Casino Games Research Articles

Not all games are created equal: Adolescents who play and spend money on simulated gambling games show greater risk for gaming disorder

Research reports positive associations between gaming disorder (GD) in adolescents and loot box purchasing but has not examined this relationship for other types of simulated gambling. This study examined whether greater engagement and expenditure in three types of simulated gambling were associated with meeting the criteria for GD in adolescents. A sample of Australians aged 12–17 years (N = 826) was recruited through an online panel aggregator. It included 646 gamers (57.7% male) with 89 being classified as having past-year GD, as defined and measured by the Internet Gaming Disorder Scale. Independent variables comprised past-month engagement in three simulated gambling activities (games with ‘mini’ gambling components, social casino games, and loot boxes), loot box purchasing, other microtransactions, impulsiveness, and demographics. Logistic regressions first examined whether engagement in each of the three simulated gambling activities was individually associated with GD, then with all three in the same model, and then controlling for demographic variables and impulsivity. Logistic regressions also examined whether microtransactions and purchasing loot boxes were individually associated with GD, then with both in the same model, and then controlling for demographic variables and impulsivity. Adolescents who had engaged in each simulated gambling activity in the past month were more likely to report meeting the criteria for GD. These relationships remained significant when controlling for common demographics and impulsiveness. Past-month engagement in social casino games increased the odds of GD 2.5 times (95% CI: 1.54; 4.02), 2.4 times for games with ‘mini’ gambling components (95% CI: 1.42; 3.90) and 2.0 times for engaging in loot boxes (95% CI: 1.22; 3.21), but only social casino games remained significant when controlling for engagement in all three activities. The likelihood of meeting the criteria for GD increased 3.8 times with expenditure on microtransactions (95% CI: 2.32; 6.27) and 4.6 times for buying loot boxes, and each remained significant when both were included in the model. Compared to digital games without simulated gambling elements, simulated gambling appears to attract adolescents who report GD. Implications of the results are discussed in detail.

Self-Generated Motives of Social Casino Gamers.

Social casino games have achieved widespread popularity, and are accessed by more than 85million people each day. Yet, why people play social casino games is largely unknown. To address this gap, an inductive approach was taken to better understand the motives for playing social casino games, as well as the motives for transitioning from social casino gaming to gambling and vice versa. To this end, 269 social casino gamers were asked to provide a ranked list of their motives for playing social casino games. Additionally, we asked participants their motivations for transitioning from gambling to social casino gaming (n = 202) or vice versa (n = 67). A total of 795, 605, and 201 unique responses describing motives for playing social casino games, transitioning from social casino gaming to gambling, and transitioning from gambling to social casino gaming, respectively, were analyzed using a thematic content analysis. The most frequently endorsed motive for playing social casino games was for enhancement (e.g., fun, challenge). Participants also noted playing to earn rewards, including money, and for social reasons. Several motives linked social casino game play to gambling. These included: to hone gambling-related 'skills', a desire to transition to gambling to win real money, and as a gambling harm-reduction strategy. Motives for playing social casino games did not differ significantly between those who first gambled and then transitioned to social casino gaming and vice versa, suggesting that once people begin playing social casino games, they have similar motives for continued engagement. The present study contributes to understanding the immense popularity of social casino games and their links to gambling.

A speed-of-play limit reduces gambling expenditure in an online roulette game: Results of an online experiment

UK online casino games are presently not subject to any limitations on speed-of-play or stakes. One recent policy proposal is to ensure that no online casino game can be played faster than its in-person equivalent. Another policy proposal is to limit the maximum stakes on online casino games to £2, to match the current stake limit on electronic gambling machines. This research experimentally investigated the speed-of-play proposal subject to a £2 stake limit, in an online experiment using incentivized payouts based on £4 endowments and a commercial online roulette game, which was slowed-down in one condition to enforce a speed-of-play limit of one spin every 60 seconds. UK residents, aged 18 years and over and with experience in playing online roulette (N = 1,002), were recruited from an online crowdsourcing panel. In the slowed-down condition there was a credible reduction in the amount gambled. This effect occurred via a credible reduction in the mean number of spins which outweighed any potential increases in bet sizes. Speed-of-play limits may be effective in reducing gambling expenditure for online roulette.

