Illegal Online Gambling Site Detection using Multiple Resource-Oriented Machine Learning.

The COVID-19 pandemic has led to faster digitalization and illegal online gambling has become popular. As illegal online gambling brings not only financial threats but also breaches in overall cyber security, this study defines the concept of absolute illegal online gambling (AIOG) using a machine-learning-driven approach with information gathered from public webpages. By analysing 11,172 sites to detect illegal online gambling, the proposed model classifies key features such as URLs (Uniform Resource Locator), WHOIS, INDEX, and landing page information. With a combination of text and image analyses with machine learning-driven approach, the proposed model offers the ensemble combination of attributes for high detection performance with the verification of common attributes from metadata in online gambling. This study suggests a strategy for dynamic resource utilization to increase the classification accuracy of the current environment. As a result, this research expands the scope of hybrid web mining through constant updating of data to achieve content-based filtering.

Correlates of Problematic Gambling in Emerging Adult University Students in Ireland.

INTRODUCTION: Understanding the correlates of problematic gambling among emerging adult university students is crucial for developing effective approaches to minimise harm. METHODS: This cross-sectional survey study reports on 397 18-25 year old emerging adults studying at Irish universities who completed an online survey about problematic gambling and a range of biopsychosocial variables. Chi-square and binary logistic regression analyses explored the relationships between problematic gambling and the biopsychosocial variables measured. RESULTS: Chi-square analyses showed that being male, having an online gambling account, having a mobile gambling app, novelty seeking (impulsivity), harm avoidance (fear of uncertainty), and high alcohol volume consumption were significantly associated with problematic gambling. Regression analyses showed that individuals were more likely to report problematic gambling if they were male (OR = 9.57 times), had an online gambling account (OR = 17.05 times), had a mobile gambling app (OR = 20.37 times), scored high in impulsivity (OR = 7.79 times), and reported high alcohol volume consumption (OR = 4.66 times). Individuals were less likely to report problematic gambling if they scored high in fear of uncertainty (OR = 0.26 times). CONCLUSIONS: A high rate of problematic gambling was observed among the current study sample. Participants were more likely to reported problematic gambling if they were male, had online gambling accounts, mobile gambling apps, scored high in impulsivity, scored low in fear of uncertainty, or consumed high volumes of alcohol in typical drinking sessions. These findings have implications for Irish legislation and policy-makers, Irish higher education institutions, and young adult Irish university students.

The Dependence of Online Gambling Businesses on High-Spending Customers: Quantification and Implications.

Online gambling has grown to be a significant industry but it faces regulatory threats because of perception that it is heavily dependent on a small segment of its customers who gamble heavily and at a level carrying elevated risk of harm. Employing a large multi-operator data set from Britain, which records individual transactions by some 140,000 individuals observed over one year, we are enabled to provide more precise estimates of the degree of concentration of revenue, compared with previous studies. High dependence on a relatively small number of customers is shown though there is variation from product to product in how small the group of account-holders of potential concern is. We conclude with a discussion of prospects for the industry in light of heightened awareness of gambling harm and resulting restrictions on online gambling spending introduced or proposed by governments or regulators in several jurisdictions.

The impact of COVID-19 pandemic on gambling: A systematic review.

BACKGROUND AND AIMS: Since the COVID-19 outbreak, people's habits changed radically. In fact, to limit the spread of SARS-CoV-2, governments implemented restrictive measures that influenced the lives of individuals. The aim of this systematic review is to analyze the impact of COVID-19 on gambling by examining three different outcomes: frequency, expenditure, and transition among possible types of gambling. METHODS: All studies assessing the impact of restrictive measures implemented to limit the spread of SARS-CoV-2 on gambling were included. For the search, two different databases were used: Pubmed and CINAHL. Moreover, two different populations were analyzed: the general population, and subjects who used to gamble before SARS-CoV-2 pandemic. All qualitative studies, reports not based on peer-review, and papers in which the statistical unit was not the subject but the gambling or wagering operators were excluded. RESULTS: From the search, 408 reports were identified. Of these, 28 were included in the systematic review. From the studies, a strong reduction in the frequency and expenditure of land-based gambling emerged, while the results about online gambling were different among the studies. However, a reduction was observed assessing sports betting, and an increase emerged considering online casino and skill games. Finally, a significant migration from land-based gambling to online platforms was identified. The main reasons for these findings were the physical closures of land-based gambling venues and the more time spent at home, the suspension or cancelation of sporting events on which subjects used to bet, and more mental health issues during this challenging period. CONCLUSIONS: The COVID-19 pandemic greatly affected subjects' habits, including gambling, by reducing land-based gambling and sports betting, and increasing gambling on online platforms. This shift poses significant challenges, requiring a comprehensive approach to monitor and mitigate the negative consequences of this increase in online gambling caused by the pandemic.

