Gambling Intensity Research Articles

Online Sports Betting and Demographic Factors' Effects on Student-Athletes’ Mental Health

Purpose: The objective of the study was to determine how the interaction between the volume of online sports betting and the demographic factors affects how student-athletes perceive the repercussions on their mental health. Methodology: Cross-sectional survey research was used for this study. Thirty-eight universities both public and private were sampled. Self-reporting questionnaires, key interview schedules and an observation plan were all used by the researcher. With the help of the SPSS version 25 programme, the data were coded and examined. Testing the impact of demographic factors on the connection between dependent and independent variables involved regression analysis with an interaction effect. The link between the independent variables was investigated using correlation analysis. Data was presented in form of tables and figures. Findings: The findings demonstrate a substantial and positive correlation between the level of gambling and mental health (r = 0.411, P>0.0001). The findings of the regression of coefficients showed a positive and significant relationship between the severity of gambling and students' mental wellness (r = 0.576, P>0.0001). The R1 Squared value was greater than 0.169 (without interaction) at 010.731 (with demographic factors interaction). The interaction impact of the demographic parameters was significant (p-value = 0.012). Unique Contribution to Theory, Practice and Policy: This suggests that the association between the intensity of gambling and mental wellness is significantly influenced by the combination of demographic factors. According to study, regular bettors are more likely to attempt or commit suicide because they are more prone to feel anger, rage, and guilt after suffering significant losses. Particularly when students are under stress, this is true. Online sports betting has also been linked to high levels of addiction, just like alcohol, drugs, and items related to smoking.

An empirical attempt to identify binge gambling utilizing account-based player tracking data

Binge gambling is a relatively under-explored area and the few published studies have all used self-report data (i.e. surveys and interviews). The use of account-based tracking data has increasingly been used to identify indicators of problem gambling. However, no previous study has ever used tracking data to operationalize and explore binge gambling. Therefore, the present study investigated whether it is possible to identify behavioral patterns that could be related to binge gambling among a real-world sample of online gamblers. The authors were given access to an anonymized secondary dataset from a British online casino operator comprising 150,895 online gamblers who gambled between January and March 2023. Using 14 parameters of gambling (e.g. total number of gambling days, total number of gambling sessions, average amount of money spent per game), six distinct clusters of gamblers were identified. Two clusters – Cluster 2 (n = 22,364) and Cluster 5 (n = 12,523) – gambled on a relatively low number of days during three months, but displayed a high gambling intensity on those days compared to the other four clusters. These two profiles could potentially match the habits of binge gamblers. The majority of players retained their behavior in the following three months between April and June 2023 and were consequently assigned to the same cluster in the latter time period. A total of 17% of gamblers in Cluster 3 and 29% of gamblers in Cluster 5 stopped gambling entirely between April and June 2023. The findings suggest that binge gambling may be able to be identified by online gambling operators using account-based tracking data and that targeted interventions could be implemented with binge gamblers.

Gambling behavior and criminal convictions: a register-based investigation

Background Gambling severity and criminal convictions are known to be correlated, but there is a lack of understanding of the associations between the type and frequency of offending, game types, gambling motives and gambling intensity. This study aims to fill this gap by examining systematically whether conviction prevalence varies with gambling behavior. Method The study combined register-based variables on criminal convictions from the past 45 years to a gambling-related population survey (n = 3993). Descriptive data are provided on the prevalence of criminal convictions among different past-year gambling behavior subgroups. Logistic regression models were built to explore the associations between having convictions on one’s record and gambling behavior traits more in depth. Results The results of this study indicate that the prevalence of having criminal convictions not only varies among different demographic groups and well-being correlates, but also among different groups of past-year gamblers based on played game types, gambling versatility, gambling severity and gambling motives. Having a history of convictions was predicted by male gender, older age group, receiving basic social allowance, at-risk gambling and risky alcohol use. Escape as a gambling motive and playing EGMs proved to be significant predictors of having multiple criminal convictions. Conclusions Gamblers differ in conviction prevalence as a function of gambling game types, versatility and gambling motives. These findings contribute to better understanding the dialectic interplay between gambling and criminal behavior and may inform the development of targeted interventions.