Quantization of blackjack: Quantum basic strategy and advantage

Abstract Quantum computers that process information by harnessing the remarkable power of quantum mechanics are increasingly being put to practical use. In the future, their impact will be felt in numerous fields, including in online casino games. This is one of the reasons why quantum gambling theory has garnered considerable attention. Studies have shown that quantum gambling theory often yields nontrivial consequences that classical theory cannot interpret. We have formulated blackjack, one of the most famous card games, as a quantum game and found possible quantum entanglement between strategies. We also devised a quantum circuit reproducing classical blackjack. This circuit can be realized in the near future when quantum computers are commonplace. Furthermore, we showed that the player’s expectation increases compared to the classical game using quantum basic strategy, which is a quantum version of the popular basic strategy of blackjack.

The Musings of ‘Evil Bastards’: Perspectives from Social Casino Game Professionals

Technology has blurred the lines between gambling and gaming. While the convergence can be witnessed on many different levels, social casino games on social networking sites and mobile apps illustrate just one example. Much of what we currently know about social casino games focuses on player behaviour, with little understanding about this genre from the perspective of social game professionals. This paper aims to fill the gap in our understanding of social casino games through interviews with the professionals who design them. In-depth interviews were conducted with 14 professionals from the social casino games industry. Interviews were analyzed using thematic analysis. Findings illustrate tensions that exist between the two fields of gambling and gaming; however, both are trying to separate themselves from the stigmatized ‘dirty secret’ that is gambling. Further, as a result of social casino games residing, for the most part, in an unregulated ‘grey area,’ findings illustrate the ethical struggle felt by social casino game professionals. This convergence has significant consequences, not only for players, but for game developers, designers, and researchers, and highlights the importance of game designer education.

Gambling by Young Adults in the UK During COVID-19 Lockdown

Gambling is a common activity amongst young adults in the UK, and was a behavior of interest during the early mitigation against COVID-19 (first lockdown). The Avon Longitudinal Study of Parents and Children (ALSPAC) was used to investigate attitudes, moods and behavior during lockdown in England. ALSPAC participants were invited to complete online questionnaires in May 2020, including a set of questions about frequency of gambling and gambling activities which had been asked three years previously. Mental health and wellbeing data and alcohol use were also collected as part of lockdown questionnaires. Gambling questions were completed by 2632 young adults, 71% female, with a mean age of 27.8 years. Overall, gambling frequency reduced during lockdown for both males and females, but more males engaged in regular (weekly) gambling. Gambling activities became more restricted compared to previous reports, but online gambling (e.g. online poker, bingo, casino games) was more frequent. Previous gambling behaviour predicted gambling frequency during lockdown. No associations were apparent between gambling frequency and measures of mental health and well-being. Heavy alcohol use was strongly linked with regular gambling during lockdown. Gamblers were more than twice as likely as non-gamblers to have experienced financial difficulties pre-COVID, but gambling frequency was not related to employment status during lockdown. Online gambling increased during lockdown, whilst offline gambling activities decreased in frequency. A small minority of regular weekly gamblers, who tended to be male and heavy users of alcohol, participated in a wide range of online and offline gambling activities.