Exploring the Complex Dynamics: Examining the Influence of Deviant Personas in Online Gambling.

The widespread use of computers and the Internet has substantially changed the gaming environment during the past ten years. The gambling industry is no longer exclusive to land-based gaming establishments (such as casinos and racetracks). Today, a few keystrokes on a computer are all it takes to access gaming operations. Social media platforms like Facebook, Instagram, Snapchat and various other platforms constitute a particular form of access that has drawn more attention from academics in gambling studies. This increasing focus is partially attributable to the fact that social media sites have gained popularity as a means of accessing online gambling websites via hyperlinks hidden inside adverts. Users of social networking platforms can play free-to-play virtual gambling games using programmes. Virtual gaming platforms are the new name for these free-to-play simulation games of gambling. However, there is evidence to suggest that playing social casino games may serve as a "gateway" to real money gambling. The purpose of this study is to investigate the influence of deviant personas on online gambling behavior. By examining the relationship between deviant personas and online gambling, we seek to enhance our understanding of the factors that contribute to problematic gambling behaviors in virtual environments. Employing a robust methodological approach, this research amalgamates the analytical power of PLS-SEM (Partial Least Squares Structural Equation Modeling) to explore the factors influencing the intention to adopt online gambling services. The data for this study were obtained by administering an online survey questionnaire to a sample of 325 aware customers of online gambling. The study's discerning insights have notable implications for the academic community, brand strategists, online game designers, and online gambling platform providers, offering valuable guidance for decision-making and strategy formulation within the burgeoning online gambling industry.

Exploring the Differences in Positive Play among Various Sports Wagering Behaviors.

Recent technological advances and legislative changes have led to an increase of sports wagering across the United States, raising concerns about possible increases in problem gambling behaviors. This, in turn, points to an increased need to understand responsible gambling and how it relates to sports gambling behaviors. The present work utilizes the Positive Play Scale (PPS), a recent scale designed to measure the increasingly popular responsible gambling concept of Positive Play, to assess how various aspects of sports gambling relate to responsible gambling. Participants were recruited by YouGov Opinion polling and taken from two U.S. samples, and the present analyses look only at those who self-identified as sports gamblers (n = 561, Mage = 50.7). Gamblers' location of gambling, types of bets wagered on, timing of gambling, and website used to gamble were assessed. Those who bet online in any capacity, as well as participating in in-game wagering, were found to be significantly less positive in their gambling behaviors. In addition, certain types of sports wagers such as moneylines appeared to be associated with higher positive play, while other types such as parlays were associated with less positive play. Finally, certain websites, particularly offshore websites, were associated with lower positive play behavior. Collectively, these results suggest that there are various aspects of sports wagering behaviors that are associated with positive play variations in gambling.

Effect of the COVID-19 Pandemic on Gambling Behavior in Mainland Chinese Gamblers in Macau: Cross-Sectional Survey Study.

