Disambiguating the Items in the Nomophobia Questionnaire through a Psychometric Evaluation using Rasch Measurement Model
DOI:
https://doi.org/10.11113/sh.v17n2.2155Keywords:
Behavioral addiction, mobile phone, nomophobia, psychometric properties, Rasch Measurement ModelAbstract
Behavioral addiction related to smart phone usage has led to the development of measures like Nomophobia Questionnaire (NMPQ). Nomophobia had been theorised as a form of behavioural addiction with four dimensions: losing connectedness, giving up convenience, not able to communicate, and not having access to information. The concern about its factor structure, the limitations of its psychometric evaluation, and the need to use the NMPQ in Malaysia motivated the present work. This study aimed to translate and examine the NMPQ using Rasch Models among Malaysians adults. The study involved back-translation, expert validation, and Rasch analysis. The translation into Bahasa Melayu and rating from experts revealed the need to revise some items to fit the conceptualisation of nomophobia as an addiction rather than fear. An online survey was conducted with responses from 677 Malaysian adults. Using the Rasch Rating Scale Model, it was found that the NMPQ-BM Revised has satisfactory psychometric properties after the removal of two items. In addition, this study also removed ambiguities from some items to better reflect behavioural addiction. At the conceptual level, this study highlighted Communication as a potential stand-alone dimension. The NMPQ-BM Revised has been validated as an objective measure and can be used to further examine nomophobia as a behavioural addiction. This study has contributed to the semantic clarity for the measurement of nomophobia. The revised instrument has items that are conceptually closer to nomophobia than fear of missing out or addiction to technology and the internet.
References
Aarthi, K., Prathap, L., Priya, J. A., & Preetha, S. (2020). Nomophobia and its impact on health and mind- a structured review. European Journal of Molecular & Clinical Medicine. 7 (1).
Abdoli, N., Sadeghi-Bahmani, D., Salari, N., Khodamoradi, M., Farnia, V., Jahangiri, S., Brühl, A.B., Dürsteler, K.M., Stanga, Z., Brand, S. (2023). Nomophobia (No Mobile Phone Phobia) and Psychological Health Issues among Young Adult Students. European Journal of Investigation in Health, Psychology and Education. 13, 1762–1775. DOI: https://doi.org/10.3390/ejihpe13090128
Adawi, M., Bragazzi, N. L., Argumosa-Villar, L., Boada-Grau, J., Vigil-Colet, A., Yildirim, C., & Watad, A. (2018). Translation and validation of the Nomophobia Questionnaire in the Italian language: Exploratory factor analysis. JMIR mHealth and uHealth, 6(1), e9186.
Al-Balhan, E. M., Khabbache, H., Watfa, A., Re, T. S., Zerbetto, R., & Bragazzi, N. L. (2018). Psychometric evaluation of the Arabic version of the nomophobia questionnaire: Confirmatory and exploratory factor analysis–implications from a pilot study in Kuwait among university students. Psychology Research and Behavior Management, 11, 471.
Ali, A., Muda, Ma., Ridzuan, A. R., Nuji, M. N. N. M., Izzamudin, M. H., & Imma, D. (2017). The Relationship Between Phone Usage Factors and Nomophobia. Advanced Science Letters, 23. 7610-7613. DOI: https://10.1166/asl.2017.9534
Alsalameh A. M., Harisi M. J., Alduayji M. A., Almutham A. A., & Mahmood F. M. (2019). Evaluating the relationship between smartphone addiction/overuse and musculoskeletal pain among medical students at Qassim University. Journal of Family Medicine Primary Care. 8(9), 2953-2959. doi: 10.4103/jfmpc.jfmpc_665_19. PMID: 31681674; PMCID: PMC6820402.
Anjana, K. K., Suresh, V. C., Sachin, B. S., & Poornima, C. (2021). The relationship between nomophobia, mental health, and coping style in medical students. Indian Journal of Social Psychiatry, 37(2), 207.
Arpaci, I. (2020). Gender differences in the relationship between problematic internet use and nomophobia. Current Psychology, 1-10.
Aryadoust, V., Ng, L. Y., & Sayama, H. (2021). A comprehensive review of Rasch measurement in language assessment: Recommendations and guidelines for research. Language Testing, 38(1), 6-40.
Bhardwaj M., & Ashok M. S. J. (2015). Mobile phone addiction and loneliness among teenagers. International Journal of Indian Psychology, 2. 27-34
Bragazzi, N. L., & Puente, D. G. (2014). A proposal for including nomophobia in the new DSM-V. Psychology Research and Behavior Management, 7, 155.