Offering small tangible rewards within social casino games increases in-play bets but does not impact real-money gambling

Many video games incorporate gambling-like elements into their design (and vice versa). Social casino games – a type of video game that mimics gambling activities—are one such example. In the current experimental research, we examined whether offering tangible rewards (i.e., rewards with value outside the game) in a social casino game was associated with increased social casino game play and subsequent gambling. Participants (N = 213, Mage = 36.5, 55.3% female) were recruited from CloudResearch. They were randomly assigned to either a reward condition (n = 109) in which, following a week of social casino game play, participants could trade in their virtual credits for a bonus, or a control condition in which the possibility of reward was not presented (n = 104). Following the week of play, all participants were then provided with an opportunity to gamble in an online roulette game with their study compensation. Participants in the reward condition placed more bets and bet higher credit amounts in the social casino game than participants in the control condition. In contrast, no differences were found between the two groups regarding their decision to gamble with their remuneration. Participants who elected to gamble reported higher problem gambling severity and gambling-related cravings. There were no differences in impulsivity. These results suggest that offering tangible rewards in social casino games may increase social casino game play but not necessarily the decision to gamble with real-world money.

Loot Boxes, Gambling, and Problem Gambling Among Young People: Results from a Cross-Sectional Online Survey.

With the introduction of gambling-like features within video games (e.g., loot boxes) new forms of hybrid-gambling products have emerged, yet little is known about their relationship to gambling and problem gambling among those most likely to engage: young people. This article examines the relationship between the purchase of loot boxes, gambling behavior, and problem gambling among young people ages 16–24. Cross-sectional data were analyzed from wave 1 of the Emerging Adults Gambling Survey, an online survey of 3,549 people, aged 16–24. Data were weighted to reflect the age, sex, and regional profile of Great Britain. Measured included past-year purchase of loot boxes, engagement in 17 different forms of gambling (weekly, yearly, and weekly spend); and problem gambling status. Other covariates include impulsivity and sociodemographic status. Young adults who purchase loot boxes are more likely to be gamblers and experience problem gambling than others. In unadjusted regression models, the odds of problem gambling were 11.4 (95% confidence interval [CI] 7.6 to 16.9; p < 0.001) times higher among those who purchased loot boxes with their own money. This relationship attenuated but remained significant (odds ratio 4.5, 95% CI 2.6–7.9) when gambling participation, impulsivity, and sociodemographic factors were taken into account. The purchase of loot boxes was highly associated with problem gambling, the strength of this association being of similar magnitude to gambling online on casino games or slots. Young adults purchasing loot boxes within video games should be considered a high-risk group for the experience of gambling problems.

How did regular sports bettors behave during covid-19 lockdown? Evidence from Poland

ABSTRACT Research question The coronavirus pandemic (covid-19) has significantly altered everyday life in numerous aspects. One of them is sports betting and the uncertainty regarding the effects of lockdown on bettors’ behaviour. This paper explores four key questions about sports bettors during covid-19: (1) have they ceased their sports betting? (2) Have they substituted betting for other online gambling activities (or esports)? (3) Have they saved more time or money?, and (4) How do they feel about their betting? Research methods The study reports findings from an online survey. Data was collected during the pandemic outbreak and before any major sport competition resumed its activity (5–7 May 2020). The survey was conducted in Poland. A purposive sampling method was used to reach regular sport bettors – where ‘regular’ means those who had bet at least once a month before covid-19. In total, 240 regular sports bettors completed the questionnaire in full. A binominal logistic regression model was used to analyse the behavioural changes of bettors during the pandemic. Results and findings The findings showed that most bettors ceased or seriously reduced their betting. In general, they did not substitute it with other forms of gambling. The majority of respondents saved time and money. Many of them also declared not missing betting. Implications The results did not depict sports bettors as desperate to resume betting, and willing to substitute it for any other gambling form in order to maintain their gambling habit. The betting industry’s efforts to mitigate the impact of sport events cancellations by promoting virtual sports, esports, or other casino games do not seem to be especially attractive for regular sports bettors.

