scholarly journals Secondary analysis of loot box data: are high-spending “whales” wealthy gamers or problem gamblers?

2020 ◽  
Author(s):  
James Close ◽  
Stuart Spicer ◽  
Laura Louise Nicklin ◽  
Maria Uther ◽  
Joanne Lloyd ◽  
...  

IntroductionLoot boxes are purchasable randomised reward mechanisms in video games. Due to structural and psychological similarities with gambling, there are fears that loot box purchasing may be associated with problematic gambling. Whilst monthly expenditure is typically modest (i.e. < $20), the distribution is highly skewed, with a small number of high-level spenders, sometimes referred to as “whales”. It is not known what proportion of industry profits are derived from such players, and whether they are typically wealthy individuals and/or problem gamblers.MethodsWe used structured literature searches to identify surveys of gamers with open-access loot box data. The resulting datasets were aggregated, and correlations between loot box expenditure, problem gambling and earnings investigated using Spearman’s rho correlations. ResultsThe combined open-access data comprised 7,767 loot box purchasers (5,933 with self-report earnings). Secondary analysis of this self-report data confirmed that disproportionate revenue appears to be generated from high-level spenders: the top 5 % of spenders (> USD100/month) represent half of loot box revenue. Previously reported correlations between problem gambling and loot box expenditure were confirmed, with an aggregate correlation of .34, p < .001. In contrast, there was no significant correlation between loot box spend and earnings .02, p = .10.Conclusion Our secondary analysis suggests that games developers (unwittingly or not) are disproportionately profiting from moderate and high-risk gamblers, rather than high earning customers. Such patterns of spending mirror those observed with gambling revenues, and have implications for harm minimisation and ongoing policy debates around loot boxes.

Author(s):  
Michael Auer ◽  
Mark D. Griffiths

AbstractDespite the popularity of horserace gambling around the world, there is surprisingly little in-depth research on the topic. Additionally, studies suggest that motives for gambling are an important proximal factor related to problematic gambling among young people and adults. The present study investigated reasons for gambling among Norwegian horse bettors utilizing questions based on the Reasons for Gambling Questionnaire. The Norwegian gambling operator Rikstoto tracks all players’ behavior across all game types on the internet as well as land-based gambling and provided the data for the study. Consequently, the responses to the questions were correlated with actual gambling behavior. The authors were given access to an anonymized dataset of 3627 players (934 females and 2693 males) from the Norwegian horse betting operator Rikstoto who all completed a short survey. The reasons for gambling most endorsed by horserace bettors were to win big prizes and for excitement. The least endorsed reasons for gambling were to impress other people and to decrease tension. Gambling for money and gambling for recreation and coping were the most highly correlated with self-reported problem gambling. Age was significant and negatively correlated with self-reported gambling problems. The number of bets made, the amount of money consciously bet (i.e., players choosing the horse(s) compared to letting a random generator choose), as well as the monthly loss limit were significant and positively correlated. To the best of the authors’ knowledge, the present study is the first to investigate (i) motivations to gamble combining self-report data with data from a real-world setting, (ii) horserace betting with actual player data, and (iii) correlations between self-reported information about gambling problems with actual gambling behavior and self-reported motivation to play. Consequently, the findings are of high existential value to the gambling studies field.


2010 ◽  
Vol 7 (3) ◽  
pp. 355-363 ◽  
Author(s):  
Tyler G. Johnson ◽  
Timothy A. Brusseau ◽  
Susan Vincent Graser ◽  
Paul W. Darst ◽  
Pamela H. Kulinna

