The DOI matches its Crossref record; 52 of the 56 references it cites were found in a registry or an index.
Validation of a New Scale for Measuring Problematic Internet Use: Implications for Pre-employment Screening
Abstract
The current study introduced a theory-driven, multidimensional measure of problematic Internet use: the Online Cognition Scale (OCS). Undergraduate students (n = 211) in an industrial/organizational psychology course completed the OCS, along with measures of procrastination, rejection sensitivity, loneliness, depression, and impulsivity. A confirmatory factor analysis indicated that problematic Internet use consists of four dimensions: diminished impulse control, loneliness/depression, social comfort, and distraction. As hypothesized, the OCS predicted all of the study variables in the expected directions. Representing a departure from previous research in this area, the current article focused on procrastination, impulsivity, and social rejection as key elements of problematic Internet use. Furthermore, interactive applications (e.g., chat) were most related to problematic Internet use, and scores on the OCS predicted being reprimanded at school or work for inappropriate Internet use. As a result, the utility of the OCS for both clinical assessment of Internet addiction and as an organizational preemployment screening measure to identify potential employees who are likely to abuse the Internet in the workplace (also known as "cyberslacking") were discussed.
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Cites
The CES-D Scale: A Self-Report Depression Scale for Research in the General Population
Radloff, L. S. (1977) · Applied Psychological Measurement · doi:10.1177/014662167700100306 · Cited by 53,267
Structural equation modeling in practice: A review and recommended two-step approach
Anderson, J. C., & Gerbing, D. W. (1988) · Psychological Bulletin · doi:10.1037/0033-2909.103.3.411 · Cited by 41,941
Alternative Ways of Assessing Model Fit
Browne, M. W., & Cudeck, R. (1992) · Sociological Methods & Research · doi:10.1177/0049124192021002005 · Cited by 27,200
Comparative fit indexes in structural models.
Bentler, P. M. (1990) · Psychological Bulletin · doi:10.1037/0033-2909.107.2.238 · Cited by 25,266
Significance tests and goodness of fit in the analysis of covariance structures.
Bentler, P. M., & Bonett, D. G. (1980) · Psychological Bulletin · doi:10.1037/0033-2909.88.3.588 · Cited by 20,015
Testing Structural Equation Models.
Clogg, C. C., Bollen, K. A., & Long, J. S. (1995) · Social Forces · doi:10.2307/2580595 · Cited by 8,246
Journal of social behavior and personality
(1986) · Personality and Individual Differences · doi:10.1016/0191-8869(86)90025-5 · Cited by 6,751
Constructing validity: Basic issues in objective scale development.
Clark, L. A., & Watson, D. (1995) · Psychological Assessment · doi:10.1037/1040-3590.7.3.309 · Cited by 6,567
Life on the Screen: Identity in the Age of the Internet
Turkle, S. (1997) · Cited by 6,340
The Revised UCLA Loneliness Scale: concurrent and discriminant validity evidence
Russell, D., Peplau, L. A., & Cutrona, C. E. (1980) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.39.3.472 · Cited by 5,173
Research works printed but not linked: 12
- Scherer K., 1997, The Journal of College Student Development, 38, 655
- 10.1023/A:1009573129142 · DOI
- 10.1037//1040-3590.7.3.309 · DOI · Paper page
- Burka J.B., 1990, New Realities, 42
- 10.1037//0003-066X.50.6.456 · DOI
- 10.1037//0022-3514.39.1.29 · DOI
- 10.1037//0022-3514.70.6.1327 · DOI · Paper page
- 10.1037//0033-2909.103.3.411 · DOI · Paper page
- 10.1037//0033-2909.107.2.238 · DOI · Paper page
- 10.1037//1040-3590.6.1.50 · DOI
- 10.1037//0021-9010.87.1.164 · DOI
- Sackett P.R., 1977, Security Journal, 8, 11
Cited by
Sorted by citations
Items 701–751 of 751
彭, 丽. (2020) · Advances in Psychology · doi:10.12677/ap.2020.105070
Etiology of Internet Use Disorders
Lindenberg, K., Kindt, S., & Szász-Janocha, C. (2020) · Springer eBooks · doi:10.1007/978-3-030-43784-8_3
Methodological Application of Bootstrapping for Predictive Data Analytics
Riaz, S., Kaur, M., & Mushtaq, A. (2020) · Advances in Science and Engineering Technology International Conferences (ASET) · doi:10.1109/aset48392.2020.9118215
“The Chen Internet Addiction Scale – CIAS [28] is another questionnaire developed on criteria for pathological gambling and substance dependence.”