Catană, Ş. A., Toma, S. G., & Barbu, A. (2021). The Effects of the COVID-19 Pandemic on Teleworking and Education in a Romanian Higher Education Institution: An Internal Stakeholders Perspective. International Journal of Environmental Research and Public Health, 18(15), 8180. DOI: https://doi.org/10.3390/ijerph18158180
Chia, J. H., Teo, Y. L., & Ang, H. P. (2021). Digital Dependency: The Rise of Nomophobia in Malaysian Adolescents. Asian Journal of Communication Studies, 5(2), 102-115.
Chóliz M. (2010). Mobile phone addiction in Adolescence: Evaluation and prevention of mobile addiction in teenagers. Saarbrücken: Lambert Academic Publishing.
Chóliz, M., & Villanueva, V. (2011). Evaluación de adicción al móvil en la adolescencia. Revista
Chóliz, M. (2012). Mobile-phone addiction in adolescence: The Test of Mobile Phone Dependence (TMD). Progress in Health Sciences, 2, 33-44.
Choy, Y., Fyer, A. J., & Lipsitz, J. D. (2007). Treatment of specific phobia in adults. Clinical psychology review, 27(3), 266-286.
De', R., Pandey, N., & Pal, A. (2020). Impact of digital surge during Covid-19 pandemic: A viewpoint on research and practice. International Journal of Information Management, 55, 102171. DOI: https://doi.org/10.1016/j.ijinfomgt.2020.102171
Dixit, S., Shukla. H., Bhagwat, A., Bindal, A., Goyal, A., Zaidi, A. K, (2010). A study to evaluate mobile phone dependence among students of a medical college and associated hospital of central India. Indian Journal of Community Medicine, 35(2): 339-41. DOI: https://doi:10.4103/0970- 0218.66878
Echeburua, E., Labrador, F. J., Becoña, E. (2009). Adicción a las nuevas tecnologías en jóvenes y adolescentes. Madrid: Pirámide.
Ellwood-Clayton, B. (2003). Virtual strangers: Young love and texting in the Filipino archipelago of cyberspace. In: Nyíri K., editor. Mobile Democracy: Essays on Society, Self and Politics. Vienna: Passagen Verlag. 225-39. Española de Drogodependencias, 36, 165-84.
Jing, H. F., Noh, M., A. M., & Ibrahim, R. (2020). Nomophobia and Its Relationship to Learning Process among Malaysian Undergraduates in Higher Learning Institution. Malaysia Online Journal of Education, 4, 1-7.
Farchakh, Y., Hallit, R., Akel, M., Chalhoub, C., Hachem, M., Hallit, S., & Obeid, S. (2021). Nomophobia in Lebanon: Scale validation and association with psychological aspects. Plos one, 16(4), e0249890.
Hazirah, F., Karim, A., & Surena, S., & Abdullah, S. M. (2017) Nomophobia dan konflik kerja-keluarga di Malaysia: Satu analisis menggunakan structural equation modeling (Nomophobia and Work-Family Conflict in Malaysia: An Analysis Using Structural Equation Modeling). Journal of Social Sciences and Humanities, 12 (3). ISSN 1823-884x
Fisher, J. W. P. (2006). Survey design recommendations. Rasch Measurement Transactions. 20(3), 1072-1074.
Fisher, J. W. P. (2007). Rating scale instrument quality criteria. https://www.rasch.org/rmt/rmt211m.htm Retrieved on 7th November 2023.
Forgays, D., Hyman, I., & Schreiber, J. (2014). Texting everywhere for everything: gender and age differences in cell phone etiquette and use. Computers in Human Behavior, 31, 314e321. DOI: http://dx.doi.org/10.1016/j.chb.2013.10.053
Galhardo, A., Loureiro, D., Raimundo, E., Massano-Cardoso, I., & Cunha, M. (2020). Assessing nomophobia: validation study of the European Portuguese version of the Nomophobia Questionnaire. Community Mental Health Journal, 56(8), 1521-1530.
Gao, Y., Dai, H., Jia, G., Liang, C., Tong, T., Zhang, Z., & Zhu, Y. (2020). Translation of the Chinese version of the Nomophobia questionnaire and its validation among college students: factor analysis. JMIR mHealth and uHealth, 8(3), e13561.
Gezgin, D. M., Cakir, O., & Yildirim, S. (2018). The relationship between levels of nomophobia prevalence and internet addiction among high school students: The factors influencing Nomophobia. International Journal of Research in Education and Science, 4(1), 215-225.