Effect of cognitive-behavioral techniques for problem gambling and gambling disorder: A systematic review and meta-analysis.

To measure the effect of cognitive-behavioral techniques (CBTs) on gambling disorder severity and gambling behavior at post-treatment and follow-up. Seven databases and two clinical trial registries were searched to identify peer-reviewed studies and unpublished studies of randomized controlled trials. The Cochrane Risk of Bias tool assessed risk of bias in the included studies. A random effect meta-analysis with robust variance estimation was conducted to measure the effect of CBTs relative to minimally treated or no treatment control groups. Twenty-nine studies representing 3991 participants were identified. CBTs significantly reduced gambling disorder severity (g = -1.14, 95% CI = -1.68, -0.60, 95% prediction interval [PI] = -2.97, 0.69), gambling frequency (g = -0.54, 95% CI = -0.80, -0.27, 95% PI = -1.48, 0.40) and gambling intensity (g = -0.32, 95% CI = -0.51, -0.13, 95% PI = -0.76, 0.12) at post-treatment relative to control. CBTs had no significant effect on follow-up outcomes. Analyses supported the presence of publication bias and high heterogeneity in effect size estimates. Cognitive-behavioral techniques are a promising treatment for reducing gambling disorder and gambling behavior; however, the effect of cognitive-behavioral techniques on gambling disorder severity and gambling frequency and intensity at post-treatment is overestimated, and cognitive-behavioral techniques may not be reliably efficacious for all individuals seeking treatment for problem gambling and gambling disorder.

Age and gender differences in gambling intensity in a Norwegian population of electronic gaming machine players

ABSTRACT Participation in various types of gambling is associated with age and gender. Younger men tend to be drawn toward online gambling whereas women and older individuals tend to engage more in land-based gambling such as electronic gaming machines (EGMs). The present study examined how annual trends in theoretical loss, a robust measure of risk propensity/gambling intensity, varied according to age groups and gender among an EGM-population in Norway (N = 195,318, 26.5% women, age range 18 to 103 years [M = 40.13, SD = 16.29]). Quantile regression on the 25th percentile, median, and 90th percentile theoretical loss showed that higher theoretical loss at these quantiles were associated with older age. At the 90th percentile: Individuals aged 60–69 years had highest theoretical loss at 15,343 NOK (1,784 USD). Compared to men, women had higher 90th percentile theoretical loss (1,658 NOK≈193 USD). Interaction analyses showed that the positive association between age and theoretical loss was stronger for men compared to women. Gambling expenditure is positively associated with disordered gambling and the findings suggests that older individuals and women represent more vulnerable groups among the EGM population.

Financial stress and gambling motivation: the importance of financial literacy

Purpose“Poor, Stressed, Drink (alcohol), and Gambling” is one of the campaigns for poverty eradication in Thailand. This study focuses on informal workers—gamblers—who belong to low-income groups and are not covered by the law as an employer. The main objective was to investigate the factors affecting financial stress among informal laborers and determine the factors that drive informal workers to buy lottery tickets (classified by economic, psychological and social motives).Design/methodology/approachThe authors applied binary logistic regression to determine what factors affected financial stress and multinomial logistic regression was applied to examine the factors affecting the motives for buying the lottery.FindingsAccording to the study's results, factors including education, income, gambling intensity, level of financial literacy, saving and knowledge about finance in general influenced both economic and psychological motives negatively. However, gender, status, age, level of risk tolerance, self-evaluated level of acceptable risk and knowledge about compound interest influenced both economic motives and psychological motives positively. It is worth noting that both the self-evaluation of their level of financial literacy and knowledge about inflation resulted in effects moving in different directions, with self-evaluation of their level of financial literacy and knowledge about inflation negatively affecting economic motives, but positively affecting psychological motives.Practical implicationsThe results of this study are expected to help policymakers understand more about this issue since it will illustrate the relationships between financial stress and financial literacy, financial behaviors, financial attitudes and risk tolerance and gambling behaviors. After all, financial stress is a significant problem affecting individuals, their families and the community, and it stems from various complex factors. Therefore, the government and counseling agencies should apply active strategies to mitigate these issues and lessen the resulting financial stress by providing financial literacy projects, as well as financial counseling.Social implicationsLow financial literacy, especially being inefficient at managing one's finances, unusually comes with unhealthy financial thought patterns, as well as a lack of systematic financial management. Furthermore, the lack of financial literacy can potentially lead to unfavorable circumstances. When one falls into uncontrollable situations, including divorce, becoming unemployed, having health problems, being in toxic relationships, loss of a breadwinner, an unexpected pregnancy, etcetera, they could easily find themselves failing to properly cope with these problems and become stressed. Finally, they are also more at risk to take illicit drugs or begin gambling more frequently.Originality/valueOne of the key elements that reduces financial stress is a person's finances, which is thought to have a significant role in reducing their betting behaviors. The findings of this study can be used to guide policy making intended to deter those who have never gambled from starting. Gambling is considered a risk-taking activity with a higher value reward in return. Money, enjoyment, socialization and excitement were all popular motives for gambling. These findings were consistent with what has been observed in Thai society related to the factors influencing individual to gamble, in other words, economic, psychological and social motives. The study focused on gamblers who were informal laborers. They are laborers without an employer according to the Thai labor law, do not have any social security from the government and, usually, have low incomes.