Methodمحمد, أ. ا. م. ع. ا., & احمد, ک. م. م. (2020) · المجلة العلمية المحکمة للجمعية المصرية للکمبيوتر التعليمي · doi:10.21608/eaec.2020.28271.1020
Shah, M., Ahmad, I., & Saeed, M. (2020) · Global Language Review · doi:10.31703/glr.2020(v-i).13
“However, among all these scales, the SRMS has been widely used in different fields of studies for assessing students; self-regulated motivation towards language learning(Davis et al., 2002).”
Mapping and Auditing Internet Addiction in Technical Education
Asabere, N. Y., Torgby, W. K., Acakpovi, A., Enguah, S. E., & Asare, I. O. (2020) · International Journal of Technology and Human Interaction · doi:10.4018/ijthi.2021010102
Chen, E. S. L. (2021) · Advances in Social Sciences Research Journal · doi:10.14738/assrj.88.10698
Fata, L., Bigdeli, S., Nahardani, S. Z., Keshavarzi, M. H., & Keshavarzi, M. H. (2018) · doi:10.2196/preprints.11352
Tonioni, F. (2013) · Springer eBooks · doi:10.1007/978-88-470-2817-3_3
Serbest Zaman Kavramı ve İnternet Bağımlılığı
Gündoğdu, C. (2021) · Akademisyen Kitabevi eBooks · doi:10.37609/akya.804
Internetbezogene Störungen im Jugendalter : Diagnosen, Risiken und Hilfsangebote
Kindt, S. (2022) · Publication Server of Goethe University Frankfurt am Main (Goethe University Frankfurt) · doi:10.21248/gups.67535
Possibilidades para desenvolver um aplicativo móvel para a assessoria e gestão secretarial
Santiago, C. D. S., & Silva, A. M. S. (2022) · Revista de Gestão e Secretariado (Management and Administrative Professional Review) · doi:10.7769/gesec.v13i1.1277
Saatchian, V., Azizi, B., & Mahmoudi, A. (2022) · Humanistic Approach to Sport and Exercise Studies (HASES) · doi:10.52547/hases.2.1.155
Apolo, V. A. T. (2022) · Gredos (University of Salamanca) · doi:10.14201/gredos.149561
Cyberbullying and Social Networking Sites
Marzano, G. (2022) · IGI Global eBooks · doi:10.4018/978-1-6684-5594-4.ch054
Meerkerk, G., & van den Eijnden, R. J. J. M. (2008) · Bohn Stafleu van Loghum eBooks · doi:10.1007/978-90-313-6554-8_16
Indian Aspects of Nondrug Addiction
Dave, A., & Dave, S. (2022) · Springer eBooks · doi:10.1007/978-3-030-67928-6_138-1
A Replication Study of the Impact of Impulsivity on Risky Cybersecurity Behaviors
Aivazpour, Z., & Rao, V. S. (2022) · AIS Transactions on Replication Research · doi:10.17705/1atrr.00074
“Internet addiction was measured using the OCS developed by Davis, Flett, and Besser (2002).”
MethodThe Relation between Internet Misuse and Psychological Adjustment of Kuwait Undergraduates
الفيلكاوي, ح. إ. أ. (2022) · مجلة کلية التربية · doi:10.21608/jfe.2022.270669
“Although Davis et al. (2002) concurred that shyness and sadness had a detrimental impact, they also identified procrastination and rejection sensitivity as two additional factors contributing to internet addiction.”
BackgroundHOW DOES INTERNET ADDICTION AFFECTS THE FUTURE OF TOURISM?
