Evidence map›Paper›PMID 42048166›Full record

ArticleJournal of behavioral addictions2026

Gambling adverts on social media reach 2.3 times more men than women: Using the Meta Ad library to assess gambling advertising in Ireland.

Elena Petrovskaya, Leon Y Xiao, Nicole Khoo, Deirdre Leahy, Amanda Roberts

Abstract read
In one paragraph

Article in Journal of behavioral addictions, 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

5 authors.

Elena Petrovskaya1Department of Computer Science and Technology, University of Cambridge, UK.ORCID https://orcid.org/0000-0003-4276-6154
Leon Y Xiao3School of Creative Media, City University of Hong Kong, Hong Kong, China.ORCID https://orcid.org/0000-0003-0709-0777
Nicole Khoo2College of Health and Science, University of Lincoln, UK.ORCID https://orcid.org/0009-0000-0146-6396
Deirdre Leahy6School of Law, University College Cork, Ireland.ORCID https://orcid.org/0000-0001-7647-2934
Amanda Roberts2College of Health and Science, University of Lincoln, UK.ORCID https://orcid.org/0000-0002-1660-9254

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and aims: Gambling is a public health issue, leading to many harms. Gambling advertising is prevalent and constant, including on social media, which allows for personalised targeting and wide reach. Our aim was to understand the reach and target demographics such advertising. Methods: The EU Digital Services Act now requires large online platforms to provide repositories for all advertising shown and associated audience demographic data for EU countries. We used Ireland as a case study to assess the scale of targeting specific genders and age groups by gambling companies, as well as the actual reach of the adverts. We checked through the publicly available list of remote betting licensees operating in Ireland (n = 88). Adverts were examined as to their intended target demographics and actual impressions by various demographic groups. Results: Between January and February 2025, we studied 411 adverts across 88 operators. Ninety-one adverts (22%) targeted men only; no adverts (0%) targeted only women. 12,690,245 men were reached across all the 411 adverts, 2.3 times more compared to 5,458,438 women. The age group of 25-34 reached the most unique accounts, with a total of 6,246,408 accounts reached (33.9% of all accounts reached). Discussion and Conclusions: These findings illustrate male-skewed delivery in gambling advertising in Ireland, and demonstrate the utility of platform ad repositories for addiction research.

Indexed as

AdvertisingGamblingSocial MediaAdolescentAdultFemaleHumansIrelandMaleMedia ExposureMiddle AgedSex FactorsYoung Adultadvertising regulationconsumer protectionEU digital services actgamblingIrelandsocial mediatransparency

Identifiers

PMID42048166
PMCPMC13371774

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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.