Financial Literacy Confidence and Gambling Intensity among Informal Labor

This paper aimed to investigate whether financial literacy (knowledge and confidence) affects the level of gambling intensity among informal laborers in southern Thailand. Multistage sampling was applied, and a semi-structured questionnaire was used to interview the subjects face-to-face. There were in total 995 questionnaires used in the analysis that applied logistic regression. The results reveal that there was an inconsistency between what the subjects actually know and what they think they know. Their actual financial literacy was poor, while their financial literacy confidence was high. Females had higher financial literacy confidence than males. In addition, it was found that the higher the financial literacy confidence, the higher the gambling intensity. If the subject possessed good financial literacy, the gambling intensity was not increased. Thus, providing financial education could be one approach to reducing gambling intensity. Besides financial education, training with the purpose to achieve a healthy dose of financial literacy confidence is also no less crucial. JEL: G53; G59; G40

Development of Gambling Behaviour and Its Relationship with Perceived Social Support: A Longitudinal Study of Young Adult Male Gamblers

Young adult men who gamble frequently face an elevated risk of developing gambling-related problems. So far, little is known about how changing levels of perceived social support interact with the course of gambling behaviour and gambling-related problems in this population. Using data from a prospective single-arm cohort study (Munich Leisure Time Study), we applied hierarchical linear models to investigate the longitudinal association of changes in perceived emotional and social support (hereafter PESS; operationalized as ENRICHD Social Support Instrument score) with gambling intensity, gambling frequency, and fulfilled criteria for gambling disorder. Pooling data from three time points (baseline, 12-month and 24-month follow-ups) to assess two 1-year intervals, these models disentangle the associations of (a) “level of PESS” (cross-sectional, between participants) and (b) “changes in individual PESS” (longitudinally, within-participants). Among the 169 study participants, higher levels of PESS were associated with fewer gambling-related problems (− 0.12 criteria met; p = 0.014). Furthermore, increasing individual PESS was associated with lower gambling frequency (− 0.25 gambling days; p = 0.060) and intensity (− 0.11 gambling hours; p = 0.006), and fewer gambling-related problems (− 0.19 problems; p < 0.001). The results suggest a mitigating influence of PESS on gambling behaviour and gambling-related problems. Increasing individual PESS appears more decisive for this pathway than high initial levels of PESS. Treatment and prevention strategies that activate and reinforce beneficial social resources in people with gambling-related problems are recommended and promising.

Gambling and COVID-19: Swedish national gambling data from a state-owned gambling sports and casino operator.

