most conceptual understanding from worked-out examples, and least from questions plus arguments — related
- Some classroom discussion approaches improve text comprehension, but gains are not uniform across approaches and more student talk alone does not produce them — related
- Peer Discussion Improves Conceptual Understanding — related
- Constructive learning beats active and passive learning — a broader claim this one bears on
- Prompting learners to self-explain improves understanding and problem solving on immediate tests by a moderate average amount, with little evidence yet on delayed or classroom gains. — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
high-prior-knowledge-arguments-best-conceptual-understanding |
title |
High prior knowledge students learned most conceptual understanding from questions plus arguments; answering questions alone was least effective |
description |
High prior knowledge students learned most conceptual understanding from questions plus arguments; answering questions alone was least effective |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2012 |
generated |
by process:wiki-ingest on 2026-10-16 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — leppink-2012, leppink-2012-2 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.