BACKGROUND: This study examined the effects of the COVID-19 pandemic on the gambling behavior of individuals who were already actively engaged in such pursuits. We aimed to uncover the intricate consequences of the pandemic on this specific demographic, emphasizing the importance of understanding the complex connection between public health concerns such as the COVID-19 pandemic and gambling behavior from a public health perspective. In addition to identifying immediate impacts, this study holds significance in assessing potential long-term public health implications for the broader gambling industry. OBJECTIVE: This study investigated how the COVID-19 pandemic has affected the gambling behavior of Mainland Chinese tourists in Macau from a public health perspective. We aimed to understand the changing patterns of gambling habits within this specific demographic by comparing their behavior before and during the pandemic, with a particular emphasis on the evolving dynamics of gambling and their public health consequences. This study provides a detailed exploration of the impact and implications of global health emergencies on this particular demographic's gambling behaviors and preferences. METHODS: This study used a robust cross-sectional analysis involving a sample of 334 Mainland Chinese gamblers with prior experiences in casinos in Macau. The sample deliberately encompassed individuals involved in gambling before and during the COVID-19 pandemic. Data were collected through carefully designed questionnaires to gather information on gambling habits, preferences, and observed behavioral changes in the sample. RESULTS: This study unveiled a notable shift in Mainland Chinese gamblers' behavior during the COVID-19 pandemic. A considerable number of participants opted for web-based platforms over traditional land-based casinos, resulting in reduced budgets, less time spent on gambling, and decreased participation in social gambling. Remarkably, there was a notable surge in online gambling, indicating a noteworthy adaptability of gamblers to changing circumstances. These findings emphasize the dynamic nature of gambling habits during global public health emergencies, revealing the resilient and evolving preferences of Mainland Chinese gamblers in response to the challenges posed by the pandemic. CONCLUSIONS: This study highlights the negative impact of the COVID-19 pandemic on casino gambling, notably evident in a significant decline in Mainland Chinese tourists visiting Macau for gambling. There is a noticeable shift from traditional gambling to web-based alternatives, with individuals seeking options within the pandemic constraints. Furthermore, the findings point out an increase in gambling among the younger generation and behavioral changes in individuals with mood disorders. The findings of this study emphasize the critical need for proactive measures to address evolving gambling preferences and associated risks during public health crises; furthermore, these findings underscore the importance of adaptive strategies within the gambling industry, as well as the necessity for effective public health interventions and regulatory frameworks to respond to unprecedented challenges with efficacy and precision.

Individual risk factors and prediction of gambling disorder in online sports bettors - the longitudinal RIGAB study.

Introduction: While research in online sports betting is dominated by studies using objective player tracking data from providers to identify risky gambling behavior, basicresearch has identified various putative individual risk factors assumed to underlie the development of gambling disorder across all types of gambling. This study aims to examine individual risk factors and their longitudinal clinical relevance in online sports bettors. Methods: German online sports bettors (N = 607, Mage = 34, 92% male) from a provider based sample took part in an online survey. The study team randomly preselected customers to be invited. N = 325 (53,45%) of the participants also took part in an online follow-up survey one year later. Crosssectional and longitudinal associations of putative risk factors and DSM-5 gambling disorder in online sports bettors were analyzed. These risk factors include alcohol and tobacco use, impulsivity, difficulties in emotion identification, emotion regulation strategies, comorbid mental disorders and stress. Results: We found more pronounced impulsivity, difficulties in emotion identification, emotion suppression, comorbid mental disorders and stress were cross-sectionally associated with gambling disorder, and longitudinally predicted gambling disorder in online sports bettors (with the exception of emotion suppression). In an overall model only lack of premeditation and perceived helplessness remained significant as predictors for gambling disorder. Online sports bettors with gambling disorder predominantly showed more pronounced risk factors, which were also confirmed longitudinally as relevant for the maintenance of gambling disorder. Discussion: Risk factors such as impulsivity and stress and appropriate coping mechanisms should consequently be integrated not only into prevention efforts to identify individuals at risk early, but also into intervention efforts to tailor treatment.

Income Inequality and the Odds of Online Gambling Among a Large Sample of Adolescents in Canada.

Consistent evidence points to the detrimental effects of income inequality on population health. Income inequality may be associated with online gambling, which is of concern since gambling is a risk factor for adverse mental health conditions, such as depression and suicide ideation. Thus, the overall objective of this study is to study the role of income inequality on the odds of participating in online gambling. Data from 74,501 students attending 136 schools participating in the 2018/2019 Cannabis, Obesity, Mental health, Physical activity, Alcohol, Smoking, and Sedentary behaviour (COMPASS) survey were used. The Gini coefficient was calculated based on school census divisions (CD) using the Canada 2016 Census linked with student data. We used multilevel modeling to explore the association between income inequality and self-reported participation in online gambling in the last 30 days, while controlling for individual- and area-level characteristics. We examined whether mental health (depressive and anxiety symptoms, psychosocial wellbeing), school connectedness, and access to mental health programs mediate this relationship. Adjusted analysis indicated that a standardized deviation (SD) unit increase in Gini coefficient (OR = 1.17, 95% CI 1.05, 1.30) was associated with increased odds of participating in online gambling. When stratified by gender, the association was significant only among males (OR = 1.12, 95% CI 1.03, 1.22). The relationship between higher income inequality and greater odds for online gambling may be mediated by depressive and anxiety symptoms, psychosocial well-being, and school connectedness. Evidence points to further health consequences, such as online gambling participation, stemming from exposure to income inequality.

