Evidence map›Paper›PMID 41808100›Full record

ArticleBMC public health2026

A latent class analysis of public opinions about gambling policy goals: a population-based survey in Finland.

Kalle Lind, Susanna Raisamo, Jani Selin, Jukka Kontto

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

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Kalle LindFinnish Institute for Health and Welfare, Promotional and Preventive Work, P.O. Box 30, Helsinki, FI-00271, Finland. kalle.lind@thl.fi.ORCID http://orcid.org/0000-0003-0238-3837
Susanna RaisamoFinnish Institute for Health and Welfare, Promotional and Preventive Work, P.O. Box 30, Helsinki, FI-00271, Finland.ORCID http://orcid.org/0000-0003-2127-5559
Jani SelinFinnish Institute for Health and Welfare, Promotional and Preventive Work, P.O. Box 30, Helsinki, FI-00271, Finland.ORCID http://orcid.org/0000-0003-1828-3603
Jukka KonttoFinnish Institute for Health and Welfare, Promotional and Preventive Work, P.O. Box 30, Helsinki, FI-00271, Finland.ORCID http://orcid.org/0000-0003-3899-9852

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

BACKGROUND &

aimsThe significance of a reciprocal link between public opinion and policy making is widely acknowledged in literature. The aim of this study is to explore public opinion on gambling policy by identifying distinct latent classes of attitudes towards policy goals. The findings can provide insights into future gambling regulation and policy making.

methodsData were derived from a 2023 population-based Finnish Gambling Study (n = 5977) representing the population aged 15-74-year-olds. A set of questions regarding gambling policy attitudes were measured. By using a latent class analysis (LCA) we identified classes of individuals with regard to their respond patterns towards gambling policy questions, considering age, gender, gambling frequency and problem gambling status. Logistic regression was then used to predict class membership by demographic background, gambling behavior, and attitude towards gambling.

resultsHarm prevention, crime reduction, and control of unauthorized operators were the most endorsed gambling policy goals. Women, non-gamblers, and those affected by others’ gambling more often supported harm reduction and marketing restrictions, while men and recent gamblers prioritized consumer protection, player choice, and competition. Latent class analysis identified three groups: Traditionalists (54.8%), Harm-reducers (32.5%), and Libertarians (12.7%). Compared to Traditionalists, Harm-reducers were more likely to be younger and non-gamblers, while Libertarians were typically male, offshore, with at-risk/problem gambling, and held more pro-gambling attitudes.

conclusionsMost respondents supported harm-reduction or even stricter gambling policies, while only a minority – mainly younger males, offshore gamblers, and those with at-risk or problem gambling behavior – favored liberalization and increased consumer choice. This reveals a clear mismatch between public preferences and current policy trends in Finland, which are moving toward more liberal gambling policy. Attitudes were closely tied to personal gambling behavior, with younger non-gamblers supporting gambling reduction and older gamblers without harms backing stronger regulation.

Indexed as

GamblingGoalsPublic OpinionPublic PolicyAdolescentAdultAgedFemaleFinlandHarm ReductionHumansLatent Class AnalysisMaleMiddle AgedSurveys and QuestionnairesYoung Adultgamblinggambling policylatent class analysis (LCA)public opinion

Identifiers

PMID41808100
PMCPMC13088825

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LicenceCC BY-NC-ND
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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.