Background:The purpose of this study was to conduct a secondary analysis by combining 2 pedometer data sets to describe and analyze pedometer-determined steps/day of children by ethnicity and metropolitan status.Methods:Participants were 582 children (309 girls, 273 boys; 53% Hispanic, 26% Caucasian, 21% African American) age 10 to 11 years (M = 10.37 ± 0.48) attending 1 of 10 schools located in urban, suburban, and rural settings. Participants wore a research grade pedometer for at least 3 week/school days. Mean steps/ day were analyzed by gender, ethnicity, and metropolitan status.Results:Statistical analyses indicated 1) boys (12,853 ± 3831; P < .001) obtained significantly more steps/day than girls (10,409 ± 3136); 2) African American (10,709 ± 3386; P < .05) children accumulated significantly less steps/day than Hispanic (11,845 ± 3901) and Caucasian (11,668 ± 3369) children; and 3) urban (10,856 ± 3706; P < .05) children obtained significantly less steps/day than suburban (12,297 ± 3616) and rural (11,934 ± 3374) children.Conclusions:Findings support self-report data demonstrating reduced physical activity among African American children and youth, especially girls, and among children and youth living in urban areas. Possible reasons for these discrepancies are explored.


2021 ◽  
Vol 47 (3) ◽  
pp. 552-572
Author(s):  
Paweł Kurtek

Aim: The aim of this study is to examine adults’ coping with risks and losses experienced during the COVID-19 pandemic, taking into account: anxiety level, gender, age and place of residence. Method: For this purpose, research was carried out on a total of 235 adults, divided into five groups based on Levinson's (1978) model of life development, recruited using the snowball technique via remote communication technology. Self-report data was collected using the Covid-19-RL (Risks and Losses) open interview, polish adaptation of Spielberger’s STAI Inventory (assessing anxiety as a state) by Sosnowski et al (2011) and Carver’s COPE inventory adapted by Juczyński and Ogińska (2009). Comparative analyses were performed using the ANOVA model in the SPSS Program. Results: The results show the pandemic is a considerable deprivation factor and a threat to a broad spectrum of needs, and it generates a high level of anxiety in men and women in all adult age groups. Simultaneously, the perception of stressors depends on gender, age and place of residence. It was also found that age and place of residence differentiated people’s choice of the type of coping (confrontational, defensive and ignoring). The paper ends with the discussion of the results and limitations of the study.


2013 ◽  
Vol 51 (5) ◽  
pp. 333-348 ◽  
Author(s):  
Eric Emerson ◽  
David Felce ◽  
Roger J. Stancliffe

Abstract This article examines two methodological issues regarding ways of obtaining and analyzing outcome data for people with intellectual disabilities: (a) self-report and proxy-report data and (b) analysis of population-based data sets. Some people with intellectual disabilities have difficulties with self-reporting due to problems of understanding and communication. However, there are serious doubts about the validity of proxy data for subjective issues. One important challenge with secondary analysis of population-based data sets is the difficulty of accurately identifying survey participants with intellectual disabilities. In both areas examined, it is important to recognize these constraints when interpreting research based on such data.


Author(s):  
Emre Deniz ◽  
Pelin Derinalp ◽  
Ilayda Gulkanat ◽  
Cagla Kaz ◽  
Neslihan Ozhan ◽  
...  

AbstractThe primary aim of this study was to translate the Sibling Bullying Questionnaire (SBQ) into Turkish and validate it. A secondary aim was to estimate the prevalence of sibling bullying in Turkish adolescents. The SBQ was translated by a team of English-Turkish bilinguals. Self-report data were collected from Turkish adolescents (N = 301) aged 10 to 18 years old (mean age = 14.25 years, SD = 2.46). Confirmatory factor analysis (CFA) was used to confirm the factor structure of the newly translated Turkish SBQ (T-SBQ). Descriptive analyses were then conducted to report the characteristics of the sample and the prevalence of sibling bullying. CFA confirmed the original two-factor structure of the T-SBQ indicating that a first-order correlated two-factor model shows the best fit: x2=160.33 (p < 0.001), df = 61, RMSEA = 0.07, CFI = 0.95 and TLI = 0.93. The T-SBQ showed satisfactory levels of internal consistency in victimisation (α = 0.84) and perpetration (α = 0.83) subscales, excellent reliability in the overall test scale (α = 0.90), and a high level of convergent validity when compared with the Revised Sibling Bullying Questionnaire (α = 0.79). In terms of sibling bullying prevalence, approximately half of the adolescents (51%) reported having been involved in some form of sibling bullying in the preceding six months, either as pure-victim (18%), pure-bully (3%) or bully-victim (30%). This result aligns with the findings from other countries such as the United States (41%), Israel (51%), and the United Kingdom (49%). The T-SBQ is valid and reliable in measuring sibling bullying in Turkish adolescents and sibling bullying is prevalent in the lives of Turkish adolescents.


