Moore, E. orcid.org/0000-0001-8533-690X, Pryce, R. orcid.org/0000-0002-4853-0719, Squires, H. orcid.org/0000-0002-2776-4014 et al. (1 more author) (2026) The association between gambling frequency and risk of harm: analysis using health survey data from England and Scotland. Addiction. ISSN: 0965-2140
Abstract
Background and aims Health economic models can be used to assess the effectiveness and cost-effectiveness of public health policies for gambling. To develop such a model, we must understand how gambling behaviour is associated with risk of experiencing gambling-related harms. This study aimed to: (1) assess the strength of association between gambling frequency and the risk of gambling-related harm and to examine how these associations differ when lottery-only players are excluded; (2) apply the study's findings in a hypothetical policy model aimed at reducing gambling frequency.
Design Observational study using six waves of cross-sectional data from the Health Survey for England and the Scottish Health Survey.
Setting Survey conducted in England in 2015, 2016 and 2018 and Scotland in 2015, 2016 and 2017.
Participants The sample included 16 648 adults (aged 18 and over) who reported gambling in the past year, generally representative of the populations of England and Scotland.
Measurements Gambling frequency was measured using 6 categories which indicated frequency in the past 12 months: (a) 2 or more times a week; (b) once a week; (c) less than once a week, more than once a month; (d) once a month; (e) every 2–3 months; (f) once or twice a year. Risk of gambling-related harm was assessed using Problem Gambling Severity Index (PGSI) score (0–27) and its four categories: no-risk (0), low-risk (1–2), moderate-risk (3–7) and high-risk (≥8). Control variables included age, sex, deprivation, social grade, presence of mental disorder and frequency of drinking alcohol.
Findings Using multinomial logistic regression and zero-inflated negative binomial models we found that gambling at least twice weekly was associated with a statistically significantly higher PGSI score than gambling once or twice a year (incidence rate ratio = 3.528, 95% confidence interval = 2.040–6.103, P value < 0.001). Reducing gambling to guideline levels for people gambling at least twice weekly moved 10% of the sub-sample from higher PGSI categories (low, medium and high risk) to the no-risk category and shifted the distribution of PGSI scores down.
Conclusions There appears to be a statistically significant association between gambling frequency and risk of gambling-related harm. Data derived from this and similar analyses can be used to model gambling policies which impact gambling frequency.
Metadata
| Item Type: | Article |
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| Authors/Creators: |
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| Copyright, Publisher and Additional Information: | © 2026 The Authors. This is an Open Access article distributed under the terms of the Creative Commons Attribution Licence (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
| Keywords: | Problem Gambling Severity Index; gambling; gambling frequency; gambling‐related harm; public health; risk of harm |
| Dates: |
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| Institution: | The University of Sheffield |
| Academic Units: | The University of Sheffield > Faculty of Medicine, Dentistry and Health (Sheffield) > School of Health and Related Research (Sheffield) > ScHARR - Sheffield Centre for Health and Related Research The University of Sheffield > Faculty of Medicine, Dentistry and Health (Sheffield) > School of Medicine and Population Health |
| Date Deposited: | 23 Feb 2026 11:59 |
| Last Modified: | 23 Feb 2026 11:59 |
| Published Version: | https://doi.org/10.1111/add.70344 |
| Status: | Published online |
| Publisher: | Wiley |
| Refereed: | Yes |
| Identification Number: | 10.1111/add.70344 |
| Related URLs: | |
| Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:238299 |

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