Preferences on Online Gambling Activities among Adolescents: A Review

The accessibility and availability of a variety of online gambling for adolescents is a public concern. In the current literature, it remains unclear in which activities the greatest prevalence occurs. Moreover, it is well-known that different types of gambling activities carry different levels of risk just as have distinct socioeconomic, and mental health-related consequences. The main aim of this study is to systematically review the current literature in order to explore the prevalence of different types of online gambling activities reported by adolescents and their relationship with other reported variables when available. It will be conducted following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses-P 2015 statement for systematic review and metaanalysis protocols. An electronic literature search will be conducted using the following databases: PubMed, PsychINFO, ScienceDirect, Web of Science, and Google Scholar using search keywords and logic as follows: “(Internet OR online) gambling AND (adolescents OR young people)”. Additionally, further articles will be identified through searching the citations in the literature selected. The overall percentage of online gamblers and the percentage of online gamblers for each type of gambling activity were identified or calculated. Seven-teen articles met the eligibility criteria. The included studies comprised 15 crosssectional and two longitudinal designs. Most of the research was conducted in Europe. The online gambling modalities detected were sports bets, card games, gambling machines, casino games lottery games, scratch tickets, bingo, gambling in social networking, stock market investment, and mahjong. Only two studies provided associations between a specific online gambling activity and socioeconomic and mental health associations, founding involvement in online sports betting and in online casino game is a risk factor to the development of disordered gambling. A consensus on the evaluation method of the problem and updated questionnaires collecting information regarding the new online betting modalities are critical.

Motives for playing social casino games and the transition from gaming to gambling (or vice versa): social casino game play as harm reduction?

Social casino games (i.e., online, free to play casino-like games) share many similar visual, auditory and structural game mechanics as gambling games. Given the similarities between the two activities, it is not uncommon for people to migrate from social casino gaming to gambling or vice versa. In the current work, we investigated whether motives for playing social casino games may play a role in the transition from gaming to gambling. We also assessed whether motives for playing social casino games as a way to reduce gambling cravings was predictive of self-reported changes in gambling behaviour 30 days later and whether this relationship was dependent on the activity first played. In a community sample of people who gamble and play social casino games (N=228), those who played social casino games before beginning to gamble were more likely to report playing social casino games for social motives, or as a way to reduce gambling-related cravings, than people who gambled before playing social casino games. Additionally, we found that using social casino games as a tool to moderate gambling cravings was associated with self-reported decreases in gambling behaviour one-month later, but only among those who played social casino games before beginning to gamble. Results suggest that what game was played first (social casino games or gambling games) matters, especially for the clinical utility of social casino games as a harm reduction strategy.Résumé Les jeux de casino sociaux (qui sont offerts gratuitement en ligne) partagent avec les jeux de hasard un grand nombre de caractéristiques visuelles, auditives et structurelles définissant la mécanique de jeu. Vu les ressemblances entre ces deux types de jeux, il n’est pas inhabituel pour les joueurs de passer de l’un à l’autre et inversement. Nous avons cherché à savoir trois choses : premièrement, si les raisons qui motivent la pratique des jeux de casino sociaux influent sur la transition vers les jeux de hasard; deuxièmement, si ces motivations peuvent, en tant que moyen de réduire l’envie de jouer, être un prédicteur de changements de comportement au bout de 30 jours; et troisièmement, si ce lien dépend de l’activité adoptée en premier. Notre échantillon recruté dans la collectivité comptait des adeptes des deux types de jeux (N=228). Ceux qui s’adonnaient aux jeux de casino avant d’adopter les jeux de hasard ont été plus nombreux que ceux qui avaient fait l’inverse à évoquer des motivations sociales ou la recherche d’un moyen de tempérer leur envie de jouer. Le recours aux jeux de casino dans un but de modération est associé à une diminution de la fréquence de jeu un mois plus tard, mais seulement chez les personnes qui s’adonnaient aux jeux de casino avant de passer aux jeux de hasard. Selon nos résultats, l’activité pratiquée en premier joue bel et bien un rôle, en particulier en ce qui touche l’utilité des jeux de casino sociaux en tant que stratégie de réduction des risques.