The lockdown of sports and gambling venues during the coronavirus disease 2019 (COVID-19) pandemic caused a fear of increased gambling on other online gambling types, with a risk for transfer to more addictive gambling than otherwise. This study aimed to estimate changes in gambling activity during COVID-19-affected periods among all gamblers at a Swedish state-owned gambling operator and to analyse observable sex differences. This study included gambling tracking data from the Swedish state-owned gambling operator Svenska Spel Sports & Casino (sports betting, online bingo, casino and poker). All individuals (n = 616,245) who gambled at least once from February 10 to July 19, 2020, were included. The study period was divided into four periods according to their expected level of COVID-19 impact on gambling opportunities: one pre-COVID period and three COVID-affected periods (sports cancellation, emerging return of sports, substantial return of sports). Sports betting experienced an apparent decrease, followed by a gradual normalization and an end level substantially below prepandemic levels. For online bingo, gambling levels increased upon sports interruption and then decreased with the return to normality in sports events but remained higher than baseline levels. We observed a similar trend for online poker during the interruption of sports, but with a lower level than baseline levels when sports events normalized. We noticed a trend favouring online casinos during the sports interruption period regarding gambling intensity but not wagering levels. Dramatic changes in the content of the gambling market may divert some gamblers to other gambling types, but maintained effects could not be demonstrated.

Tracking investor gambling intensity

We provide a simple method to track firm-specific investor gambling intensity based on the publicly available transaction data. This identification approach effectively incorporates information on what and how much to buy in the trading decision of an investor with a gambling preference. With empirical analysis based on data of the Chinese stock market from January 2003 to May 2021, we document that investor gambling intensity is strongly persistent and significantly predicts future stock returns, which is not a rediscovery of the well-known lottery effect. Stocks with high aggregate gambling intensity underperform stocks with low aggregate gambling intensity by approximately 117 basis points over the following month. Several potential explanations for such empirical findings are examined, and we document support for the explanation based on information diffusion.

The Impact of Personalized Feedback Interventions by a Gambling Operator on Subsequent Gambling Expenditure in a Sample of Dutch Online Gamblers

Player protection has become an important area for the gambling industry over the past decade. A number of gambling regulators now require gambling operators to interact with customers if they suspect they are gambling in a problematic way. The present study provided insight on the impact of personalized feedback interventions (PFIs) on subsequent gambling behavior among a Dutch sample of real-world gamblers. Nederlandse Loterij (the national Dutch Lottery operator) provided access to a secondary dataset comprising tracking data from online casino and sports betting gamblers (N = 2,576) who were contacted either by e-mail or telephone between November 2021 and March 2022 if they showed signs of problematic gambling as identified using behavioral tracking software. Compared to matched controls (n = 369,961 gamblers), Dutch gamblers who received a PFI (via e-mail [n = 1876] or a telephone call [n = 700]) from the gambling operator had a significant reduction in amount of money deposited, amount of money wagered, number of monetary deposits, and time spent gambling in the 30 days after being contacted. Gambling frequency as measured by the number of gambling days did not change significantly after a PFI. Telephone calls did not lead to a significant larger reduction with respect to the aforementioned behavioral metrics. High-intensity players reduced their gambling behavior as frequently as low-intensity players, which means that the intervention’s success was independent of gambling intensity. The impact on subsequent gambling was the same across age groups and gender. The results of the present study are of use to many different stakeholder groups including researchers in the gambling studies field and the gambling industry as well as regulators and policymakers who can recommend or enforce that gambling operators utilize responsible gambling tools such as using PFIs to those who may be displaying problematic gambling behaviors as a way of minimizing harm and protecting gamblers.

Predicting self-exclusion among online gamblers: An empirical real-world study

Protecting gamblers from problematic gambling behavior is a major concern for clinicians, researchers, and gambling regulators. Most gambling operators offer a range of so-called responsible gambling tools to help players better understand and control their gambling behavior. One such tool is voluntary self-exclusion, which allows players to block themselves from gambling for a self-selected period. Using player tracking data from three online gambling platforms operating across six countries, this study empirically investigated the factors that led players to self-exclude. Specifically, the study tested (i) which behavioral features led to future self-exclusion, and (ii) whether monetary gambling intensity features (i.e., amount of stakes, losses, and deposits) additionally improved the prediction. A total of 25,720 online gamblers (13% female; mean age = 39.9 years) were analyzed, of whom 414 (1.61%) had a future self-exclusion. Results showed that higher odds of future self-exclusion across countries was associated with a (i) higher number of previous voluntary limit changes and self-exclusions, (ii) higher number of different payment methods for deposits, (iii) higher average number of deposits per session, and (iv) higher number of different types of games played. In five out of six countries, none of the monetary gambling intensity features appeared to affect the odds of future self-exclusion given the inclusion of the aforementioned behavioral variables. Finally, the study examined whether the identified behavioral variables could be used by machine learning algorithms to predict future self-exclusions and generalize to gambling populations of other countries and operators. Overall, machine learning algorithms were able to generalize to other countries in predicting future self-exclusions.