Development of the Online Problem Gaming Behavior Index: A New Scale Based on Actual Problem Gambling Behavior Rather Than the Consequences of it.

Many items in current problem gambling screens focus on negative consequences of gambling and gambling-related harms. However, few problem gambling screens comprise items that are totally based on actual gambling behavior such as gambling duration, gambling frequency, or gambling late at night. The aim of the present study was to develop and validate the 12-item Online Problem Gambling Behavior Index (OPGBI). A total of 10,000 online Croatian gamblers were administered the OPGBI alongside the nine-item Problem Gambling Severity Index (PGSI), as well as questions regarding types of gambling engaged in and socio-demographic factors. The 12 OPGBI items mainly concern actual gambling behavior. The correlation between OPGBI and PGSI was highly significant (r = 0.68). Three latent factors in the OPGBI were identified (gambling behavior, limit setting, communication with operator). The three factors all significantly correlated with the PGSI score (R2- = 51.8%). The fact that pure gambling behavior related items explained over 50% of the PGSI score strengthens the idea that player tracking could be an important approach in identifying problem gambling.

Examining the Use of Offshore Online Gambling Sites in the United States via Routine Activities Theory: A SEM Analysis.

Despite the recent proliferation of legal online gambling in the Unites States, offshore gambling sites still remain prevalent, causing various problems in the U.S. Although numerous law violations occur in this domain, prior research has reported limited information about offshore gambling, mostly focusing on offshore gamblers' characteristics and motivations. Using routine activities theory, this study attempted to understand environmental and theoretical factors that affect the use of offshore sites by focusing on offshore gambling-generating contexts that involve offshore sites and online casino reviews. Major findings show that the online visibility of offshore sites may be a key predictor of the use of the sites by U.S. players. In addition, online casino reviews providing a blacklist of online gambling sites served as informal guardians, helping players avoid unreliable offshore gambling sites that pose a risk to their customers. Policy implications were suggested based on the findings and provided insights toward effective online gambling regulatory efforts.

Brief Report: The Rise of Online Betting in Ontario.

In this paper we examine the nature of calls for the Ontario Problem Gambling Helpline from June 2021 to Jan 2023 to determine if the increased marketing of online and sports gambling has changed the nature of calls to the helpline. An interrupted time series model comparing the monthly calls before and after the expansion of online gambling and advertising (April 2023), found a significant effect. Calls related to the other games examined did not have a significant interrupted time series effect of from the expansion and advertising of online gambling. The results of this analysis clearly indicate an association between the expansion of legalized gambling and gambling advertising with the number of people who call the helpline for problem related to online gambling.

Online Gambling: A Systematic Review of Risk and Protective Factors in the Adult Population.

In recent decades, internet gambling has seen strong growth and diffusion due to intrinsic characteristics that make it particularly attractive to players (accessibility, anonymity, variety of games). This paper aims to present the current state of knowledge of the risk and protective factors of online gambling. A literature search conducted in the PubMed, PsychInfo, and Scopus databases found 42 articles, which were included in the review. Methodological aspects and risk and protective factors were analysed cross-sectionally. The results concerning risk and protective factors were distinguished by the level of analysis: individual, relational, and contextual. Two types of comparisons were considered: online vs. offline gamblers and online nonproblematic vs. problematic gamblers. The results of the two comparisons were juxtaposed to analyse their consistency and the different associations with factors. In general, the review showed that risk factors and variables at the individual level are investigated to a greater extent, while protective factors at the relational and contextual level need more in-depth study in future research. More specifically, this review found that even if online and offline gamblers shared most risk and protective factors, there are variables that they would not have in common. These factors could be important to consider in preventive interventions aimed at online gamblers and online problematic gamblers.

Effects and Limitations of a Unique, Nationwide, Self-Exclusion Service for Gambling Disorder and Its Self-Perceived Effects and Harms in Gamblers: Protocol for a Qualitative Interview Study.

