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Deng X, Lesch T, Clark L. Pareto distributions in online casino gambling: Sensitivity to timeframe and associations with self exclusion. Addict Behav 2021; 120:106968. [PMID: 34004521 DOI: 10.1016/j.addbeh.2021.106968] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 04/19/2021] [Accepted: 04/26/2021] [Indexed: 11/16/2022]
Abstract
The Pareto effect (also known as the 80/20 rule) describes a skewed distribution of engagement that is observed for many products. In this study, we investigated Pareto estimates for online casino gambling, and tested their association with voluntary self-exclusion (VSE) as a marker of gambling harm, and examined their sensitivity to varying time windows. We used one year of betting data from the eCasino section of a provincially-run gambling website in British Columbia, Canada. The data contained 30,920 account holders who placed at least one bet on the platform from October 2014 to September 2015. The top 20% most engaged gamblers accounted for 92% (based on total number of bets) and 90% (based on net losses) of eCasino gambling activity over the year. The top 20% of online gamblers displayed higher levels of VSE enrolment than the remaining 80% (total bets: 13% vs 7%; net losses: 16% vs 6%, respectively). Pareto estimates increased with longer time windows, from one month to one year (total bets: 80% to 92%; net losses: 81% to 90%, respectively). This accumulation was driven by the relative loyalty of the most engaged gamblers, coupled with the influx of new and more transient gamblers on a month-to-month basis. These data strengthen links between concentrations of engagement with online products and measures of harm, but also highlight the dynamic nature of these estimates. One year estimates are preferable for estimating the degree of concentration.
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Affiliation(s)
- Xiaolei Deng
- Centre for Gambling Research at UBC, Department of Psychology, University of British Columbia, Vancouver, B.C., Canada.
| | - Tilman Lesch
- Centre for Gambling Research at UBC, Department of Psychology, University of British Columbia, Vancouver, B.C., Canada.
| | - Luke Clark
- Centre for Gambling Research at UBC, Department of Psychology, University of British Columbia, Vancouver, B.C., Canada; Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia, Canada.
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Magnusson K, Nilsson A, Andersson G, Hellner C, Carlbring P. Level of Agreement Between Problem Gamblers' and Collaterals' Reports: A Bayesian Random-Effects Two-Part Model. J Gambl Stud 2019; 35:1127-1145. [PMID: 30941609 PMCID: PMC6828640 DOI: 10.1007/s10899-019-09847-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
This study investigates the level of agreement between problem gamblers and their concerned significant others (CSOs) regarding the amount of money lost when gambling. Reported losses were analyzed from 266 participants (133 dyads) seeking treatment, which included different types of CSO-gambler dyads. The intraclass correlation coefficients (ICCs) concerning the money lost when gambling during the last 30 days were calculated based on the timeline followback. In order to model reports that were highly skewed and included zeros, a two-part generalized linear mixed-effects model was used. The results were compared from models assuming either a Gaussian, two-part gamma, or two-part lognormal response distribution. Overall, the results indicated a fair level of agreement, ICC = .57, 95% CI (.48, .64), between the gamblers and their CSOs. The partner CSOs tended to exhibit better agreement than the parent CSOs with regard to the amount of money lost, ICCdiff = .20, 95% CI (.03, .39). The difference became smaller and inconclusive when reports of no losses (zeros) were included, ICCdiff = .16, 95% CI (- .05, .36). A small simulation investigation indicated that the two-part model worked well under assumptions related to this study, and further, that calculating the ICCs under normal assumptions led to incorrect conclusions regarding the level of agreement for skewed reports (such as gambling losses). For gambling losses, the normal assumption is unlikely to hold and ICCs based on this assumption are likely to be highly unreliable.
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Affiliation(s)
- Kristoffer Magnusson
- Centrum för psykiatriforskning, Karolinska Institutet, Norra Stationsgatan 69, 113 64, Stockholm, Sweden.
| | - Anders Nilsson
- Centrum för psykiatriforskning, Karolinska Institutet, Norra Stationsgatan 69, 113 64, Stockholm, Sweden
| | - Gerhard Andersson
- Centrum för psykiatriforskning, Karolinska Institutet, Norra Stationsgatan 69, 113 64, Stockholm, Sweden
- Linköping University, Linköping, Sweden
| | - Clara Hellner
- Centrum för psykiatriforskning, Karolinska Institutet, Norra Stationsgatan 69, 113 64, Stockholm, Sweden
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Abstract
Many research findings in the gambling studies field rely on self-report data. A very small body of empirical research also suggests that when using self-report, players report their gambling losses inaccurately. The aim of the present study was to evaluate the differences between objective and subjective gambling spent data by comparing gambler’s actual behavioral tracking data with their self-report data over a 1-month period. A total of 17,742 Norwegian online gamblers were asked to participate in an online survey. Of those surveyed, 1335 gamblers answered questions relating to gambling expenditure that could be compared with their actual gambling behavior. The study found that the estimated loss self-reported by gamblers was correlated with the actual objective loss and that players with higher losses tended to have more difficulty estimating their gambling expenditure (i.e., players who spent more money gambling also appeared to have more trouble estimating their expenses accurately). Overall, the findings demonstrate that caution is warranted when using self-report data relating to amount of money spent gambling in any studies that are totally reliant on self-report data.
