Problematic internet use among older adolescents: A conceptual framework

Problematic internet use (PIU) is of growing significance to adolescent health, but lacks a strong conceptual framework to guide ongoing work. We used Concept Mapping methodology to construct a theoretical framework describing PIU. This validated approach includes five steps: preparation, generation (brainstorming), structuring (sort and rank), representation (statistical analysis) and interpretation (focus groups). Analysis included hierarchical cluster analysis over the overall square similarity matrix to determine a cluster map. A total of 193 college students participated in one or more phases of the study. Students were from 13 universities across 10 states, had an average age of 19.4 years (SD = 1.8), were 67% female and 77% Caucasian. A total of 20 health professionals participated. The seven clusters depicted on the PIU Concept Map include: psychosocial risk factors, physical impairment, emotional impairment, social/functional impairment, risky internet use, impulsive internet use and internet use dependence. The stress value for the fit of the multidimensional solution to the structuring data was 0.28, indicating adequate fit. The concept map may be used towards development of a future comprehensive model of PIU as well as scale development efforts.     

Internet addiction among adolescents in Lebanon

Internet addiction has been a subject of research since 1996. In step with this trend, this study aims to illuminate Internet addiction in Lebanon based on research evidence. The timing of this study coincides with the growing rate of penetration of Internet service across the country and with current plans to improve this service. This study investigates Internet usage among adolescents, who are the most vulnerable to Internet addiction in the population. Permission to access schools to conduct this research was obtained from the Ministry of Education and Higher Education. A web-based questionnaire was completed by 833 intermediate and secondary students from public and private schools. The questionnaire included items on demographic information and Internet usage and an Arabic version of Young’s Internet Addiction Test (YIAT). The results showed that 4.2% of the sample had significant problems. Furthermore, the more problematic Internet use (PIU) was, the less the Internet was used for information and research, and the more it was used for entertainment. PIU is driven by deficiency needs fuelled by the use of interactive applications. The more deficient the need, the greater the obsession with top-notch interactive applications, and the less frequent the usage of non-interactive applications.     

Frequency is not enough: Patterns of use associated with risk of Internet addiction in Portuguese adolescents

This paper reports an exploratory analysis of the relation between Internet addiction and patterns of use among Portuguese adolescents (n = 2617) from the WHO 2010 Health Behavior in School-aged children study, with a short version of Young's Internet Addiction Test (the brief Internet Addiction Questionnaire – bIAQ) and self-reports on online behaviors and access. Two-Step Cluster analysis identified two clusters of users based on their usage pattern: a minority of high-frequency users, with higher bIAQ scores, and a majority of low-frequency users, with lower bIAQ scores. Low and high-frequency users are particularly distinct in specific activities, which converges with previous research showing addiction to specific Internet activities rather than to the Internet as a whole.     

Internet use and depression among older adults

The findings regarding the impact of Internet use on well-being are mixed and studies are often criticized due to small samples and lack of consistency in measurement. Fewer studies have examined this issue among older adults. The purpose of this study is to examine the relationship between Internet use and depression among retired Americans age 50 years or older. Using data from the Health and Retirement Survey, the study estimates the relationship between Internet use and depression through combined use of regression and propensity score methodologies. All empirical methods indicate a positive contribution of Internet use to mental well-being of retired older adults (?50 years), reducing depression categorization by approximately 20–28%.     

