Frequency-based content analysis shows little variation in how CPS was actualized across groups and tasks, with Problem Reanalysis the most frequent sub-element in both task designs¶

Claim · All claims
Evidence · 1 study (2 entries) · design r2 · q2
Currency · newest study 2022 · checked against its sources 2026-10-20 (automated, 2 of 2 entries) · 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? Cumulative frequency accounts did not indicate large variation between groups or tasks in the appearance of CPS elements. → Johanna Pöysä-Tarhonen 2022 q2 i? Problem Reanalysis was the most frequent CPS sub-element in both the technology-enhanced task and the physical-objects task; cognitive elements were more identifiable from interaction data than social ones. → Johanna Pöysä-Tarhonen 2022 (2)

Evidence¶

Johanna Pöysä-Tarhonen 2022¶

Johanna Pöysä-Tarhonen, Päivi Häkkinen, Pasi Tarhonen, Piia Näykki, Sanna Järvelä. (2022). “Anything taking shape?” Capturing various layers of small group collaborative problem solving in an experiential geometry course in initial teacher education. Instructional Science. https://doi.org/10.1007/s11251-021-09562-5

q2 · i? · qualitative · r3

Directed content analysis (Phase 1) of 26 hours of video from three groups, coded three times in Atlas.ti, summarized with descriptive counts. The article states "the low SD implies a more or less equal appearance of CPS elements in the different groups and task designs".

"In general, the cumulative accounts did not indicate a large variation between the differ - ent groups in either task design."

Johanna Pöysä-Tarhonen 2022 (2)¶

q2 · i? · design · r2

Descriptive statistics across Tables 7 and 8 show proportions such as Problem Reanalysis at 49–59% (Task 1). The article reports "that cognitive elements were more identifiable from the interaction data but with slightly different task-related emphases".

"Problem Reanalysis from the cognitive set formed the most frequent sub-element in both the technology-enhanced task (see Table 7) and the task utilizing physical objects (see Table 8)."

Discussion¶

Temporal process analysis reveals group- and task-related differences that the frequency accounts did not show, in the interchange of CPS elements over time — related
Pairs with at least one member high in both social and cognitive CPS skills conducted more actions with more frequent and more dispersed action transitions than other pairs — related
CPS skill profiles of 166 students fell into three groups and yielded five distinguishable pair compositions among the 83 working dyads — related
Task design relates to emphases within the cognitive elements: the technology-enhanced task elicited more task exploration, while the physical-objects task elicited more coordination — related
Among 166 sixth graders, social CPS skill levels were mostly high while cognitive CPS skill levels were mostly low across four ATC21S CPS tasks — related
Essential Olive Oil task actions T3 and A47 were conducted by few dyads, marking key difficulties in the solution path — related
Group interaction profiles differed: Groups D and E favored generative actions while Group B's interaction was predominantly regulative — reports the opposite

Page metadata

Field	Value
`type`	`claim`
`id`	`content-analysis-little-variation-problem-reanalysis-most-frequent`
`title`	`Frequency-based content analysis shows little variation in how CPS was actualized across groups and tasks, with Problem Reanalysis the most frequent sub-element in both task designs`
`description`	`Frequency-based content analysis shows little variation in how CPS was actualized across groups and tasks, with Problem Reanalysis the most frequent sub-element in both task designs`
`status`	`review`
`evidence_strength`	`moderate`
`newest_evidence`	`2022`
`source_checked`	`2026-10-20`
`generated`	by `process:wiki-ingest` on `2026-10-18`
`trust`	unverified — no one has confirmed this page's content
`sources`	2 — `johanna-pöysä-tarhonen-2022`, `johanna-pöysä-tarhonen-2022-2`

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