Studying Gambling Behaviors and Responsible Gambling Tools in a Simulated Online Casino Integrated With Amazon Mechanical Turk: Development and Initial Validation of Survey Data and Platform Mechanics of the Frescati Online Research Casino.

Introduction: Online gambling, popular among both problem and recreational gamblers, simultaneously entails both heightened addiction risks as well as unique opportunities for prevention and intervention. There is a need to bridge the growing literature on learning and extinction mechanisms of gambling behavior, with account tracking studies using real-life gambling data. In this study, we describe the development and validation of the Frescati Online Research Casino (FORC): a simulated online casino where games, visual themes, outcome sizes, probabilities, and other variables of interest can be experimentally manipulated to conduct behavioral analytic studies and evaluate the efficacy of responsible gambling tools.Methods: FORC features an initial survey for self-reporting of gambling and gambling problems, along with several games resembling regular real-life casino games, designed to allow Pavlovian and instrumental learning. FORC was developed with maximum flexibility in mind, allowing detailed experiment specification by setting parameters using an online interface, including the display of messages. To allow convenient and rapid data collection from diverse samples, FORC is independently hosted yet integrated with the popular crowdsourcing platform Amazon Mechanical Turk through a reimbursement key mechanism. To validate the survey data quality and game mechanics of FORC, n = 101 participants were recruited, who answered an questionnaire on gambling habits and problems, then played both slot machine and card-draw type games. Questionnaire and trial-by-trial behavioral data were analyzed using standard psychometric tests, and outcome distribution modeling.Results: The expected associations among variables in the introductory questionnaire were found along with good psychometric properties, suggestive of good quality data. Only 6% of participants provided seemingly poor behavioral data. Game mechanics worked as intended: gambling outcomes showed the expected pattern of random sampling with replacement and were normally distributed around the set percentages, while balances developed according to the set return to player rate.Conclusions: FORC appears to be a valid paradigm for simulating online gambling and for collecting survey and behavioral data, offering a valuable compromise between stringent experimental paradigms with lower external validity, and real-world gambling account tracking data with lower internal validity.

Gambler clusters and problem gambling severity: A cluster analysis of Swedish gamblers accessing an online problem gambling screener.

It has been proposed that overall gambling involvement has a stronger association with problem gambling (PG) than any specific game type. However, few studies have used multiple analytic approaches on the same data set to assess these relationships. The aims of the current study were to identify patterns of gambling activity (PGAs) and to assess the relationships between different game types, PGAs, gambling involvement, and PG as measured by the Problem Gambling Severity Index (PGSI), using two different approaches. In a sample of Swedish gamblers who screened their gambling habits at the Swedish national gambling helpline website (N = 7,463, 79% males), seven different PGAs were identified. Increased gambling involvement was associated with PG severity, and the strength of the association varied by game type. Online casino games and electronic gambling machines had the weakest involvement effect and lotteries the strongest. Almost 50% of the gamblers belonged to the online casino PGA, characterized by online casino gambling. Gamblers in this PGA showed higher PGSI scores compared to three PGAs: online sports/online casino, horse/lottery, and online sports, and they had lower PGSI scores compared to the diverse PGA, characterized by engagement in all game types. No differences in PGSI scores were found between gamblers in three PGAs with high probability of online casino gambling but with varying engagement levels in other game types. In a Swedish context, the results from this study indicate that the focus of prevention and regulation should be on game types with the strongest associations with PG, namely, online casino games. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

Predicting future harm from gambling over a five-year period in a general population sample: a survival analysis