Independent Researcher, L. C., & Kouklou, D. (2022) · International Scientific Conference The Future of Tourism · doi:10.52370/tisc22213dk
Scientific and theoretical aspects of the cyber addiction phenomenon
Asieieva, Y. (2023) · Primedia eLaunch LLC eBooks · doi:10.36074/madrcsce-monograph.2023.1
KALKAN, A. N., & CERİT, E. (2023) · Pamukkale Medical Journal · doi:10.31362/patd.1194209
อ่อนละออ, ป. (2020) · Chula Digiverse · doi:10.58837/chula.the.2020.681
Cyber addiction: a new view and approaches to diagnostics
Yuryeva, L., & Shornikov, A. (2023) · PRIVAT COMPANY TECHNOLOGY CENTER eBooks · doi:10.15587/978-617-7319-65-7.ch5
Loneliness as a predictor of Internet addiction among adolescentes from Arab society in Israel
Nibal, S. (2023) · EDMETIC · doi:10.21071/edmetic.v12i2.15872 · Cited by 1
Bashar, M. (2020) · Global Journal of Addiction & Rehabilitation Medicine · doi:10.19080/gjarm.2020.06.555696
“The use of internet in a healthy manner is defined as achieving a desired goal within an appropriate time period without experiencing intellectual or behavioural discomfort [1].”
BackgroundGÖLBAŞI, B. T. (2024) · International Journal of Management Economics and Business · doi:10.17130/ijmeb.1368767
Cyberloafing Model -Theory into Practice
Gulati, S., & Beri, N. (2023) · IEEE Region Humanitarian Technology Conference · doi:10.1109/r10-htc57504.2023.10461871
“’Cyberslacking’[3][4], ‘Personal web usage’[5], ‘Problematic Internet Use’[6] and Internet Addiction[7].”
ZNACZENIE PLATFORMY TECHNOLOGICZNEJ DEFENSE KSZTAŁTOWANIEM BEZPIECZEŃSTWA PERSONALNEGO
Grubicka, J. (2024) · PRZEGLĄD POLICYJNY · doi:10.5604/01.3001.0054.3598
Internet- und Computersucht bei Kindern und Jugendlichen
Kaess, M., & Klar, J. (2024) · Springer Reference Medizin · doi:10.1007/978-3-662-66744-6_98
Impulse Control Deficits and Loneliness/Depression
Almeida, F. S., Serra, J. G., Nunes, L. L., Ferreira, T. D., & Arteche, A. X. (2024) · International Journal of Cyber Behavior Psychology and Learning · doi:10.4018/ijcbpl.356505
Brunetti, M., Riccardo, A., Franca, C., D’Andrea, A., Pettorruso, M., Martinotti, G., & Rosalia, D. M. (2024) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2024.102005
Yukang, X., & Zhu, L. (2023) · Cambridge University Press eBooks · doi:10.1017/9781107165250.034
Interventions for Addictive Behaviors in Cyberspace
Li, W., & Garland, E. L. (2023) · Cambridge University Press eBooks · doi:10.1017/9781107165250.039
Improving Test Reviews With Systematic Reviews and Meta-Analyses
Elosua, P., Hernández, A., & Abad, F. J. (2024) · European Journal of Psychological Assessment · doi:10.1027/1015-5759/a000880
The Impact of Snapchat Streaks on Egyptian Teenagers' Mental Health
عبدالدايم, ف., كسوات, س., على, ع., & عبدالله, م. (2025) · مجلة البحوث والدراسات الإعلامية · doi:10.21608/mjsm.2025.355276.1210
Similarities and Differences in Diagnostic Scales
Xuan, B., Peng, L., Liu, Y., Liu, G., Chen, Y. S., Yang, L., Li, M., & Zhou, J. (2025) · Advances in experimental medicine and biology · doi:10.1007/978-981-95-2411-2_7
Intervention for Internet Use: Current Understanding and Perspective
Sharma, M. K., & Selvan, P. T. (2015) · Springer eBooks · doi:10.1007/978-81-322-2241-5_17
Das, P., & Chaudhary, A. (2026) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-025-00590-3 · Cited by 1
Harren, N. (2022) · theses.fr (ABES) · doi:10.70675/35c7d92cz534bz4cd2za939zfc1fa0155592
Li, R., Fu, W., Yuqian, L., Zhao, Y., & Peng, P. (2026) · Cognitive Processing · doi:10.1007/s10339-026-01348-2
“On the other hand, PSNU can also lead to significant procrastination behaviors, which can “distract” students and affect the effectiveness of OCL (Davis et al. 2002 ; Lavoie p < 0.01, *** p < 0.001 (the same below); ② All values are rounded to two decimal places, the same below; ③ Gender is a dummy…”
InfluentialOkumus, B., & Öksüzoğlu, M. E. (2026) · BMC Psychology · doi:10.1186/s40359-026-04847-1
“Consistent with this finding, some research suggests that individuals’ perceived sense of social comfort and security in online environments may increase social withdrawal behaviors and influence their sense of belonging [36].”