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Affiliation(s)
- Michael Auer
- Office 404 Albany House, Neccton Ltd, 324 Regent Street, London, W1B 3HH, UK.
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Burton Street, Nottingham, NG1 4BU, UK
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Pickering D, Keen B, Entwistle G, Blaszczynski A. Measuring treatment outcomes in gambling disorders: a systematic review. Addiction 2018; 113:411-426. [PMID: 28891116 PMCID: PMC5836978 DOI: 10.1111/add.13968] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2017] [Revised: 06/29/2017] [Accepted: 08/02/2017] [Indexed: 12/31/2022]
Abstract
BACKGROUND AND AIMS Considerable variation of outcome variables used to measure recovery in the gambling treatment literature has precluded effective cross-study evaluations and hindered the development of best-practice treatment methodologies. The aim of this systematic review was to describe current diffuse concepts of recovery in the gambling field by mapping the range of outcomes and measurement strategies used to evaluate treatments, and to identify more commonly accepted indices of recovery. METHODS A systematic search of six academic databases for studies evaluating treatments (psychological and pharmacological) for gambling disorders with a minimum 6-month follow-up. Data from eligible studies were tabulated and analysis conducted using a narrative approach. Guidelines of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) were adhered to. RESULTS Thirty-four studies were reviewed systematically (RCTs = 17, comparative designs = 17). Sixty-three different outcome measures were identified: 25 (39.7%) assessed gambling-specific constructs, 36 (57.1%) assessed non-gambling specific constructs, and two instruments were used across both categories (3.2%). Self-report instruments ranged from psychometrically validated to ad-hoc author-designed questionnaires. Units of measurement were inconsistent, particularly in the assessment of gambling behaviour. All studies assessed indices of gambling behaviour and/or symptoms of gambling disorder. Almost all studies (n = 30; 88.2%) included secondary measures relating to psychiatric comorbidities, psychological processes linked to treatment approach, or global functioning and wellbeing. CONCLUSIONS In research on gambling disorders, the incorporation of broader outcome domains that extend beyond disorder-specific symptoms and behaviours suggests a multi-dimensional conceptualization of recovery. Development of a single comprehensive scale to measure all aspects of gambling recovery could help to facilitate uniform reporting practices across the field.
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Affiliation(s)
| | - Brittany Keen
- School of PsychologyUniversity of SydneySydneyAustralia
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Keen B, Blaszczynski A, Anjoul F. Systematic Review of Empirically Evaluated School-Based Gambling Education Programs. J Gambl Stud 2017; 33:301-325. [PMID: 27566689 DOI: 10.1007/s10899-016-9641-7] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Adolescent problem gambling prevalence rates are reportedly five times higher than in the adult population. Several school-based gambling education programs have been developed in an attempt to reduce problem gambling among adolescents; however few have been empirically evaluated. The aim of this review was to report the outcome of studies empirically evaluating gambling education programs across international jurisdictions. A systematic review following guidelines outlined in the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) Statement searching five academic databases: PubMed, Scopus, Medline, PsycINFO, and ERIC, was conducted. A total of 20 papers and 19 studies were included after screening and exclusion criteria were applied. All studies reported intervention effects on cognitive outcomes such as knowledge, perceptions, and beliefs. Only nine of the studies attempted to measure intervention effects on behavioural outcomes, and only five of those reported significant changes in gambling behaviour. Of these five, methodological inadequacies were commonly found including brief follow-up periods, lack of control comparison in post hoc analyses, and inconsistencies and misclassifications in the measurement of gambling behaviour, including problem gambling. Based on this review, recommendations are offered for the future development and evaluation of school-based gambling education programs relating to both methodological and content design and delivery considerations.