Internet use and parental mediation: A cross-cultural study

The aim of this research project was to analyze the relationship between Internet use and parental mediation in a cross-cultural sample group. It also aimed to explore the relationship between parental mediation in Internet use and television viewing. The sample group comprised 1238 adolescents aged between 14 and 19, from eight different cultural contexts. The television viewing habits questionnaire (CH-TV.02) was used to analyze the following indicators: reason for use and hours spent on the Internet, parental mediation in Internet use and parental mediation in television viewing. The data were collected both by means of an online platform and in person. The results show a moderate use of the Internet with context-based variations, although the communicative function was predominant in all cultural contexts studied. Although significant differences were found between the different contexts, they were moderate in nature and should be interpreted with caution, given the size of the sample. In relation to parental mediation in Internet use, an exploratory factorial analysis found three types of mediation, with restrictive mediation and co-viewing being particularly relevant. As regards the profiles found, a Cluster analysis identified four profiles in the group of young people studied: instructive, inhibited, co-viewing and restrictive, with the inhibited profile being the one most frequently perceived by adolescents, followed by co-viewing, with significant differences being observed between cultures. Differences were observed in parental mediation in Internet use and television viewing in accordance with the medium in question and the context, a finding which may indicate that parents find it harder to engage in instructive mediation and co-viewing in relation to the Internet, since it is a medium that is less ergonomic and user-friendly than television.     

Internet use and psychological well-being among college students: A latent profile approach

Studies of correlations between Internet use and psychological well-being (PW) have produced mixed results. The present study used a latent profile analysis to distinguish among populations in terms of PW profiles, and then used a multinomial logistic regression to determine how online entertainment, social use, problematic Internet use (PIU), and gender predicted each latent PW profile. The initial sample consisted of 757 Taiwanese college freshmen. Four ordered latent groups were established as follows: good PW, normative, minor-disadvantageous, and severe-disadvantageous. No latent PW profile stability was found in subsequent years: three groups (normative, minor-disadvantageous and severe-disadvantageous) emerged in Year 2, and only one group emerged in Year 3. The results indicate (a) no relationship between PW and online entertainment or gender, (b) greater PIU increased the likelihood of disadvantageous PW and decreased the probability of good PW, and (c) greater use of online resources for social purposes was related to increased probability of a participant being in the good PW group, but not associated with fewer PW problems.     

Internet use and personal empowerment of hearing-impaired adolescents

The Internet has become an ordinary and widely accepted alternative social environment—known as cyberspace—in which many people take part in numerous activities. For the hearing-impaired, cyberspace provides extra benefits for two basic reasons: means of communication, which is primarily based on visual (text and images) and not auditory channels, and the convenient possibility of concealing their handicap from other users, thus gaining more security and a sense of equality. The purpose of the current study was to examine characteristics, intensity, and types of use of the Internet by hearing-impaired adolescents compared to an equivalent group of normal-hearing participants, with gender and adolescence stage (age 12–15, or 16–19) as additional independent variables. In addition, the intensity of using the Internet as a possible moderator of deaf participants’ well-being was examined by comparing measures of loneliness and self-esteem between low- and high-intensive hearing-impaired users on the one hand, and hearing participants, on the other. Questionnaires were administered to 114 hearing-impaired and 100 hearing participants, matched for intelligence and socio-economic status. Main results showed that for both genders and for the two adolescence stages, hearing-impaired participants were motivated to use, and actually did use, the Internet more intensively than their hearing counterparts. Furthermore, the hearing-impaired used the Internet more than did hearing participants for both personal and group communication. Hearing and intensively Internet-using deaf participants were similar in level of well-being, both higher than the well-being of less-intensively Internet-using deaf participants. The Internet may thus be viewed as an empowering agent for the hearing-impaired.     

Exploring depression and problematic internet use among college females: A multisite study

ObjectiveThe purpose of this study was to assess associations between depression and problematic internet use (PIU) among female college students, and determine whether Internet use time moderates this relationship.MethodThis cross-sectional survey included 265 female college students from four U.S. universities. Students completed the Patient Health Questionnaire-9 (PHQ-9), the Problematic and Risky Internet Use Screening Scale (PRIUSS) and self-reported daily Internet use. Analyses included multivariate analysis of variance and Poisson regression.ResultsParticipants reported mean age of 20.2 years (SD = 1.7) and were 84.9% Caucasian. The mean PHQ-9 score was 5.4 (SD = 4.6); the mean PRIUSS score was 16.4 (SD = 11.1). Participants’ risk for PIU increased by 27% with each additional 30 min spent online using a computer (RR = 1.27, 95% CI: 1.14–1.42, p < .0001). Risk for PIU was significantly increased among those who met criteria for severe depression (RR = 8.16 95% CI: 4.27–15.6, p < .0001). The PHQ-9 items describing trouble concentrating, psychomotor dysregulation and suicidal ideation were most strongly associated with PIU risk.ConclusionsThe positive relationship between depression and PIU among female college students supports screening for both conditions, particularly among students reporting particular depression symptoms.     