BACKGROUND: Voluntary self-exclusion from gambling is a common but underdeveloped harm reduction tool in the management of gambling problems or gambling disorders. Large-scale, multi-operator, and operator-independent self-exclusion services are needed. A recent nationwide multi-operator self-exclusion service in Sweden (Spelpaus), involving both land- and web-based gambling sites, is promising, but recent data have revealed limitations to this system and possibilities to breach one's self-exclusion through overseas web-based gambling. More knowledge is needed about the benefits and challenges of such an extensive self-exclusion service, and its effects as perceived by gamblers. OBJECTIVE: This study protocol describes the rationale and design of a qualitative interview study addressing the effects and limitations perceived by individuals with gambling problems and their concerned significant others. The study aims to provide an in-depth experience of this novel self-exclusion service and to inform stakeholders and policymakers in order to further improve harm reduction tools against gambling problems. METHODS: Individuals with gambling problems will be recruited primarily through social media and also from a treatment unit, if needed, for a qualitative interview study. Recorded interview material will be analyzed through content analysis, and recruitment will continue until saturation in the material is reached. This study will provide in-depth information about a harm reduction tool that is promising and commonly used, but which has proven to be breached by a significant number of users, potentially limiting its efficiency. The aim is to interview a sufficient number of gamblers until saturation has been obtained in the interview material. Saturation will be considered through a continuous analysis, comparing recently collected data to previously collected data. RESULTS: Results will be reported as the themes and subthemes identified after the thorough analysis and coding of the transcribed text material and will be accompanied by citations representing relevant themes and subthemes. Results are planned to be provided before the end of 2023. CONCLUSIONS: This study will likely provide new insights into user perspectives on a multi-operator self-exclusion service that involves both web- and land-based gambling operators, and which according to previous literature attracts many gamblers but also appears to have limitations and challenges in the target group of individuals with gambling problems. Policy and legislation implications, as well as clinical implications for treatment providers, will be discussed. Results and conclusions will be disseminated to policy makers in Sweden and internationally, as well as to peer organizations, treatment providers, and the research community. TRIAL REGISTRATION: ClinicalTrials.gov NCT05693155; https://clinicaltrials.gov/study/NCT05693155. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): PRR1-10.2196/47528.

The relative risks of different forms of sports betting in a U.S. sample: A brief report.

BACKGROUND: The 21st century has brought substantial changes to the manners in which people gamble and the types of things on which people gamble. These changes are particularly stark in the United States, where, over the past five years, sports betting has gone from being legal in only one location to being legal throughout the majority of the country, often via mobile applications and online betting websites. METHOD: In March of 2022, a sample of the U.S. population (n = 2806, Mage[SD] = 48.9[17.2]; 1365[48.6%] men; response rate = 87.6%) and an oversample of sports-wagering adults in the U.S. (n = 1557, Mage[SD] = 41.7[15.3]; 1043[67%] men; response rate = 78.7%) were recruited via YouGov. Participants completed measures of gambling activities, including various forms of sports betting, as well as measures of problem gambling activities. RESULTS: In general, people who gamble on sports, when compared to people who do not bet on sports, reported greater frequency of gambling engagement (averaging between monthly and weekly play),a wider variety of gambling activities (with the majority reporting past year engagement in four or more gambling activities), and higher rates of problem gambling. Multinomial logistics regression revealed no distinct associations between any specific form of sports gambling and higher risk, instead demonstrating that breadth and depth of gambling engagement were the best predictors of high-risk gambling behaviors. CONCLUSIONS: In general, sports gambling is broadly associated with greater engagement in both breadth of gambling activities and frequency of gambling play. Additionally, people who gamble on sports seem to be at higher risk of problem gambling than people who do not bet on sports. However, in analyses controlling for breadth and depth of gambling activities, these links are attenuated, suggesting that the risks associated with sports gambling behaviors are related to the greater degree of gambling engagement.

Gambling Motives and Offshore Gambling: A Finnish Population Study.

The rise of online gambling has drawn attention towards offshore gambling. Currently there is lack of evidence on reasons and motivations to gamble on offshore gambling sites. This study investigated the general gambling motives of onshore and offshore gamblers, and the reasons to gamble on offshore gambling sites. The study used binary logistic regression model to analyze the data from Finnish Gambling 2019 population survey including adult past-year online gamblers (n = 1,422). The validated measure for problem gambling severity (PGSI, Problem Gambling Severity Index) was used. Furthermore, data-driven qualitative analysis was used to form categories for the reasons to gamble on offshore gambling sites. Offshore gambling was more common among men and younger age groups than among women or older age groups. Offshore gamblers gambled less often for money or worthy causes than onshore gamblers. Furthermore, offshore gamblers had more different types of motives to gamble, they gambled more frequently and had higher problem gambling severity scores (PGSI) than onshore gamblers. Finally, the most common reasons to gamble offshore were: (1) larger game supply and game features, (2) benefits, bonuses, and the usability of the website, and (3) inner motivation. Offshore gambling is characterized with intensity and diversity of gambling behavior and motives, and it poses a risk especially for young men.