Goswami, V., & Singh, D. R. (2016). Impact of mobile phone addiction on adolescents’s life: A literature review. International Journal of Home Science. 2(1), 69-74.
Griffiths, M. D. (1999). Internet addiction: fact or fiction? Psychologist, 12, 246-50.
Grohol, J., Slimowicz, J., & Granda, R. (2013). The Quality of Mental Health Information Commonly Searched for on the Internet. Cyberpsychology, Behavior and Social Networking, 17, DOI: https://10.1089/cyber.2013.0258
Gutiérrez-Puertas, L., Márquez-Hernández, V. V., & Aguilera-Manrique, G. (2016). Adaptation and validation of the Spanish version of the Nomophobia Questionnaire in nursing studies. CIN: Computers, Informatics, Nursing, 34(10), 470-475.
Hassanzadeh, R., Rezaei, A. (2011). Effect of sex, course and age on SMS addiction in students. Middle-East Journal of Scientific Research, 10(5). 619-5.
Igarashi, T., Motoyoshi, T., Takai J., Yoshida, T. (2008). No mobile, no life: self-perception and text-message dependency among Japanese high school students. Computer Human Behaviour. 24,11-24. DOI: https://doi:10.1016/j.chb.2007.12.001
Ishii, K. (2006). Implications of mobility: The uses of personal communication media in everyday life. Journal of Communication, 56(2), 346-65. DOI: https://doi:10.1111/j.1460-2466.2006.00023.x
Ithnain, N., Ghazali, S., & Jaafar, N. (2018). Smartphone Addiction Among Undergraduate Students. Institute for youth research Malaysia, 18, 135-147.
Kang, S., & Jung, J. (2014). Mobile communication for human needs: A comparison of smartphone use between the US and Korea. Computers in Human Behavior, 35, 376-387.
King, A. L. S., Valença, A. M., & Nardi, A. E. (2010). Nomophobia: The mobile phone in panic disorder with agoraphobia: Reducing phobias or worsening of dependence? Cognitive and Behavioral Neurology, 23(1), 52–54.
King, A. L. S., Valença, A. M., Silva, A. C. O., Baczynski, T., Carvalho, M. R., & Nardi, A. E. (2013). Nomophobia: Dependency on virtual environments or social phobia? Computers in Human Behavior, 29(1), 140-144.
King, A. L. S., Valença, A. M., Silva, A. C., Sancassiani, F., Machado, S., & Nardi, A. E. (2014). ‘‘Nomophobia’’: Impact of cell phone use interfering with symptoms and emotions of individuals with panic disorder compared with a control group. Clinical Practice and Epidemiology in Mental Health, 10, 28-35.
Kuss, D. J., & Griffiths, M. D. (2011) Online social networking and addiction – A review of the psychological literature. International Journal of Environmental Research in Public Health. 8, 3528-52.
Lane, W., & Manner, C. (2011). The impact of personality traits on smartphone ownership and use. International Journal of Business Social Sciences, 2, 22-8.
Lee, S. Y. (2014). Examining the factors that influence early adopters’ smartphone adoption: The case of college students. Telematics and Informatics, 31(2), 308-318.
Lee, S., Kim, M., Mendoza, J. S., & McDonough, I. M. (2018). Addicted to cellphones: Exploring the psychometric properties between the nomophobia questionnaire and obsessiveness in college students. Heliyon, 4(11), e00895.
León-Mejía, A. C., Gutiérrez-Ortega, M., Serrano-Pintado, I., & González-Cabrera, J. (2021). A systematic review on nomophobia prevalence: Surfacing results and standard guidelines for future research. PloS one, 16(5), e0250509.
Lin, C. Y., Griffiths, M. D., & Pakpour, A. H. (2018). Psychometric evaluation of Persian Nomophobia Questionnaire: Differential item functioning and measurement invariance across gender. Journal of Behavioral Addictions, 7(1), 100-108.
Linacre, J. M. (1994). Sample size and item calibration or person measure stability. Rasch Measurement Transactions, 7, 328.
Linacre, J. M. (1999). Investigating rating scale category utility. Journal of Outcome Measurement, 3, 103-122
Linacre, J.M. (n.d.) Help for Winsteps Rasch measurement and Rasch analysis software: Available at www.winsteps.com Retrieved on 25th May2023.
Miakotko, L. (n.d.) The impact of smartphones and smart-phone devices on human health and life. Retrieved from: http://www.nyu.edu/classes/keefer/waoe/ miakotkol.pdf. Retrieved on 22nd September 2023.