Impact of wagering inducements on the gambling behaviors of on-line gamblers: A longitudinal study based on gambling tracking data.

AimsTo estimate whether the use of wagering inducements has a significant impact on the gambling behaviors of on‐line gamblers and describe this temporal relation under naturalistic conditions.DesignThis longitudinal observational study is part of the second stage of the Screening for Excessive Gambling Behaviors on the Internet (EDEIN) research program.SettingGambling tracking data from the French national on‐line gambling authority (poker, horse race betting and sports betting) and from the French national lottery operator (lotteries and scratch games).ParticipantsA total of 9306 gamblers who played poker, horse race or sports betting and 5682 gamblers who played lotteries and scratch games completed an on‐line survey. The gender ratio was largely male (between 87.1% and 92.9% for poker, horse race betting and sports betting, and equal to 65.1% for lotteries). Median age ranged from 35 (sports betting) to 53 (horse race betting and lotteries).MeasurementsThe survey used the Problem Gambling Severity Index (PGSI) to determine the status of the gamblers (at‐risk or not). Gambling tracking data included weekly gambling intensity (wagers, deposits), gambling frequency (number of gambling days), proxies of at‐risk gambling behaviors (chasing and breadth of involvement) and use of wagering inducements.FindingsThe use of wagering inducements was associated with an increase of gambling intensity [β between −0.06 (−0.08; –0.05) and 0.57 (0.54; 0.60)], gambling frequency [β between 0.12 (0.10; 0.18) and 0.29 (0.28; 0.31)] and at‐risk gambling behaviors [odds ratio between 1.32 (1.16; 1.50) and 4.82 (4.61; 5.05)] at the same week of their use. This effect was stronger for at‐risk gambling behaviors and at‐risk gamblers.ConclusionsWagering inducements may represent a risk factor for developing or exacerbating gambling problems.

Changes in gambling behaviour and related problems in clients seeking help in outpatient addiction care: Results from a 36-month follow-up study in Bavaria.

Background and aimEvidence on the course of gambling disorder (GD) in clients seeking help from outpatient addiction care facilities is sparse. To close this knowledge gap, this longitudinal one-armed cohort study portrays the development of GD in help-seeking clients over a 3-year timeframe.MethodsWe investigated changes in severity of GD as well as in gambling frequency and intensity in 145 gamblers in outpatient treatment in Bavaria using generalized estimation equations (GEEs). To investigate potentially different trajectories between study participants with and without migration background (MB), additional analyses were applied with time*migration interaction. All analyses were adjusted for age, gender, education, electronic gambling machine (EGM) gambling, MB, GD, related help sought before and treatment status.ResultsWithin the entire study population, improvements in severity of GD (reduction of 39.2%), gambling intensity (reduction of 75.6%) and gambling frequency (reduction of 77.0%) were observed between baseline and 36 months of follow-up. The declines were most pronounced between baseline and follow-up 1 and stabilized thereafter. Participants with MB improved consistently less than participants without MB.Discussion and conclusionOur study suggests that severity of GD and gambling patterns improve in the context of outpatient treatment. The beneficial results furthermore persist for 36 months after treatment termination. As clients with MB seem to profit less than clients without MB, improvements in outpatient gambling services to the specific needs of this clientele are required.