Behavioural Tracking and Profiling Studies Involving Objective Data Derived from Online Operators: A Review of the Evidence.

Studies involving the analysis of objective data from online operators attempt to address common concerns about biases in self-report research. This paper surveys the progress in this area of research over the last 15 years. The findings highlight many areas of achievement, including: the development of a set of behavioural markers that reliably differentiate variations in gambler risk. Online gamblers can be grouped into clusters based on the intensity and frequency of gambling; behavioural variability; or, signs of over-commitment (e.g., deposit frequency or expenditure patterns). Behavioural indicators have also been successfully used to predict proxies of harm such as self-exclusion or account closures. However, relatively few studies have combined objective data with self-report data to achieve independent validation of the risk-status of gamblers. Evidence also supports the potential value of short-term responsible gambling interventions involving the use of voluntary and mandatory limits, messages and behavioural feedback. Less work has, on the other hand, addressed the comparative risk of different online gambling products. The findings suggest the need for further validation of findings against independent measures of gambling risk; consistent definitions of indicators; a greater focus on the differentiation of product risk; and, on the long-term impact of RG interventions.

Online Gambling Practices and Related Problems in Five European Countries: Findings from the Electronic Gam(bl)ing Multinational Empirical Survey (E-GAMES) Project.

Online gambling has demonstrated a significant and growing impact on overall gambling involvement. To examine online gambling practices and associated problems, we conducted surveys with national samples of Internet users in several European countries. The objective of this paper is to provide a portrait of online gambling practices and problems in five European countries (i.e., France, Italy, Germany, Switzerland, and Poland) with different online gambling regulatory systems. This paper is the first presenting national comparisons of online gambling practices. Participants reported on their gameplay patterns, demographic characteristics, gambling-related problems, gambling frequency, average spending on different online gambling activities, and offline gambling participation over the past 12 months. The Problem Gambling Severity Index was used to assess the severity of gambling problems in relation to online gambling (Ferris & Wynne, 2001 in The Canadian Problem Gambling Index: Final report, Canadian Centre on Substance Abuse, 2001). Pairwise logistic regressions examined the association between problem gambling and sociodemographic variables as well as gambling patterns and problem gambling. In all countries except Italy, the most popular online gambling activity was lotteries with nearly three quarters of participants reporting participation. The prevalence of at-risk and problem gambling was high in all countries with Poland reporting the highest prevalence and Switzerland the lowest. Gamblers who participated in gambling activities other than lottery were more likely to experience gambling-related problems. The rates in the present study are well above the levels usually found in surveys. High online gambling frequency, high spending, and participation in multiple online gambling activities were significantly associated with experiencing gambling-related problems.

Two for the GOES: Exploring Gambling Outcome Expectancies Scores Across Mixed and Offline-Only Gamblers in Relation to Problem Gambling Risk Status.

As online gambling becomes more prevalent, understanding the motives of online gamblers has become a key focus for research and practice. The aim of this study was to understand differences in gambling-related outcome expectancies between mixed (both online and offline) gamblers and offline-only gamblers, by incorporating gambling harm risk categories from the problem gambling severity index (PGSI). This study comprised a secondary data analysis of the 2015 Northern Territory Gambling Prevalence and Wellbeing Survey. A sample of 1207 individuals in the Northern Territory who had reported gambling at least once in the previous 12 months were used in the analyses. General linear and structural equation modelling were used to ascertain differences in gambling outcome expectancies, in relation to gambling modality (i.e., mixed, offline-only) and PGSI scores. Mixed gamblers tended to score higher on all outcome expectancies than their offline-only counterparts. Outcome expectancy scores were higher in individuals in higher-risk PGSI categories. The escape outcome expectancy was dependent on both modality and risk category. Invariance testing of a low and problem gambling risk subsample revealed differential relationships for both the escape and excitement outcome expectancies for mixed and offline-only gamblers. The results provide an important contribution to the existing literature regarding motivation and outcome expectancies in relation to gambling modality and problem gambling severity. The findings highlight the importance of considering both gambling outcome expectancies and modality when considering problem gambling.