BackgroundThere is little longitudinal evidence on the cumulative risk of harm from gambling associated with excess spending and frequency of play. The present study sought to assess the risk of gambling problems over a five-year period in adults who exceed previously derived low-risk gambling limits compared to those who remain within the limits after controlling for other modifiable risk factors.MethodsParticipants were adults (N = 4212) drawn from two independent Canadian longitudinal cohort studies who reported gambling in the past year and were free of problem gambling at time 1. Multivariate Cox regression was employed to assess the impact over time of gambling above low-risk gambling thresholds (frequency ≥ 8 times per month; expenditure ≥75CAD per month; percent of household income spent on gambling ≥1.7%) on developing moderate harm and problem gambling. Covariates included presence of a DSM5 addiction or mental health disorder at time 1, irrational gambling beliefs, number of stressful life events in past 12 months, number of game types played each year, and playing electronic gaming machines or casino games.ResultsIn both samples, exceeding the low-risk gambling limits at time 1 significantly increased the risk of moderate harm (defined as ≥2 consequences on the Problem Gambling Severity Index [PGSI]) within 5 years after controlling for other modifiable risk factors. Other significant predictors of harm were presence of a mental disorder at time 1, cognitive distortions about gambling, stressful life events, and playing electronic gaming machines or casino games. In one sample, the five-year cumulative survival rate for moderate harm among individuals who stayed below all the low-risk limits was 95% compared to 83% among gamblers who exceeded all limits. Each additional low-risk limit exceeded increased the cumulative probability of harm by 30%. Similar results were found in models when the outcome was problem gambling.ConclusionsLevel of gambling involvement represents a highly modifiable risk factor for later harm. Staying below empirically derived safe gambling thresholds reduces the risk of harm over time.

Where Do Equity Risk Premia Come From?

Standard finance theory posits that equity risk premia compensate for occasional shortfalls in aggregate consumption. However, observed premia are much higher than typical consumption risks warrant. Insurance against rare disaster risks reconciles only some of the differential, unless risk aversion is implausibly high and if equity dividends are mis-identified with aggregate consumption. Equity markets are better modeled as casino games with evolving risks, with pricing dominated by rational gamblers seeking long-term enrichment. While their effective risk aversion is modest, the risks of drawdown appear high enough to justify a risk premium of several hundred basis points.

Online gambling: A treatment for sports betting addiction

Background: online gambling (bets, casino games, poker, etc.) is an activity that is spreading worldwide, even in countries where it is not yet legalized. Although the situation in Latin America is very heterogeneous, it is possible that, as online gambling is developed and promoted, addiction problems arise. This has already happened in Spain since the legalization of online gambling in 2011. Thus, psychology should be developing intervention programs to face this new scenario. Goal: this paper describes the treatment protocol for a young man with sports betting addiction. Method: the treatment proposal consisted in a cognitive behavioral therapy which focused on deconditioning of gambling situations; training of skills needed to prevent relapses and overcome risky situations; information on gambling risks; change of attitude towards gambling; and promotion of a healthy lifestyle incompatible with gambling addiction. Results: both the treatment phases and the theoretical basis of the intervention proposal are described. The patient, diagnosed with a severe gambling disorder, showed improvements in the gambling disorder criteria and the Symptom Severity Scale Score. Conclusions: a treatment protocol for online gambling addiction, which is based on the principles of motivation and learning, has been developed. This protocol has demonstrated to be effective in reducing gambling behavior and promoting a new healthy lifestyle.

Social Casinos: Winning Isn't Everything

Are players who win more likely to be loyal to social casino games, and better customers for the social casino industry? In this research, we investigate the relationship between social casino player success and customer loyalty. We make a case that winning is not a good predictor of customer loyalty for social casino games. Our proposed theoretical model integrates loyalty and spend level with a player’s perceived level of gaming success. The unexpected diminished role of winning as a contributing factor to loyalty challenges the traditional view of thinking that success in a gambling environment is necessary to ensure valuable ongoing customer relationships. Implications for theory and practice are discussed.