2014 ◽  
Vol 35 (3) ◽  
pp. 158-165 ◽  
Author(s):  
Christian Montag ◽  
Konrad Błaszkiewicz ◽  
Bernd Lachmann ◽  
Ionut Andone ◽  
Rayna Sariyska ◽  
...  

In the present study we link self-report-data on personality to behavior recorded on the mobile phone. This new approach from Psychoinformatics collects data from humans in everyday life. It demonstrates the fruitful collaboration between psychology and computer science, combining Big Data with psychological variables. Given the large number of variables, which can be tracked on a smartphone, the present study focuses on the traditional features of mobile phones – namely incoming and outgoing calls and SMS. We observed N = 49 participants with respect to the telephone/SMS usage via our custom developed mobile phone app for 5 weeks. Extraversion was positively associated with nearly all related telephone call variables. In particular, Extraverts directly reach out to their social network via voice calls.


2011 ◽  
Vol 27 (4) ◽  
pp. 290-298 ◽  
Author(s):  
Tuulia M. Ortner ◽  
Isabella Vormittag

With reference to EJPA’s unique and broad scope, the current study analyzed the characteristics of the authors as well as the topics and research aims of the 69 empirical articles published in the years 2009–2010. Results revealed that more than one third of the articles were written by authors affiliated with more than one country. With reference to their research aims, an almost comparable number of articles (1) presented a new measure, (2) dealt with adaptations of measures, or (3) dealt with further research on existing measures. Analyses also revealed that most articles did not address any particular field of application. The second largest group was comprised of articles related to the clinical field, followed by the health-related field of application. The majority of all articles put their focus on investigating questionnaires or rating scales, and only a small number of articles investigated procedures classified as tests or properties of interviews. As to further characteristics of the method(s) used, a majority of EJPA contributions addressed self-report data. Results are discussed with reference to publication demands as well as the current and future challenges and demands of psychological assessment.


2018 ◽  
Vol 39 (2) ◽  
pp. 76-87 ◽  
Author(s):  
Buaphrao Raphiphatthana ◽  
Paul Jose ◽  
Karen Salmon

Abstract. Grit, that is, perseverance and passion for long-term goals, is a novel construct that has gained attention in recent years ( Duckworth, Peterson, Matthews, & Kelly, 2007 ). To date, little research has been performed with the goal of identifying the antecedents of grit. Thus, in order to fill this gap in the literature, self-report data were collected to examine whether mindfulness, a mindset of being-in-the-present in a nonjudgmental way, plays a role in fostering grittiness. Three hundred and forty-three undergraduate students completed an online survey once in a cross-sectional study, and of these, 74 students completed the survey again 4.5 months later. Although the cross-sectional analyses identified a number of positive associations between mindfulness and grit, the longitudinal analysis revealed that the mindfulness facets of acting with awareness and non-judging were the most important positive predictors of grit 4.5 months later. This set of findings offers implications for future grit interventions.


2020 ◽  
Vol 36 (2) ◽  
pp. 410-420 ◽  
Author(s):  
Anthony M. Gibson ◽  
Nathan A. Bowling

Abstract. The current paper reports the results of two randomized experiments designed to test the effects of questionnaire length on careless responding (CR). Both experiments also examined whether the presence of a behavioral consequence (i.e., a reward or a punishment) designed to encourage careful responding buffers the effects of questionnaire length on CR. Collectively, our two studies found (a) some support for the main effect of questionnaire length, (b) consistent support for the main effect of the consequence manipulations, and (c) very limited support for the buffering effect of the consequence manipulations. Because the advancement of many subfields of psychology rests on the availability of high-quality self-report data, further research should examine the causes and prevention of CR.


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