InfluentialSiebenhandl, A., Volsa, S., & Stieger, S. (2026) · Cyberpsychology Behavior and Social Networking · doi:10.1177/21522715261451013
“At the end of the 14-day testing period, participants completed a fi nal questionnaire that repeated the initial sociodemographic items and included the German version of the Online Cognition Scale, 21 which measures excessive Internet use.”
Schneider, K. (2021) · Elsevier eBooks · doi:10.1016/b978-3-437-23091-2.00003-3
Wang, H., Zhuang, L., Zhang, X., Yu, T., Liu, T., & Yang, X. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1922137
“Online comfort represents one aspect of maladaptive Internet-use cognition and primarily reflects the extent to which individuals feel at ease and experience reduced anxiety during online social interactions compared with offline contexts (Davis et al., 2002).”
Li, W., & Liu, S. (2026) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph23101307
“The Online Cognitions Scale [33] was adapted to assess maladaptive cognitions associated with video gaming by replacing the phrases “internet” and “internet use” with “video games” and “video gaming” in each item.”
Martínez-Leija, D. N., Inozemtseva, O., Juárez, J., & García‐Leal, Ó. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7641081
小寺, 敦. (2014) · 情報通信学会誌 · doi:10.11430/jsicr.31.4_51
Academic procrastination of medical students: the role of internet addiction
Hayat (2020) · PubMed Central · doi:10.30476/jamp.2020.85000.1159 · Cited by 104
“For example, Davis et al. (2002) reported a strong, positive relationship between procrastination and PIU.”
BackgroundResult(2008) · Journal of the Association for Information Systems · Cited by 36
Metadata
- Authors
- Davis, R. A., Flett, G. L., & Besser, A.
- Affiliations
- York University (CA)
- Department of Psychology, York University, Toronto, Canada.
- Venue
- CyberPsychology & Behavior
- Publisher
- SAGE Publications
- Published
- 2002-08
- Volume
- 5
- Issue
- 4
- Pages
- 331-345
- ISSN
- 1094-9313 (ISSN-L)
- 1557-8364
- OpenAlex
- W2086020439
- Cited by
- 750
- References
- 56
- Citations by year
- 2026: 9 · 2025: 19 · 2024: 32 · 2023: 34 · 2022: 59 · 2021: 47 · 2020: 50 · 2019: 39 · 2018: 36 · 2017: 37 · 2016: 45 · 2015: 51 · 2014: 49 · 2013: 41 · 2012: 50
- FWCI
- 18.15
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- CyberPsychology & Behavior (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Business, Management and Accounting › Organizational Behavior and Human Resource Management › Cyberloafing and Workplace Behavior
- Social Sciences › Psychology › Clinical Psychology › Sexuality, Behavior, and Technology
- Keywords
- problematic internet use, internet addiction, pre-employment screening, cyberloafing, procrastination, impulsivity, rejection sensitivity, loneliness, depression, distraction, online chat, scale validation, workplace internet use
- MeSH terms
- Adult, Cognition, Decision Making, Organizational, Employment, Factor Analysis, Statistical, Female, Humans, Impulsive Behavior, Male, Personnel Selection, Surveys and Questionnaires, Reproducibility of Results, Behavior, Addictive, Internet
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