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Hayashi Y. Problematic mobile phone use as impulsive choice: Development and empirical verification of a reinforcer-pathology model. J Exp Anal Behav 2024; 121:189-200. [PMID: 38148676 DOI: 10.1002/jeab.900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Accepted: 11/18/2023] [Indexed: 12/28/2023]
Abstract
Problematic mobile phone use is characterized by its "impulsive" nature; users engage in it despite their negative attitude toward it. From a behavioral-economic perspective, this attitude-behavior discrepancy is generated by competing contingencies that involve smaller-sooner social reinforcers associated with mobile phone use and larger-later prosocial reinforcers potentially compromised by phone use. Based on this conceptualization, the reinforcer-pathology model of problematic mobile phone use is proposed, which posits that such phone use stems from excessive delay discounting of the social and prosocial reinforcers and/or excessive demand for the social reinforcers. A secondary data analysis of previously published studies was conducted, with the novel addition of principal component analysis and hierarchical cluster analysis of these data. The results generated evidence that supports the reinforcer-pathology model proposed in this article. Based on the theoretical analyses and accumulated empirical evidence, theory-driven prevention and intervention strategies for problematic mobile phone use are proposed. Overall, the reinforcer-pathology model of problematic mobile phone use provides a comprehensive framework for understanding and addressing this growing issue.
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Demir B, Demir S, Wickens CM, Hoseinzadeh Nooshabadi M, Rodak T, Donmez B. Exploring the Behaviour Change Wheel and the Theoretical Domains Framework in interventions for mobile phone driver distraction: A scoping review. ACCIDENT; ANALYSIS AND PREVENTION 2024; 195:107369. [PMID: 38061292 DOI: 10.1016/j.aap.2023.107369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 10/30/2023] [Accepted: 10/30/2023] [Indexed: 12/30/2023]
Abstract
Mobile phone use while driving remains a significant traffic safety concern. Although numerous interventions have been developed to address it, there is a gap in the synthesis of relevant information through a comprehensive behaviour change lens. This scoping review uses the Behaviour Change Wheel (BCW) and the Theoretical Domains Framework (TDF) to examine the literature to (a) identify behavioural constructs targeted in interventions for mobile phone use while driving, (b) determine if the intervention success varied by sociodemographic group (e.g., age, gender, driving experience), and (c) map interventions to TDF domains to highlight areas for future research. Following the PRISMA extension for scoping reviews, we searched seven databases and identified 5,202 articles. After screening, 50 articles detailing 56 studies met the following inclusion criteria: (a) intervention studies, (b) providing details on methods and results, (c) written in English, and (d) targeting any driver behaviour related to mobile phone use while driving with a bottom-up approach, using not regulation or law enforcement, but individuals' psychological processes, such as cognitive, behavioural, and emotional. Findings show that most interventions targeted young drivers and were typically effective. Except for a few studies, the effectiveness of interventions targeting different sociodemographic groups either remained untested or revealed nonsignificant differences. This finding points to a gap in the literature, indicating a need for further investigation into the efficacy of interventions for different groups, and for tailoring and testing them accordingly. The interventions also often targeted multiple TDF domains, complicating the interpretation of the relative efficacy of specific domains. Most frequently targeted domains included beliefs and consequences, emotions, knowledge, social influence, social/professional role and identity, and behavioural regulation. Physical skills and optimism domains were not targeted in any intervention. Further, almost all interventions addressed deliberate engagement in mobile phone distractions, while the automatic and fast processes involved in such behaviours were often overlooked. Mobile phone distractions are in part habitual behaviours, yet the existing mitigation efforts mostly assumed intentional engagement. More focus on the habitual nature of mobile phone distractions is needed.
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Affiliation(s)
- Basar Demir
- University of Toronto, Department of Mechanical and Industrial Engineering, 5 King's College Road, Toronto, ON M5S 3G8, Canada; Faculty of Arts and Sciences, Final International University, Kyrenia via Mersin 10, Türkiye.
| | - Sila Demir
- Faculty of Arts and Sciences, Final International University, Kyrenia via Mersin 10, Türkiye; Centre for Addiction and Mental Health, Institute for Mental Health Policy Research, Toronto ON M5S 2S1, Canada.
