Evidence map›Paper›PMID 42547534›Full record

ArticleNature human behaviour2026

Longitudinal effect of early social media use on standardized learning outcomes during school career.

Marco Gui, Chiara Respi, Giovanni Abbiati, Cristiana Paladini, Sofia Ercolanoni, Francesca Milzani, Tiziana Pirola, Giovanni Vezzoli

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In one paragraph

Article in Nature human behaviour, 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

8 authors.

Marco GuiDepartment of Sociology and Social Research, University of Milano-Bicocca, Milan, Italy. marco.gui@unimib.it.ORCID http://orcid.org/0000-0003-2411-999X
Chiara RespiDepartment of Sociology and Social Research, University of Milano-Bicocca, Milan, Italy. chiara.respi@unimib.it.ORCID http://orcid.org/0000-0001-7339-925X
Giovanni AbbiatiDepartment of Economics and Management, University of Brescia, Brescia, Italy.ORCID http://orcid.org/0000-0002-0236-8787
Cristiana PaladiniDepartment of Economics and Management, University of Brescia, Brescia, Italy.ORCID http://orcid.org/0009-0000-5343-0926
Sofia ErcolanoniDepartment of Sociology and Social Research, University of Milano-Bicocca, Milan, Italy.ORCID http://orcid.org/0009-0008-5562-6277
Francesca MilzaniCentro Studi Socialis, Brescia, Italy.ORCID http://orcid.org/0009-0004-2688-1755
Tiziana PirolaDepartment of Sociology and Social Research, University of Milano-Bicocca, Milan, Italy.ORCID http://orcid.org/0009-0000-2828-3178
Giovanni VezzoliDepartment of Economics and Management, University of Brescia, Brescia, Italy.ORCID http://orcid.org/0009-0003-0791-733X

Funding

Fondazione Cariplo (Cariplo Foundation) Inequality research 2022 (project number 2022-1176)
6 · The paper itself

Abstract

This study uses difference-in-differences models to evaluate the impact of early social media use on academic performance among children aged 7-16 years. A dataset comprising 5,227 students from northern Italy was constructed by merging data from a questionnaire on lifetime digital media habits with longitudinal standardized test scores in Italian, English and mathematics. Participants who created a personal social media account in 6th, 7th or 8th grade were separately matched with late adopters who initiated their first social media account in the 9th grade or later. The findings provide compelling evidence that early engagement with social media adversely affects learning outcomes. Additional findings on the effects of early social media use on other academic outcomes for which we do not have longitudinal data are in line with our main findings. We also find supporting evidence that a substantial part of this negative effect is mediated by students' smartphone pervasiveness in key moments of the day.

Identifiers

What OpenQuestion holds

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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.