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Affiliation(s)
- Brittany Keen
- Responsible Gambling Research Group, Brain and Mind Centre, Sydney University, 94 Mallett St, Camperdown, NSW, 2050, Australia.
| | - Alex Blaszczynski
- Responsible Gambling Research Group, Brain and Mind Centre, Sydney University, 94 Mallett St, Camperdown, NSW, 2050, Australia
| | - Fadi Anjoul
- Responsible Gambling Research Group, Brain and Mind Centre, Sydney University, 94 Mallett St, Camperdown, NSW, 2050, Australia
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Canale N, Vieno A, Griffiths MD. The Extent and Distribution of Gambling-Related Harms and the Prevention Paradox in a British Population Survey. J Behav Addict 2016; 5:204-12. [PMID: 27156382 PMCID: PMC5387771 DOI: 10.1556/2006.5.2016.023] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Objectives To examine whether the "prevention paradox" applies to British individuals in relation to gambling-related harm. Methods Data were derived from 7,756 individuals participating in the British Gambling Prevalence Survey 2010, a comprehensive interview-based survey conducted in Great Britain between November 2009 and May 2010. Gambling-related harm was assessed using an adapted version of the DSM-IV Pathological Gambling criteria. The previous year's prevalence of problem gamblers was examined using the Problem Gambling Severity Index. Gambling involvement was measured by gambling frequency and gambling participation (gambling volume as expressed by time and money spent gambling). Results The prevalence rates for past-year gambling harms were dependence harm (16.4%), social harm (2.2%), and chasing losses (7.9%). Gambling-related harms were distributed across low- to moderate-risk gamblers (and not limited to just problem gamblers) and were reported by the majority of gamblers who were non-high time and spend regular gamblers than high time and spend regular gamblers. Conclusions The prevention paradox is a promising way of examining gambling-related harm. This suggests that prevention of gambling might need to consider the population approach to minimizing gambling harm.
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Affiliation(s)
- Natale Canale
- Department of Developmental and Social Psychology, University of Padova, Italy,Corresponding author: Natale Canale, MSc; Department of Developmental and Social Psychology, University of Padova, Via Venezia, 15-35121 Padova, Italy; E-mail:
| | - Alessio Vieno
- Department of Developmental and Social Psychology, University of Padova, Italy
| | - Mark D. Griffiths
- International Gaming Research Unit, Psychology Division, Nottingham Trent University, United Kingdom
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Slutske WS, Richmond-Rakerd LS. A closer look at the evidence for sex differences in the genetic and environmental influences on gambling in the national longitudinal study of adolescent health: from disordered to ordered gambling. Addiction 2014; 109:120-7. [PMID: 24033632 PMCID: PMC3946982 DOI: 10.1111/add.12345] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2013] [Revised: 04/12/2013] [Accepted: 08/27/2013] [Indexed: 10/26/2022]
Abstract
BACKGROUND AND AIMS To reconcile an inconsistency in the disordered gambling literature by revisiting a previous study that claimed to find evidence for large gender differences in the magnitude of genetic and environmental influences. DESIGN Univariate structural equation twin models were fitted to decompose the variation in gambling behavior into additive genetic, shared environmental and unique environmental influences. SETTING United States. PARTICIPANTS Participants were 1196 same-sex and unlike-sex twins (18-28 years of age, 49% male, 51% female) from the National Longitudinal Study of Adolescent Health (Add Health). MEASUREMENTS Eight questions about normative and problematic gambling involvement were assessed by in-person interview. Although disordered gambling symptoms were assessed, the number of individuals who were administered these questions precluded twin analysis, including analysis of potential gender differences. Of the eight questions, only three were deemed usable for twin analysis-these were all questions about normative gambling involvement. FINDINGS Individual differences in (non-disordered) gambling involvement were explained completely by family [C = 38% (30-46%)] and unique environmental factors [E = 62% (54-70%)]. There was no evidence for genetic factors (A = 0), nor was there evidence for sex differences (Δχ(2) = 1.23, d.f. = 2, P = 0.54). CONCLUSIONS There appears to be no evidence for gender differences in the genetic contributions to disordered gambling. Family environment appears to play a significant role in explaining individual differences in (non-disordered) gambling involvement among emerging adults.
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Hopley AAB, Nicki RM. Predictive factors of excessive online poker playing. CYBERPSYCHOLOGY BEHAVIOR AND SOCIAL NETWORKING 2010; 13:379-85. [PMID: 20712496 DOI: 10.1089/cyber.2009.0223] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Despite the widespread rise of online poker playing, there is a paucity of research examining potential predictors for excessive poker playing. The aim of this study was to build on recent research examining motives for Texas Hold'em play in students by determining whether predictors of other kinds of excessive gambling apply to Texas Hold'em. Impulsivity, negative mood states, dissociation, and boredom proneness have been linked to general problem gambling and may play a role in online poker. Participants of this study were self-selected online poker players (N = 179) who completed an online survey. Results revealed that participants played an average of 20 hours of online poker a week and approximately 9% of the sample was classified as a problem gambler according to the Canadian Problem Gambling Index. Problem gambling, in this sample, was uniquely predicted by time played, dissociation, boredom proneness, impulsivity, and negative affective states, namely depression, anxiety, and stress.
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Affiliation(s)
- Anthony A B Hopley
- Gaming Addiction Research Center, Department of Psychology, University of New Brunswick, Fredericton, NB, Canada
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Affiliation(s)
- Alex Blaszczynski
- School of Psychology, The University of Sydney, Sydney, NSW 2006, Australia.
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