| | - Christine M Wickens
- Centre for Addiction and Mental Health, Institute for Mental Health Policy Research, Toronto ON M5S 2S1, Canada; Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Canada; Dalla Lana School of Public Health, University of Toronto, Canada; Institute of Health Policy, Management and Evaluation, University of Toronto, Canada; Department of Pharmacology and Toxicology, University of Toronto, Canada.
| | - Mehdi Hoseinzadeh Nooshabadi
- University of Toronto, Department of Mechanical and Industrial Engineering, 5 King's College Road, Toronto, ON M5S 3G8, Canada.
| | - Terri Rodak
- CAMH Library, Department of Education, Centre for Addiction and Mental Health, Toronto, Ontario, Canada.
| | - Birsen Donmez
- University of Toronto, Department of Mechanical and Industrial Engineering, 5 King's College Road, Toronto, ON M5S 3G8, Canada.
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Hoseinzadeh Nooshabadi M, Vasquez HM, Donmez B. Targeting young driver emotions can reduce their cellphone distractions. ACCIDENT; ANALYSIS AND PREVENTION 2023; 192:107202. [PMID: 37531853 DOI: 10.1016/j.aap.2023.107202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 06/21/2023] [Accepted: 06/30/2023] [Indexed: 08/04/2023]
Abstract
OBJECTIVE This study sought to evaluate the relationship between young drivers' intention to engage in cellphone distractions while driving and their emotions towards the associated risks. First, we assessed whether the emotions of guilt, shame, and fear are associated with young drivers' intention to engage in cellphone distractions, through an extended Theory of Planned Behavior (TPB) model. Second, we evaluated whether road signs that may evoke these negative emotions reduce cellphone use intentions among young drivers. METHODS An online survey was conducted with young drivers (18 to 25 years old) from Ontario, Canada. 403 responses were collected, of which, 99 responses were used to evaluate the first objective and all 403 responses were used to evaluate the second objective. RESULTS Anticipating feelings of guilt, shame, and fear negatively predicted the intention to engage in cellphone distractions, above and beyond the standard TPB constructs (i.e., attitudes, subjective norms, and perceived behavioral control). When prompted with potentially emotion-evoking road signs (children crossing, my mom/dad works here), an increase in anticipated feelings of these emotions corresponded with lower intention to engage in cellphone distractions. CONCLUSION Countermeasures that target young driver emotions toward distracted driving risks may be effective in reducing their distraction engagement. Future studies in more controlled environments can investigate causal relationships between emotions and distracted driving among young drivers.
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Affiliation(s)
- Mehdi Hoseinzadeh Nooshabadi
- Department of Mechanical and Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, ON M5S 3G8, Canada
| | - Holland M Vasquez
- Department of Mechanical and Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, ON M5S 3G8, Canada
| | - Birsen Donmez
- Department of Mechanical and Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, ON M5S 3G8, Canada.
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Hayashi Y, Friedel JE, Foreman AM, Wirth O. A hierarchical cluster analysis of young drivers based on their perceived risk and frequency of texting while driving. JOURNAL OF SAFETY RESEARCH 2023; 85:398-404. [PMID: 37330889 PMCID: PMC10425917 DOI: 10.1016/j.jsr.2023.04.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Revised: 09/19/2022] [Accepted: 04/18/2023] [Indexed: 06/19/2023]
Abstract
INTRODUCTION The present study attempted to provide a proof-of-concept of usefulness of cluster analysis for identifying distinct and practically meaningful subgroups of drivers who differed in their perceived risk and frequency of texting while driving (TWD). METHOD Using a hierarchical cluster analysis, which involves sequential steps in which individual cases are merged together one at a time based on their similarities, the study first attempted to identify distinct subgroups of drivers who differed in their perceived risk and frequency of TWD. To further evaluate the meaningfulness of the subgroups identified, the subgroups were compared in terms of levels of trait impulsivity and impulsive decision making for each gender. RESULTS The study identified the following three distinct subgroups: (a) drivers who perceive TWD as risky but frequently engage in TWD; (b) drivers who perceive TWD as risky and infrequently engage in TWD; and (c) drivers who perceive TWD as not so risky and frequently engage in TWD. The subgroup of male, but not female, drivers who perceive TWD as risky but frequently engage in TWD showed significantly higher levels of trait impulsivity, but not impulsive decision making, than the other two subgroups. DISCUSSION This is the first demonstration that drivers who frequently engage in TWD can be categorized into two distinct subgroups that differ in terms of the perceived risk of TWD. PRACTICAL APPLICATIONS For drivers who perceived TWD as risky yet frequently engage in TWD, the present study suggests that different intervention strategies may be needed for each gender.
