MétaCan
Menu
Back to cohort
Record W4417340280 · doi:10.18438/eblip30865

School Library Professionals Report Inadequate Student Digital Information Literacy Across Global Contexts

2025· article· en· W4417340280 on OpenAlexvenueno aff
Quincy D. McCrary

Bibliographic record

VenueEvidence Based Library and Information Practice · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicLibrary Science and Information Literacy
Canadian institutionsnot available
Fundersnot available
KeywordsSchool libraryInformation literacyPerceptionThe InternetMediationTest (biology)Digital libraryInternet accessDigital literacy

Abstract

fetched live from OpenAlex

A Review of: Merga, M. K., & Mat Roni, S. (2025). School library professionals' perceptions of students' digital information literacy. Journal of Library Administration, 65(4), 397–411. https://doi.org/10.1080/01930826.2025.2475701 Objective – To explore school library professionals' perceptions of their students' digital information literacy (DIL) knowledge, skills, and learning opportunities across multi-country contexts. Design – Cross-sectional survey questionnaire. Setting – School library professionals (SLPs) working in 63 countries. Four public libraries in Norway: The Northern and central-Eastern regions (2), and Oslo (2). Subjects – 971 SPLs responded to the survey, of which 801 (82.5%) were included in the analysis as they indicated they were knowledgeable about their students’ DIL. Methods – Data was collected via an online Qualtrics-hosted survey from July 12 to August 29, 2024. This analysis focused on one block of questions within a larger international survey of SLPs (Merga & Mat Roni, 2025, p. 401). The DIL measurement included 12 Likert-scale items determining access to technology, DIL education provision, and students' DIL skills. The researchers conducted partial correlation tests and regression analyses, controlling for country income level. A three-step mediation analysis with Sobel test examined the role of school libraries in DIL instruction. The survey instrument underwent cognitive piloting with diverse international SLPs to ensure cross-contextual validity. Main Results – The findings revealed that although technological infrastructure was nearly universal (95.1% reported majority internet access at country level), and DIL instruction was reportedly integrated across all schooling years in most schools (75.8%), fewer than half of SLPs perceived DIL development as a priority at their schools, with even fewer (48.8%) noting it was prioritized at the national level. The respondents perceived students' DIL skills as low, with only 43.7% of SLPs agreeing that students have strong DIL skills for their age. Even fewer SLPs believed students possessed sound strategies for evaluating online information credibility (34.2%) or expertise (27.8%). The data revealed a moderate positive correlation (r = .56, p < .001) between DIL instruction and perceived student DIL skills. Conclusion – While many respondents reported that technological infrastructure was widely available, the authors emphasize that global internet access remains uneven, with only 57% of the population reliably connected. Findings should therefore be interpreted with these disparities in mind. The authors recommend greater prioritization of DIL instruction in schools. They also suggest an increased utilization of SLPs (and school libraries) who possess unique qualifications for DIL education but remain underutilized in 35% of contexts.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.908
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0090.917
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.358
Teacher spread0.348 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreCommentary

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueEvidence Based Library and Information PracticeSame topicLibrary Science and Information LiteracyFrench-language works237,207