The effect of Internet use on adolescents’ lifestyles: A national survey

Computer and Internet technology continues to influence people’s lives, especially those of adolescents. The aim of this study was to explore the association between Internet use and adolescents’ lifestyles. With data from a cross-sectional survey conducted in China in 2009, a model revealing the effects of Internet use on adolescents’ lifestyles was established from a series of hierarchical regression analyses. The model shows that certain Internet habits, such as excessive online time, accessing the Internet in an Internet bar, and using the Internet for catharsis, are related to poor lifestyle habits in adolescents; however, using the Internet for purposes such as gaining knowledge and finding information positively predicts healthy lifestyles in adolescents. Implications regarding the relationship between Internet use and the lifestyles of adolescents are discussed.     

Problematic Internet use in British adolescents: An exploration of the addictive symptomatology

Research into online addictions has increased substantially over the last decade, particularly amongst youth. This study adapted the Problematic Internet Entertainment Use Scale for Adolescents [PIEUSA] for use with a British population. The adapted scale was used to (i) validate the instrument for English-speaking adolescent samples, (ii) estimate the prevalence of adolescent online problem users and describe their profile, and (iii) assess the accuracy of the scale’s classification of symptomatology. A survey was administered to 1097 adolescents aged between 11 and 18 years. The results indicated that (i) reliability of the adapted scale was excellent; factor validity showed unidimensionality, and construct validity was adequate. The findings also indicated that (ii) prevalence of online problem users was 5.2% and that they were more likely to younger males that engaged in online gaming for more than two hours most days. The majority of online problem users displayed negative addictive symptoms, especially ‘loss of control’ and ‘conflict’. The adapted scale showed (iii) very good sensitivity, specificity, and classification accuracy, and was able to clearly differentiate between problem and non-problem users. The results suggest certain differences between adolescent and adult online problem users based in the predominance of slightly different psychological components.     

An exploration of social networking site use,multitasking, and academic performance among United States and European university students

Studies have shown that multitasking with technology, specifically using Social Networking Sites (SNSs), decreases both efficiency and productivity in an academic setting. This study investigates multitasking’s impact on the relationship between SNS use and Grade Point Average (GPA) in United States (US; n = 451) and European (n = 406) university students using quantitative and qualitative data analysis. Moderated Multiple Regression analysis results showed that the negative relationship between SNS use and GPA was moderated by multitasking only in the US sample. This may be due to European students being less prone to “disruptive” multitasking. The results provide valuable cautionary information about the impact of multitasking and using SNSs in a learning environment on university students’ GPAs.     

Stressful life events and problematic Internet use by adolescent females and males: A mediated moderation model

In a sample of 660 adolescents (M age = 14.14 years; 55% females), this study examined a mediated moderation model in which temperamental effortful control and sensation seeking moderated the relationship between stressful life events and problematic Internet use (PIU), and this moderating effect was mediated by maladaptive cognitions. Findings revealed that effortful control buffered the risk of stressful life events for females’ PIU, and this effect was mediated through maladaptive cognitions. The risk-buffering effect of effortful control for males’ PIU was not significant, although it buffered the risk of maladaptive cognitions for PIU. The risk-enhancing effect of sensation seeking was not significant in both female and male adolescents. In addition, males scored higher on risks but lower on protective factors of PIU than females, which explain the gender difference in PIU. The authors discuss the theoretical and practical implications of these findings.     

