Evidence map›Paper›PMID 42339558›Full record

ArticleAddiction (Abingdon, England)2026

Balancing harm prevention and liberty preservation when implementing financial risk assessments for gambling in the United Kingdom: Insights from open banking data.

Robert M Heirene, Philip Newall

Abstract read
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Article in Addiction (Abingdon, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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3 · Its place in the literature

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2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Robert M HeireneBrain and Mind Centre, School of Psychology, University of Sydney, Sydney, Australia.ORCID https://orcid.org/0000-0002-5508-7102
Philip NewallSchool of Psychological Science, University of Bristol, Bristol, 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

aimsThe United Kingdom (UK) and Dutch governments have recently implemented mandatory financial risk (affordability) assessments for online gambling as a harm prevention measure. Assessments should trigger at a level of gambling expenditure that strikes a balance between harm prevention (most at-risk consumers should surpass the threshold) and liberty preservation (most no-/lower-risk consumers should gamble below it), yet little empirical research exists to guide threshold setting. We aimed to demonstrate how research can inform the harm-prevention, liberty-preservation trade-off in this context and evaluate the UK's proposed implementation of financial risk assessments. DESIGN, SETTING AND

participantsWe reanalysed a dataset that combines self-reported Problem Gambling Severity Index (PGSI) scores and open banking data from consumers who gamble (n = 424) to (1) simulate the impact of the UK's rolling 30-day £150 net-deposit (deposits minus withdrawals) threshold for financial risk assessments, and (2) identify optimal threshold values for these assessments under different circumstances. Participants were UK residents who had gambled in the past year, recruited via Prolific in April 2024. MEASUREMENTS: Participants completed a survey containing the PGSI and agreed to provide their past 12 months' banking records.

findingsOver 12 months, two-thirds of at-risk (PGSI ≥1) and nearly half of no-/lower-risk participants crossed the UK's £150 threshold [area under the curve = 0.66, 95% confidence intervals (CIs) = 0.62-0.71], demonstrating a greater emphasis on harm prevention over liberty preservation. Increasing the value to £186.9 (95% CIs = £69.5-£401.7) slightly improved this balance, although £150 remained within the range of appropriate values. Optimising for harm prevention in our sample required lowering the threshold to £39.0 (95% CIs = £29.6-£58.8), while emphasising liberty preservation increased it to £716.5 (95% CIs = £508.5-£990.9). We found that using a more conservative definition of risk (≥2 PGSI harms) resulted in higher thresholds, and lower thresholds may be appropriate for younger adults (<30 years). Finally, our findings suggest that thresholds based on spending with all operators-rather than single operators as implemented in the UK-may be better able to differentiate at-risk from no-/lower-risk consumers, although the added benefit of this approach in our sample was marginal and further research is needed to confirm its value.

conclusionsThe United Kingdom's £150 net-deposit threshold for financial risk assessments for online gambling may place more emphasis on harm prevention than liberty preservation. This study provides a methodological template for guiding the implementation of financial risk assessments for online gambling. Because our sample is not representative of the broader UK gambling population, our specific threshold estimates should be treated as provisional.

Indexed as

Banking, PersonalFreedomGamblingAdultFemaleHumansMaleMiddle AgedRisk AssessmentUnited KingdomYoung Adultaffordability checksgambling disordergambling policyharm minimisationproblem gamblingregulation

Identifiers

PMID42339558
PMCPMC13578838

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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.