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Affiliation(s)
| | | | - Anne M Foreman
- National Institute for Occupational Safety and Health, United States
| | - Oliver Wirth
- National Institute for Occupational Safety and Health, United States
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5
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A behavioral economic demand analysis of media multitasking in the college classroom: A cluster analysis. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-03894-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Hayashi Y, Tahmasbi N. Psychological Predictors of Bystanders' Intention to Help Cyberbullying Victims Among College Students: An Application of Theory of Planned Behavior. JOURNAL OF INTERPERSONAL VIOLENCE 2022; 37:NP11333-NP11357. [PMID: 33554727 DOI: 10.1177/0886260521992158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The goal of the present study was to evaluate the Theory of Planned Behavior (TPB) as an explanation for bystanders' intention to help cyberbullying victims among college students. Participants completed an online survey in which their intention, attitude, subjective norm, and perceived behavioral control toward helping cyberbullying victims were assessed. In addition to these traditional TPB variables, empathy toward cyberbullying victims and anticipated regret from not helping victims were included in the model. Results showed that empathy and anticipated regret significantly predicted intention to help cyberbullying victims over and above the traditional TPB variables. Results also showed that gender altered how traditional TPB variables, empathy, and anticipated regret predict bystander's intention to help cyberbullying victims: Empathy and anticipated regret were most robust predictors for males and females, respectively. These results suggest that the TPB is a useful theoretical framework for understanding bystanders' intention to help cyberbullying victims. Implications for developing effective prevention and intervention strategies are discussed.
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Kaviani F, Young KL, Koppel S. Deterring illegal smartphone use while driving: Are perceptions of risk information associated with the impact of informal sanctions? ACCIDENT; ANALYSIS AND PREVENTION 2022; 168:106611. [PMID: 35183918 DOI: 10.1016/j.aap.2022.106611] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 02/08/2022] [Accepted: 02/10/2022] [Indexed: 06/14/2023]
Abstract
Advertising campaigns have used threat appeals to increase the perceptions of risk associated with dangerous driving behaviours. Building on recent research that suggests increasing the pertinence of informal sanctions (sense of guilt, fear of peer disapproval, or fear of hurting oneself and others) decreases the likelihood of illegal smartphone engagement while driving, this study aimed to determine if perceptions of risk information, that is, how effective drivers believe the information is in deterring their illegal use, is associated with perceptions of informal sanctions. An online survey of 1027 Victorians who self-reported illegal smartphone use while driving asked participants to rate the personal deterrent effectiveness of five types of risks associated with illegal smartphone use while driving. A hierarchical linear regression model explored the associations between the most effective risks and each informal sanction. Female drivers were more likely than male drivers to experience guilt, fear of social loss and fear of physical loss when using their smartphones illegally. More frequent illegal smartphone engagement while driving was associated with decreased impact of informal sanctions. Female drivers were more likely than male drivers to perceive each risk as effective. The most effective piece of information was, "Contributes to 16% of Victorian road deaths and serious injuries annually"; it was also the least known (32.7% males, 26.7% females). This message, alongside, "Increases risk of a crash comparable to those associated with driving under the influence of alcohol or cannabis" and, "A 2 s glance at your phone while driving at 50 km/h effectively means driving blind for 27 m", were associated with stronger perceptions of guilt, fear of peer disapproval, or fear of hurting oneself and others when thinking about using a smartphone illegally while driving. These results suggest tailoring and targeting these specific risk information may be effective in deterring illegal smartphone use while driving.
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Affiliation(s)
- F Kaviani
- Monash Sustainable Development Institute, Monash University, Australia.