Internet use intention and adoption among Chinese older adults: From the expanded technology acceptance model perspective

The purpose of this paper is to discuss how various factors intertwine to affect Chinese older adults’ decisions to adopt the Internet by applying the expanded technology acceptance model (TAM). Perceived usefulness (PU), perceived ease of use (PEU), subjective norm (SN), and facilitating conditions (FC) were four key predictors. Gender and age were included in the proposed model as factors to moderate the effect of two key TAM components (PU and PEU) on adoption behaviors. The results indicate that PU, PEU, and SN were significant predictors of Internet adoption among Chinese older adults, while PU, SN, and FC were significant predictors of Internet use intention. The effect of PEU on Internet use intention was also found to be stronger for older seniors than younger seniors. Implications for future research and practices are discussed.     

Examining the structure of the Internet Addiction Test in adolescents: A bifactor approach

Young’s (1998a) Internet Addiction Test (IAT) is one of the most commonly used measures of problematic Internet use. Although the instrument is being increasingly applied in research with adolescents, its measurement structure has not been systematically evaluated with pre-adult respondents. Because the results of previous factor-analytic studies with adults have been highly inconsistent, the present study applied both the traditional (simple-structure) and novel (bifactor) modeling approaches to derive the most optimal measurement structure of the IAT for adolescents. The results of exploratory and confirmatory analyses in a large Canadian sample of high-school students (N = 1948) converged on a bifactor model with a dominant global IA factor and two distinct sub-dimensions, each associated with a unique gender and problem behaviour profile. The discussion focuses on the implications of this bifactor structure for scale scoring and substantive theory on the nature and sources of individual differences in Internet addiction.     

Problematic Internet and mobile phone use and clinical symptoms in college students: The role of emotional intelligence

This study deals with maladaptive use of the Internet and the mobile phone and its relationship to symptoms of psychological distress and mental disorder, as well as to the possible role of Perceived Emotional Intelligence in this relationship. Three hundred and sixty-five undergraduate university freshmen at Ramon Llull University, Barcelona (Spain), majoring in four different studies (Psychology, Education, Journalism and Broadcasting, and Health Studies) replied to scales assessing the negative consequences of maladaptive use of both the Internet (CERI) and the mobile phone (CERM), a self-report scale on Perceived Emotional Intelligence (TMMS-24), and a clinical instrument to check for complaints related to the presence of psychological distress (Symptom Checklist-90-R; SCL-90-R). Results indicate that psychological distress is related to maladaptive use of both the Internet and the mobile phone; females scored higher than males on the mobile phone questionnaire, showing more negative consequences of its maladaptive use. With respect to major study, students of Journalism and Broadcasting showed a more maladaptive pattern of Internet use than students of other majors. The components of Perceived Emotional Intelligence contributed to the explanation of the variance of the general indicators of psychological distress, but to a lesser degree than maladaptive use of Internet and mobile phone.     

Internet addiction in adolescents: Prevalence and risk factors

As new media are becoming daily fare, Internet addiction appears as a potential problem in adolescents. From the reported negative consequences, it appears that Internet addiction can have a variety of detrimental outcomes for young people that may require professional intervention. Researchers have now identified a number of activities and personality traits associated with Internet addiction. This study aimed to synthesise previous findings by (i) assessing the prevalence of potential Internet addiction in a large sample of adolescents, and (ii) investigating the interactions between personality traits and the usage of particular Internet applications as risk factors for Internet addiction. A total of 3105 adolescents in the Netherlands filled out a self-report questionnaire including the Compulsive Internet Use Scale and the Quick Big Five Scale. Results indicate that 3.7% of the sample were classified as potentially being addicted to the Internet. The use of online gaming and social applications (online social networking sites and Twitter) increased the risk for Internet addiction, whereas extraversion and conscientiousness appeared as protective factors in high frequency online gamers. The findings support the inclusion of ‘Internet addiction’ in the DSM-V. Vulnerability and resilience appear as significant aspects that require consideration in further studies.     