Gambling Before and During the COVID-19 Pandemic Among Online Casino Gamblers: An Empirical Study Using Behavioral Tracking Data

Gambling, like many other leisure activities, has been greatly affected by the novel coronavirus disease 2019 (COVID-19) pandemic. The present study investigated the behavior of a sample of online casino gamblers before and after the COVID-19 pandemic was announced in March 2020. The authors were given access to behavioral tracking data of a representative sample of 133,286 online casino gamblers by a large European online gambling operator with several online casino Swedish licenses. Online casino gambling activity utilizing daily cross-sectional data was examined over a 5-month period from January 1 to May 31 (2020). Results indicated that the (i) number of active online casino gamblers significantly increased over time, (ii) mean average amount of money bet by online casino gamblers daily significantly decreased over time, (iii) mean average daily bet by online casino gamblers at both the 90th and 99th percentiles significantly decreased over time, and (iv) mean average daily bet by online casino gamblers at the 10th and 25th percentiles significantly increased over time. The analysis also indicated that the number of high-risk players significantly decreased during the 5-month study period. While many different groups have claimed that gambling and problem gambling would increase during the pandemic due to more time being spent at home, evidence from the present study suggests that this is not the case because gambling intensity decreased, at least among Swedish gamblers.

The Influence of Lockdown on the Gambling Pattern of Swiss Casinos Players.

The coronavirus pandemic (COVID-19) has had a major impact on most societies worldwide, including the closure of non-essential businesses in spring 2020. The present study considers its impact upon gambling behavior. Particularly, changes in self-reported gambling by Swiss, land-based casino players are examined. The main characteristics of respondents who played or did not play during lockdown are also investigated. This study is embedded in an ongoing longitudinal study that examines the gambling behavior of casino players at three points in time. All respondents who had participated in the first wave of the longitudinal study by the cut-off date (15th March 2020) were asked about their gambling behavior during lockdown in a supplementary online survey three weeks after the end of lockdown. A total of 55% of the 110 respondents reported having played during lockdown. Gambling intensity significantly decreased (p < 0.001) in our sample. Considering only those respondents (n = 66) who reported having gambled during lockdown, gambling intensity also decreased (p < 0.001), but online gambling significantly increased (p < 0.002). Those players who have increased their gambling activity require particular attention. It is important that casinos respond with appropriate player protection measures to those who have increased their gambling activity during the pandemic.

Transitioning Between Online Gambling Modalities and Decrease in Total Gambling Activity, but No Indication of Increase in Problematic Online Gambling Intensity During the First Phase of the COVID-19 Outbreak in Sweden: A Time Series Forecast Study.

Introduction: The COVID-19 outbreak will likely have a public health impact beyond immediate disease transmission. Little is known about whether social distancing and other societal changes has provoked an increase in gambling, whether decreased betting opportunities due to paused sports events spurred gamblers to transition to online casino gambling, or whether any of these factors have had an impact on problem gambling.Methods: Data on lookup queries against the Swedish Gambling Paus registry, logging all initiated gambling sessions by all licensed gambling providers, from 2019-01-01 (start of registry) to 2020-04-08 (well into the first phase of the outbreak) were analyzed using TBATS time series forecasting to estimate trends after the first domestic COVID-19 death. Obfuscated data on daily total wagered and deposited amounts, split by modality (casino or betting, and low and high intensity, respectively) for the equivalent period were supplied by a licensed online gambling provider.Results: Total gambling activity decreased by 13.29% during the first phase of the outbreak compared to forecast. Analyses of online gambling data revealed that although betting decreased substantially in synchrony with a slight increase in online casino gambling, there was no increase in likely problematic, high-intensity gambling and neither did total online gambling increase.Conclusions: This first, preliminary study revealed no increase in Swedish gambling activity, total or specifically online, in the first phase of the COVID-19 outbreak. Future research should examine whether pandemic-induced transitioning between gambling modalities and/or increased participation in gambling, leads to long-term effects on prevalence of problem gambling.

Gambling formats, involvement, and problem gambling: which types of gambling are more risky?

