Experts work forwards from givens while novices work backwards via means-ends analysis¶
Claim · All claims
Evidence · 1 study · causalr?·q2
Currency · newest study 1998 · 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.
q2 i? Physics problem-solving studies found experts tend to work forwards from given information to the goal, whereas novices use a working-backwards strategy based on means-ends analysis. → Marcus 1998
Evidence¶
Marcus 1998¶
Marcus, N. (1998). Understanding Instructions. PhD thesis, University of New South Wales. https://hdl.handle.net/1959.4/70247
q2 · i? · causal · r?
The thesis reports, citing Larkin, McDermott, Simon, and Simon (1980) and Simon and Simon (1978), thinking-aloud comparisons of experts and novices on physics problems. Novices select equations containing the goal and set subgoals, using means-ends analysis, while schema-driven experts proceed directly forward.
"Overall, they found that experts tend to "work forwards" from the given information to the goal."
Discussion¶
Learner Variables¶
- Prior Knowledge — predictor: learners who differ on it differ in outcomes
Related Claims¶
- Experts categorise problems by solution principles while novices categorise by surface features — related
- Novices and experts differ in problem representation: novices segment the problem and use surface analogies, while experts apply general underlying principles — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
experts-work-forwards-novices-means-ends |
title |
Experts work forwards from givens while novices work backwards via means-ends analysis |
description |
Experts work forwards from givens while novices work backwards via means-ends analysis |
status |
review |
evidence_strength |
weak |
newest_evidence |
1998 |
generated |
by process:wiki-ingest on 2026-10-24 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — marcus-1998 |
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