| | - K L Young
- Monash University Accident Research Centre, Monash University, Australia
| | - S Koppel
- Monash University Accident Research Centre, Monash University, Australia
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Al-Hajj S, El Hechi M, Chahrour M, Farran SH, Kaafarani H. Factors affecting road safety compliance in a low- and middle-income country: An observational study from Lebanon. PLOS GLOBAL PUBLIC HEALTH 2022; 2:e0000154. [PMID: 36962149 PMCID: PMC10021161 DOI: 10.1371/journal.pgph.0000154] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 12/16/2021] [Indexed: 11/19/2022]
Abstract
Road traffic injury is a major public health problem in Lebanon. This study aims to assess compliance with safety measures including seatbelt and helmet use in adults and children, and the prevalence of distracted driving among road users across Lebanon different governorates. It further aims to investigate predictors of compliance with seatbelt and helmet use. A cross-sectional observational field study was conducted at multiple governorates in Lebanon. Data collected included information on vehicles, road users and passengers. Univariate and multivariable logistic regression analyses were performed to identify trends in compliance with safety measures and distracted driving, and predictors of compliance. A total of 13,790 road users were observed. The rate of seatbelt and helmet use were 37.4% and 38.9%, respectively, among adults. Distracted behavior was present in 23.7% of car drivers and 22.8% of motorcyles adult riders. Compliance with seatbelt use was lower outside the capital city Beirut [OR = 5.236 (4.566-6.004), P <0.001], in males [OR = 1.688 (1.52-1.874), P <0.001], in drivers of taxi/vans [OR = 1.929 (1.71-2.175), P <0.001] or trucks [OR = 3.014 (2.434-3.732), P <0.001], and vehicles of lower price [OR = 3.291 (2.836-3.819), P <0.001]. Children vehicle passengers were 87.9% while motorcycles pillion riders were 12.1%. The rates for child car restraint and helmet use were 25.8% and 20.1%, respectively. Predictors of failure to use a child restraint system in vehicles were the youngest age group (0-5 years) [OR = 2.06, CI (1.40-3.02), P<0.001], sitting in the back seat [OR = 1.56, CI (1.09-2.23), P<0.001], ridding in the afternoon [OR = 1.43, CI (1.05-1.94), P = 0.02], and being outside Beirut [OR = 2.12, CI (1.41-3.17), P<0.00]. Public awareness efforts and better enforcement of road safety legislations are needed to increase the alarmingly low rates of compliance with safety measures and safeguard lives on the road.
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Affiliation(s)
- Samar Al-Hajj
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Majed El Hechi
- Division of Trauma, Emergency Surgery and Surgical Critical Care, Massachusetts General Hospital, Boston, Massachusetts, United States of America
| | - Mohamad Chahrour
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Sarah H Farran
- Epidemiology and Population Health Department, Faculty of Health Sciences, American University of Beirut, Beirut, Lebanon
| | - Haytham Kaafarani
- Division of Trauma, Emergency Surgery and Surgical Critical Care, Massachusetts General Hospital, Boston, Massachusetts, United States of America
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Li B, Hu M, Chen X, Lei Y. The Moderating Role of Anticipated Regret and Product Involvement on Online Impulsive Buying Behavior. Front Psychol 2021; 12:732459. [PMID: 34975621 PMCID: PMC8719491 DOI: 10.3389/fpsyg.2021.732459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Accepted: 10/28/2021] [Indexed: 11/30/2022] Open
Abstract
Online impulsive buying behavior has drawn an increasing amount of attention from researchers and marketers as well; however, little research has explored how cognitive aspect and emotional aspect effect online impulsive buying together. The study examines the role of product involvement (cognitive aspect) and anticipated regret (emotional aspect) on the online impulsive buying behavior of the consumer. The results indicate that consumers who experienced downward anticipated regret showed more online impulsive buying behavior than those who experienced upward anticipated regret. Moreover, anticipated regret moderates the relationship between product involvement and online impulsive buying behavior, for participants who experienced downward anticipated regret showing more online impulsive buying behavior than those who experienced upward anticipated regret in the low product involvement group, but there is no differential between downward and upward anticipated regret in the high involvement product group. These findings suggest that anticipated regret helps consumers make more deliberative online shopping choices. The implications for both future research and online consumers are discussed.