BackgroundThe recognition of problem gambling as a public health issue has increased as the availability of gambling expands. Research has found that some formats of gambling are more closely linked to problem gambling than others. Conflicting evidence, however, has emerged, suggesting that the most important consideration is involvement (i.e., number of gambling formats an individual participates in). This debate has important implications for the regulation of gambling formats and for the allocation of problem gambling prevention and treatment services.MethodAnalyses utilized the Baseline General Population Survey (BGPS) and the Baseline Online Panel Survey (BOPS) of Massachusettscollected in 2013–2014. The BGPS contains a representative sample of 9523 Massachusetts adults and the BOPS contains a sample of 5046 Massachusetts adults. All participants were administered the same comprehensive survey of their past year gambling behavior and problem gambling symptomology. Only those who gambled regularly in the past 12 months (n = 5852) were included. The Problem and Pathological Gambling Measure was used to classify gambling behavior. Within the sample, there were 446 problem gamblers. We assessed: 1) whether some gambling formats are more related to problem gambling; 2) whether problem gambling is positively related to high involvement in gambling; 3) the relationship between involvement in gambling and intensity of gambling; and 4) whether gambling formats mediate the relationship between gambling involvement and problem gambling.ResultsGroups of monthly gamblers participating in casino gambling, bingo, and sports betting contained a higher proportion of problem gamblers. High gambling involvement was also positively associated with problem gambling; however, a large minority of gamblers experienced problems when engaging in only one or two forms of gambling. Gambling involvement was also positively associated with intensity of gambling. Therefore, intensity of gambling may be partly driving the relationship between involvement and problem gambling. Specific gambling formats mediated the relationship between involvement and problem gambling.ConclusionsThe gambling format an individual participates in is connected to whether an individual is likely to experience problem gambling. We also found that the level of involvement (and its relationship to intensity) may affect the likelihood that an individual will experience problematic gambling behavior. Ultimately, the type of gambling format an individual partakes in does mediate the relationship between problem gambling and involvement. In Massachusetts, participating in casino gambling was more closely associated with problem gambling than other formats across all levels of involvement.

The Gambling Consumption Mediation Model (GCMM): A Multiple Mediation Approach to Estimate the Association of Particular Game Types with Problem Gambling

Bivariate associations of problem gambling with participation in particular game types often decrease when adjusting for demographics or consumption behavior (e.g., number of game types played). A summary of 14 peer-reviewed studies showed inconsistencies as well as conceptual and methodological challenges. The aim of this study was to expand previous research by a combination of (1) sophisticated feature-engineering, which disaggregates gambling intensity into facets within and beyond a game type of interest, and (2) the application of mediation models. Data comprised last year gamblers of three merged cross sectional Icelandic gambling surveys of 2007, 2011, and 2017 (N = 4422). For each of 15 game types (12-month time frame), a parallel multiple mediation model was applied to disaggregate bivariate associations of last year game type participation and problem gambling (Problem Gambling Severity Index) by six mediating mechanisms: (1) demographic problem gambling propensity, (2) number of game types played, (3) gambling frequency within the type, (4) maximum gambling frequency across all types beyond, (5) usual spending within the type, (6) maximum usual spending across all types beyond. Games showed two distinct profiles via which mediator they mostly impacted problem gambling: Electronic gaming machines offline, scratch cards offline, live betting online, and poker offline as well as online impacted problem gambling mostly via gambling frequency within, whereas all other types mostly impacted via the number of game types played. The applied mediation models answer the question by which mechanism game types impact problem gambling in a more exhaustive way than previous research.

Untreated pathological gamblers: who recovers and who does not?

ABSTRACT Most individuals with a lifetime history of pathological gambling (PGs) overcome their gambling problems without formal help. Little is known about factors associated with recovery in gamblers without treatment. The aim of this study was to examine associations of psychiatric comorbidity and social conditions with remission among untreated PGs. Two recruitment channels (population-based and self-referred) were used to obtain a nation-wide sample from Germany. The sample included 118 PGs with no prior experience of help-seeking for gambling problems who received a clinical interview to assess psychiatric comorbidity, severity of disorder, social pressure, social support, and life satisfaction. Of the 118 PGs, 46.6% were recovered. Compared to current PGs, recovered PGs were older and had suffered from significantly more adverse consequences prior to recovery (OR: 1.18, CI: 1.04–1.33, p = .008). Additionally, they had experienced less social support (OR: 0.97, CI: 0.94–1.00, p = .027). No differences in terms of the number of DSM-IV criteria, financial loss, gambling intensity, and duration were found. Moreover, psychiatric disorders did not differ between groups. Untreated recovery from gambling may be independent of the severity of PG and psychiatric comorbidity. Social support might have an attenuating effect on the consequences of PG and therefore might reduce the perceived need for change.