Evidence map›Paper›PMID 40256414›Full record

ArticleEducation and information technologies2025

Quality of technology integration matters: Positive associations with students' behavioral engagement and digital competencies for learning.

Tessa Consoli, Maria-Luisa Schmitz, Chiara Antonietti, Philipp Gonon, Alberto Cattaneo, Dominik Petko

Abstract read
In one paragraph

Article in Education and information technologies, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Tessa ConsoliInstitute of Education, University of Zurich, Kantonsschulstrasse 3, 8001 Zurich, Switzerland.ORCID 0000-0002-4256-4221
Maria-Luisa SchmitzSwiss Federal University for Vocational Education and Training SFUVET, Kirchlindachstrasse 79, 3052 Zollikofen, Switzerland.ORCID 0000-0002-1358-5461
Chiara AntoniettiSwiss Federal University for Vocational Education and Training SFUVET, Via Besso 84 / 86, 6900 Lugano Massagno, Switzerland.ORCID 0000-0003-0518-3910
Philipp GononInstitute of Education, University of Zurich, Kantonsschulstrasse 3, 8001 Zurich, Switzerland.
Alberto CattaneoSwiss Federal University for Vocational Education and Training SFUVET, Via Besso 84 / 86, 6900 Lugano Massagno, Switzerland.
Dominik PetkoInstitute of Education, University of Zurich, Kantonsschulstrasse 3, 8001 Zurich, Switzerland.ORCID 0000-0003-1569-1302

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite extensive research on technology's potential to enhance teaching, large-scale studies often report mixed or negative impacts of technology use at school on student learning achievements. This ambiguity is often attributed to previous large-scale studies focusing more on the frequency rather than the quality of technology integration in the classroom. To further investigate this issue, our study developed the Technology Integration Quality Scale (TIQS) to measure students' perceptions of technology integration across different dimensions of teaching quality: support for learning, classroom management, individualized teaching, and cognitive activation. Using a sample of 2,281 students from 29 upper secondary schools in Switzerland, we validated the TIQS through exploratory and confirmatory factor analyses. We also employed cluster-robust structural equation modelling to examine how both the frequency and perceived quality of technology integration predict students' self-assessed digital competencies and behavioral engagement for learning. The results show that quality explains considerably more variance than the frequency of technology integration in promoting both students' behavioral engagement and digital competencies for learning. However, for digital competencies, quantity also explains a substantial amount of variance. By simultaneously considering multiple dimensions of teaching quality, the frequency of technology use and two output variables, this study contributes to the existing research by offering a more nuanced perspective on the impact of technology integration. Furthermore, interaction effects between the independent variables highlight the need to further explore the relationships between different dimensions of teaching quality, which could also contribute to the development of the theory of generic teaching quality

Indexed as

Evaluation methodologiesImproving classroom teachingInformation literacySecondary education

Identifiers

PMID40256414
PMCPMC12003552

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.