Most proposed constructs showed high internal consistency (Cronbach's alpha above 0.70) but control variables did not and were removed¶
Claim · All claims
Evidence · 1 study (2 entries) · associationalr2·q2
Currency · newest study 2024 · 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? Perceived enjoyment, PU, PEoU, perceived risk, attitude, behavioural intention, and facilitating conditions each exceeded Cronbach's alpha of 0.70. → Zhanni Luo 2024
q2 i? Control variables had low internal reliability (α = .586) and their three items were removed. → Zhanni Luo 2024 (2)
Evidence¶
Zhanni Luo 2024¶
Zhanni Luo. (2024). Factors contributing to teachers' acceptance intention to gamified EFL tools: a scale development study. Education Tech Research Dev. https://doi.org/10.1007/s11423-023-10249-6
q2 · i? · associational · r2
Reliability analysis (Cronbach's alpha) on the complete dataset (N = 512). The article reports alphas for seven constructs, all above the 0.70 threshold. These are reliability coefficients, not effect sizes.
"Specifically, perceived enjoyment (α = .870), perceived usefulness (α = .916), perceived ease of use (α = .916), perceived risk (α = .825), attitude (α = .836), behavioural intention (α = .787), and facilitating conditions (α = .747) showed high internal consistency."
Zhanni Luo 2024 (2)¶
Zhanni Luo. (2024). Factors contributing to teachers' acceptance intention to gamified EFL tools: a scale development study. Education Tech Research Dev. https://doi.org/10.1007/s11423-023-10249-6
q2 · i? · associational · r2
Same reliability analysis on the N = 512 survey dataset. The control-variable items printed α = .586, below threshold, and the article states the three items were removed.
"However, the control variables had a relatively low internal reliability (α = .586). Therefore, the three items corresponding to the control variables were removed."
Discussion¶
Related Claims¶
- In the EFA with 512 secondary school teachers, only two factors (PU and PEoU) were extracted from the proposed six-factor acceptance framework — related
- Perceived enjoyment merged statistically with PU, and perceived risks merged with PEoU, indicating face-validity problems for the proposed constructs — related
- Attitude, facilitating conditions, and social influence correlate most strongly with behavioral intention, while perceived ease of use correlates weakest — related
- The survey instrument's nine constructs show convergent and discriminant validity in this sample — reports the opposite
- Item reduction produced a validated five-item PU scale (α = 0.899) and a six-item PEoU scale for gamified EFL contexts — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
scale-reliability-alphas-control-variables-removed |
title |
Most proposed constructs showed high internal consistency (Cronbach's alpha above 0.70) but control variables did not and were removed |
description |
Most proposed constructs showed high internal consistency (Cronbach's alpha above 0.70) but control variables did not and were removed |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2024 |
generated |
by process:wiki-ingest on 2026-10-28 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — zhanni-luo-2024, zhanni-luo-2024-2 |
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