Effects of sequential winning vs. losing on subsequent gambling behavior: analysis of empirical data from casino baccarat players

ABSTRACT Problem gambling is characterized by intense urges to repeatedly engage in gambling and is highly deleterious to individuals’ financial and social well-being. A fundamental issue in problem gambling is how repeated and risky betting behavior varies as a function of outcome history. We used empirical data on gamblers playing baccarat, one of the most popular casino games, to examine the effects of sequential winning versus losing on subsequent gambling behavior. Specifically, we analyzed data from 7,935,566 games played by 3,986 players at a land-based casino to examine changes in the betting amount and in the rate of betting on hands with different dividend rates according to prior consecutive wins or losses. The results revealed that the bet amount in baccarat gradually increased according to streak length, and this effect was more pronounced after sequential winning than after sequential losing. The proportions of multiple bets, including ‘longshots’ – hands with low winning percentages and high dividend rates – decreased after sequential losing but increased after sequential winning. The present study, as the first attempt to analyze a large dataset on baccarat betting, indicates that gamblers shift their gambling behavior to be more reckless after experiencing consecutive wins more than consecutive losses.

Risk Factors of Problem Gaming and Gambling in US Emerging Adult Non-Students: The Role of Loot Boxes, Microtransactions, and Risk-Taking

Video gaming and gambling have increasingly converged with one another (e.g., social casino games). For emerging adults (18–25 years old), who are already at an elevated risk for addictive disorders, this overlap in these activities may increase the likelihood of problematic involvement. At the moment, Internet gaming disorder (IGD) is being considered as a future medical diagnosis by the American Psychiatric Association. Therefore, the purpose of this study was to examine the potential comorbidity between IGD and gambling disorder (GD) in emerging adults, as well as explore if problematic engagement in gaming and gambling may be explained by recent trends in video game microtransactions (e.g., loot boxes) and risk-taking behaviors. An online survey was completed by 300 emerging adult non-students (Mage = 22.79, 49% male) from across the United States. The results revealed that compared to non-gamers, problematic gamers were 6.45 times more likely to problem gamble and compared to non-gamblers, problem gamblers were 5.62 times more likely to problem game. Microtransactions were the major mechanism for the relationship between IGD and GD. Participants with higher severity levels of either disorder demonstrated a greater likelihood of purchasing microtransactions, in addition to displaying significantly less aversion towards several domains of risk-taking. These findings suggest that emerging adults with probable IGD or GD may share common risk factors and patterns of behavior that transdiagnostic treatment approaches may better serve than syndrome-specific models.

Online Problem Gambling: A Comparison of Casino Players and Sports Bettors via Predictive Modeling Using Behavioral Tracking Data

In this study, the differences in behavior between two groups of online gamblers were investigated. The first group comprised individuals who played casino games, and the second group comprised those who bet on sports events. The focal point of the study was on problem gambling, and the objective was to identify and quantify both common and distinct traits that are characteristic to casino and sports problem gamblers. To this end, a set of gamblers from the gaming operator LeoVegas was studied. Each gambler was ascribed two binary variables: one separating casino players from sports bettors, and one indicating whether there was an exclusion related to problem gambling. For each of the four combinations of the two variables, 2500 gamblers were randomly selected for a thorough comparison, resulting in a total of 10,000 participants. The comparison was performed by constructing two predictive models, estimating risk scores using these models, and scrutinizing the risk scores by means of a technique originating from collaborative game theory. The number of cash wagers per active day contributed the most to problem-gambling-related exclusion in the case of sports betting, whereas the volume of money spent contributed the most to this exclusion in the case of casino players. The contribution of the volume of losses per active day was noticeable in the case of both casino players and sports bettors. For casino players, gambling via desktop computers contributed positively to problem-gambling-related exclusion. For sports bettors, it was more concerning when the individual used mobile devices. The number of approved deposits per active day contributed to problem-gambling-related exclusion to a larger extent for sports bettors than casino players. The main conclusion is that the studied explanatory variables contribute differently to problem-gambling-related exclusion among casino players and sports bettors.