Element interactivity can be estimated by counting interacting elements, illustrated with about 28 elements for solving a/b = c and about 25 for a composite geometry area problem¶
Claim · All claims
Evidence · 1 study (2 entries) · theoreticalr3·q2
Currency · newest study 2023 · not yet checked against its sources · not reviewed by a person · recheck by 2026: tool and model accuracy changes quickly
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? A worked a priori analysis counts the interacting elements a novice must process, e.g. 28 elements for solving a/b = c, versus an element interactivity count of 1 for an expert who holds the solution in long-term memory. → Ouhao Chen · Fred Paas · John Sweller 2023
q2 i? For a composite shape area problem, the analysis yields about 25 interactive elements, while memorising formulae is low in element interactivity. → Ouhao Chen · Fred Paas · John Sweller 2023 (2)
Evidence¶
Ouhao Chen · Fred Paas · John Sweller 2023¶
Ouhao Chen · Fred Paas · John Sweller. (2023). A Cognitive Load Theory Approach to Defining and Measuring Task Complexity Through Element Interactivity. Educational Psychology Review. https://doi.org/10.1007/s10648-023-09782-w
q2 · i? · theoretical · r3
A priori analysis technique demonstrated in the review using the a/b = c example from Sweller and Chandler (1994): for an expert the equation "impose an element interactivity count of only 1" because the solution is retrieved as a single entity.
"These 28 elements all interact. To understand this solution, at some point they all must be processed simultaneously in working memory."
Ouhao Chen · Fred Paas · John Sweller 2023 (2)¶
Ouhao Chen · Fred Paas · John Sweller. (2023). A Cognitive Load Theory Approach to Defining and Measuring Task Complexity Through Element Interactivity. Educational Psychology Review. https://doi.org/10.1007/s10648-023-09782-w
q2 · i? · theoretical · r3
The review describes Chen et al.'s (2015) geometry materials (Fig. 1): calculating the area of a composite shape involved "about 25 interactive elements", whereas memorising the parallelogram area formula involved 4 interacting elements for a novice.
"Finally, the two separate area values added together involved another 3 elements giving, in total, about 25 interactive elements."
Discussion¶
Related Claims¶
- The worked example effect is explained by reduced element interactivity relative to problem solving, and reverses with expertise — a broader claim this one bears on
- Task complexity and task difficulty are distinct concepts — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
counting-interacting-elements-examples |
title |
Element interactivity can be estimated by counting interacting elements, illustrated with about 28 elements for solving a/b = c and about 25 for a composite geometry area problem |
description |
Element interactivity can be estimated by counting interacting elements, illustrated with about 28 elements for solving a/b = c and about 25 for a composite geometry area problem |
status |
review |
evidence_strength |
weak |
newest_evidence |
2023 |
recheck_by |
2026 |
generated |
by process:wiki-ingest on 2026-10-20 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — ouhao-chen-fred-paas-john-sweller-2023, ouhao-chen-fred-paas-john-sweller-2023-2 |
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