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Affiliation(s)
- Bin Li
- The Institute of Enterprise Development, Jinan University, Guangzhou, China
- Management School, Jinan University, Guangzhou, China
- Research Institute on Brand Innovation and Development of Guangzhou, Guangzhou, China
| | - Minqi Hu
- Management School, Jinan University, Guangzhou, China
| | - Xiaoxi Chen
- Management School, Jinan University, Guangzhou, China
| | - Yongxin Lei
- Management School, Jinan University, Guangzhou, China
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Targeting Smartphone Use While Driving: Drivers’ Reactions to Different Types of Safety Messages. SUSTAINABILITY 2021. [DOI: 10.3390/su132313241] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Only a few previous studies analyzed the effectiveness of road safety messages targeting smartphone use while driving and only several of them used messages from an ongoing road safety campaign. Thus, contributing to the field, this study aimed at testing the effectiveness of two types of social messages (threat appeal and threat appeal together with safe behavior role modelling) targeting smartphone use while driving. Ninety-three drivers were randomly assigned to two experimental (n1 = 26; n2 = 37) and one control (n = 29) groups. Each experimental group was presented with one 30 s length video message to reduce or stop smartphone use while driving. Messages differed in terms of threat appeal and modelling of safe behavior. The control group was presented with a 30 s length video clip showing neutral driving related content. The results revealed that threat appeals (alone or together with a safe role model) resulted in less positive emotions when compared to the control group’s reported emotional reactions. The message with threat appeal only also resulted in more negative emotions compared to the control group. With regards to behavioral intentions, road safety messages used in this study had minor effectiveness: the threat appeal message reduced the intentions to use smartphones while driving, only when previous behavior has been controlled. In sum, messages targeting smartphone use while driving were effective at least to some extent in changing drivers’ emotions and intentions not to be involved in targeted behavior, but the effect was minor and threat appeal only showed higher effectiveness.
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Foreman AM, Friedel JE, Hayashi Y, Wirth O. Texting while driving: A discrete choice experiment. ACCIDENT; ANALYSIS AND PREVENTION 2021; 149:105823. [PMID: 33197793 PMCID: PMC8190565 DOI: 10.1016/j.aap.2020.105823] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Revised: 08/10/2020] [Accepted: 09/29/2020] [Indexed: 06/11/2023]
Abstract
Texting while driving is one of the most dangerous types of distracted driving and contributes to a large number of transportation incidents and fatalities each year. Drivers text while driving despite being aware of the risks. Although some factors related to the decision to text while driving have been elucidated, more remains to be investigated in order to better predict and prevent texting while driving. To study decision making involved in reading a text message while driving, we conducted a discrete choice experiment with 345 adult participants recruited from Amazon's Mechanical Turk. Participants were presented with multiple choice sets, each involving two different scenarios, and asked to choose the scenario in which they would be more likely to text while driving. The attributes of the scenarios were the relationship to the text-message sender, the road conditions, and the importance of the message. The attributes varied systematically across the choice sets. Participants were more likely to read a text message while driving if the sender of the message was a significant other, the message was perceived to be very important, and the participant was driving on rural roads. Discrete choice experiments offer a promising approach to studying decision making in drivers and other populations because they allow for an analysis of multiple factors simultaneously and the trade-offs among different choices.
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Affiliation(s)
- Anne M Foreman
- National Institute for Occupational Safety and Health, United States.
| | | | - Yusuke Hayashi
- Pennsylvania State University, Hazelton, United States of America
| | - Oliver Wirth
- National Institute for Occupational Safety and Health, United States
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Hayashi Y, Friedel JE, Foreman AM, Wirth O. A cluster analysis of text message users based on their demand for text messaging: A behavioral economic approach. J Exp Anal Behav 2019; 112:273-289. [PMID: 31680270 DOI: 10.1002/jeab.554] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 10/12/2019] [Indexed: 12/20/2022]
Abstract
The goal of this study was to determine whether cluster analysis could be used to identify distinct subgroups of text message users based on behavioral economic indices of demand for text messaging. Cluster analysis is an analytic technique that attempts to categorize cases based on similarities across selected variables. Participants completed a questionnaire about mobile phone usage and a hypothetical texting demand task in which they indicated their likelihood of paying an extra charge to continue to send text messages. A hierarchical cluster analysis was conducted on behavioral economic indices, such as demand intensity, demand elasticity, breakpoint, and the maximum expenditure. With the cluster analysis, we identified 3 subgroups of text message users. The groups were characterized by (a) high intensity and low elasticity, (b) high intensity and medium elasticity, and (c) low intensity and high elasticity. In a demonstration of convergent validity, there were statistically significant and conceptually meaningful differences across the subgroups in various measures of mobile phone use and text messaging. Cluster analysis is a useful tool for identifying and profiling distinct, practically meaningful groups based on behavioral indices and could provide a framework for targeting interventions more efficiently.
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Affiliation(s)
| | | | | | - Oliver Wirth
- National Institute for Occupational Safety and Health
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