Compulsive Internet use and workaholism: An exploratory two-wave longitudinal study

Workaholism refers to the uncontrollable need to work and comprises working compulsively (WC) and working excessively (WE). Compulsive Internet Use (CIU), involves a similar behavioural pattern although in specific relation to Internet use. Since many occupations rely upon use of the Internet, and the lines between home and the workplace have become increasingly blurred, a self-reinforcing pattern of workaholism and CIU could develop from those vulnerable to one or the other. The present study explored the relationship between these compulsive behaviours utilizing a two-wave longitudinal study over six months. A total of 244 participants who used the Internet as part of their occupational role and were in full-time employment completed the online survey at each wave. This survey contained previously validated measures of each variable. Data were analysed using cross-lagged analysis. Results indicated that Internet usage and CIU were reciprocally related, supporting the existence of tolerance in CIU. It was also found that CIU at Time 1 predicted WC at Time 2 and that WE was unrelated to CIU. It is concluded that a masking mechanism appears a sensible explanation for the findings. Although further studies are needed, these findings encourage a more holistic evaluation and treatment of compulsive behaviours.     

Structure and function of maladaptive cognitions in Pathological Internet Use among Chinese adolescents

This study empirically investigated the structure and function of maladaptive cognitions related to Pathological Internet Use (PIU) among Chinese adolescents. To explore the structure of maladaptive cognitions, this study validated a Chinese Adolescents’ Maladaptive Cognitions Scale (CAMCS) with two samples of adolescents (n1 = 293 and n2 = 609). The results of the exploratory factor analysis and confirmatory factor analysis revealed that CAMCS included three distinct factors, namely, “social comfort,” “distraction,” and “self-realization.” To examine the function of maladaptive cognitions, this study tested an updated cognitive-behavioral model in the third sample of 1059 adolescents. The results of structural equation model analyses verified both the direct effect of maladaptive cognitions on PIU and their mediating role in the relationships between distal factors (social anxiety and stressful life events) and PIU among Chinese adolescents. Theoretical and practical implications of these findings were discussed.     

The relationship between Internet identification,Internet anxiety and Internet use

This paper reports a study investigating the relationship between Internet identification, Internet anxiety and Internet use. The participants were 446 students (319 females and 127 males) from two universities in the UK and one university in Australia. Measures of Internet identification and Internet anxiety were developed. The majority of participants were NOT anxious about using the Internet, although there were approximately 8% who showed evidence of Internet anxiety. There was a significant and negative relationship between Internet anxiety and Internet use. Those who were more anxious about using the Internet used the Internet less, although the magnitude of effect was small. There was a positive and significant relationship between Internet use and Internet identification. Those who scored high on the measure of Internet identification used the Internet more than those who did not. There was also a significant and negative relationship between Internet anxiety and Internet identification. Finally, males had a significantly higher Internet identification score than females. Implications of these findings are discussed.     

Loneliness and generalized problematic Internet use: Parents’ perceived knowledge of adolescents’ online activities as a moderator

This study examined adolescents’ perceptions of parents’ knowledge of their online activities as a moderator of the relationship between loneliness and generalized problematic Internet use (PIU). The purpose of this study was to address two gaps in research. First, previous research has only investigated these relationships from a main effects perspective; the present study extended research by examining generalized PIU from an interaction effects perspective. Second, it is timely to examine the relationship between loneliness and generalized PIU in an adolescent sample which has not been previously explored. A total of 1098 adolescents (49.2% male, 50.8% female) from Grade 8 and Grade 9 classes participated in this study. The key finding was that perceived parental knowledge was a moderator of the relationship between loneliness and generalized PIU; parental knowledge was better able to differentiate adolescents’ level of generalized PIU at lower rather than at higher levels of loneliness. This moderator effect was stronger in magnitude for parents who had no awareness of their adolescents’ online activities compared to parents who were in the know about their adolescents’ online activities. These findings emphasize the importance of prevention and early intervention work with early adolescents and their parents with respect to adolescent loneliness and generalized PIU.