Evidence map›Paper›PMID 41906134›Full record

SynthesisBMC psychology2026

The relationship between Problematic Social Media Use and academic performance among university students in the MENA region: a systematic review and exploratory meta-analysis.

Deyae Zerrouk, Kenza Kassab, Achraf El Asri, Btissame Zarrouq

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in BMC psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Deyae ZerroukLaboratory of Scientific Innovation in Sustainability, Environment, Education, and Health in the Era of Artificial Intelligence, Higher Normal School of Fez (ENS), Sidi Mohamed Ben Abdellah University (USMBA), Fez, Morocco. deyae.zerrouk@usmba.ac.ma.ORCID http://orcid.org/0009-0009-0618-3761
Kenza KassabLaboratory of Scientific Innovation in Sustainability, Environment, Education, and Health in the Era of Artificial Intelligence, Higher Normal School of Fez (ENS), Sidi Mohamed Ben Abdellah University (USMBA), Fez, Morocco.
Achraf El AsriHigher Institute of Nursing Professions and Health Techniques of Fez (ISPITS), Ministry of Health, Fez, Morocco.
Btissame ZarrouqLaboratory of Scientific Innovation in Sustainability, Environment, Education, and Health in the Era of Artificial Intelligence, Higher Normal School of Fez (ENS), Sidi Mohamed Ben Abdellah University (USMBA), Fez, Morocco. btissame.zarrouq@usmba.ac.ma.ORCID http://orcid.org/0000-0002-2996-8459

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe usage of social networking sites (SNSs) represents one of the most significant behavioral shifts in recent years. WhatsApp, Facebook, Instagram, X, and YouTube, among others, have become an inseparable part of our daily life, especially in the present hyperconnected era. However, the use of SNSs can shift from a normal daily habit to an excessive and hard-to-control behavior, negatively affecting physical and mental health and causing Problematic Social Media Use (PSMU). PSMU is a serious problem that continues to grow with the ongoing development of new SNSs and the increasing integration of artificial intelligence (AI) features, influencing the SNSs’ metrics and algorithms, personalizing content, strengthening platform engagement, and attracting an even greater number of users. In this context, exploring the effects of PSMU requires more attention, especially among a population at high risk: university students. One relevant question that arises when considering both social media use (SMU) and university life is academic performance (AP) and how PSMU affects it. The present review aims to address this question and explore the relationship between PSMU and AP, with a focus on university students in the Middle East and North Africa (MENA) region, where social media adoption is widespread and the prevalences are continuously increasing. METHODOLOGY: The present review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. We first developed our research equation via the Boolean research strategy. We subsequently conducted a deep search and careful filtration to select consistent studies that met our inclusion and exclusion criteria across four databases, namely, PubMed, Web of Science, Scopus, and ScienceDirect. We included only quantitative observational cross-sectional studies that (i) explored the association between PSMU and AP, (ii) included university students from the MENA region only, and (iii) evaluated PSMU relying on scales, not merely by time spent and frequency of use.

resultsOur screening process resulted in the selection of eleven studies. By analyzing and comparing their findings, most included studies reported a negative association between PSMU and AP among university students in the MENA region. An exploratory meta-analysis, conducted to examine variability in effect sizes, yielded a negative, non-statistically significant pooled association (r = -0.114, 95% CI: -0.283 to 0.054), with substantial heterogeneity observed across studies (I2 = 76.86%). These findings highlight marked variability in the reported associations and underscore the need for more standardized methodologies to support more robust future synthesis.

conclusionWhile our review identified a negative association between PSMU and AP among university students in the MENA region based on the narrative synthesis, findings from the exploratory meta-analysis highlighted substantial variability in effect sizes, limiting the ability to derive a consistent quantitative estimate. Furthermore, causal inferences remain limited due to the cross-sectional nature of the included studies. Given the limited number of available studies, inconsistency in PSMU measurement, variability in the operationalization of AP, and lack of data on mediating mechanisms, further region-specific research is essential. Beyond cross-sectional designs, longitudinal and interventional studies with clearer reporting practices are warranted to advance understanding of this relationship.

Indexed as

Academic PerformanceInternet Addiction DisorderSocial MediaStudentsDigital MediaHumansMedia ExposureMiddle EastMiddle Eastern PeopleUniversitiesAcademic performanceMiddle East and North AfricaProblematic social media useSocial media addictionSocial networking site addictionUniversity students

Identifiers

PMID41906134
PMCPMC13154532

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.