Mohani, M. R., Phansopkar, P., Seth, N. H., & Fokmare, P. S., (2024). The prevalence of Nomophobia in undergraduate students of central India. Cureus. 16(3): e57056. DOI: https://doi:10.7759/cureus.57056
Moran, J. M. (1995). Novas tecnologias e o re-encantamento do mundo. Revista Tecnologia Educacional, 126(23), 24-6.
Moran J. M., Masetto M. T., & Behrens M. A. (2007). Novas tecnologias e media-ção pedagógica. Campinas SP: Papirus Editora.
Moreira, A. F. B., & Kramer, S. (2007). Contemporaneidade, educação e tecnologia. Educação & Sociedade, 28 (100), 1037-1057. DOI: https://doi:10.1590/S0101-73302007000300019
Mustafaoglu, R., Yasaci, Z., Zirek, E., Griffiths, M. D., Ozdincler, A. R. (2021). The relationship between smartphone addiction and musculoskeletal pain prevalence among young population: a cross-sectional study. Korean Journal of Pain 34, 72-81. DOI: https://doi: 10.3344/kjp.2021.34.1.72.
Sharan, D., Mohandoss, M., Ranganathan. R., Jose, J. (2014). Musculoskeletal disorders of the upper extremities due to extensive usage of hand-held devices. Ann Occup Environ Med. 26:22. https://doi:10.1186/s40557-014-0022-3
Sharma, K. (2023). Effect of Nomophobia on Body Image Satisfaction and Aggression Among College Students. Clinical Medicine and Health Research Journal. 3(5) 547-553.DOI: https://doi: 10.18535/cmhrj.v3i5.233
Silva,N. D. P. G., Machado, S. M. D. O., Estanislau, A. M., Pimentel, C. E., da Fonseca, P. N., & de Medeiros, E. D. (2020). Nomophobia Questionnaire: psychometric properties for the Brazilian context. Revista Iberoamedicana De Diagnostico Y Evaluacion-E Avaliacao Psicologica, 2(55), 161-172.
Nyíri, K. (2003). Mobile Democracy: Essays on Society, Self, and Politics. Vienna (Austria):
OECD (2020). Strengthening online learning when school are closed: The roles of families and teachers in supporting students during COVID, OECD Publishing Paris.
Oksman, V., & Turtiainen, J. (2004). Mobile communication as a social stage. the meanings of mobile communication among teenagers in Finland. New Media and Society, 6(3), 319-39.
Oksman, V. (2010). The Mobile Phone: A Medium in Itself. Retrieved from http://www.vtt.fi/inf/pdf/publications/2010/P737.pdf. Retrieved on 26th June 2023.
Oulasvirta, A., Rattenbury, T., Ma, L., & Raita, E. (2012). Habits make smartphone use more pervasive. Personal and Ubiquitous Computing, 16(1), 105-114.
Özdemir, E. Z., & Bektaş, M. (2020). Psychometric properties of a Turkish Version of the Nomophobia Scale for the nine-eighteen age group. The Journal of Pediatric Research, 7(4), 316-322.
Park, B. W., & Lee, K. C. (2011). The Effect of Users’ Characteristics and Experiential Factors on the Compulsive Usage of the Smartphone. In: Kim, Th., Adeli, H., Robles, R.J., Balitanas, M. (eds) Ubiquitous Computing and Multimedia Applications. UCMA 2011. Communications in Computer and Information Science, vol 151. Springer, Berlin, Heidelberg. DOI: https://doi.org/10.1007/978-3-642-20998-7_52
Perez, P. E. J., Monje, R. M. T., & Leon, R. S. J.M. (2012). Adicción o abuso del teléfono móvil: revisión de la literatura. Adicciones, 24, 139-52
Rangka, I. B., Prasetyaningtyas, W. E., Ifdil, I., Ardi, Z., Suranata, K., Winingsih, E., & Wijaya, R. S. (2018). Measuring psychometric properties of the Indonesian version of the NoMoPhobia Questionnaire (NMPQ): Insight from Rasch measurement tool. In Journal of Physics: Conference Series 1114(1), 012127). IOP Publishing.
Rodríguez P, Villar JP, Tarín C, Blázquez J. Sociedad Digital en España (2023) [Internet]. Penguin Random House Grupo Editorial, S. A. U. Madrid, España; 2023. Available from: https://www.fundaciontelefonica.com/cultura-digital/sociedad-de-la-informacion/2023/. Retrieved on 13th May 2023.
Salehan, M., & Negahban, A. (2013). Social networking on smartphones: When mobile phones become addictive. Computers in Human Behavior, 29(6), 2632-2639.
Serra, G., Scalzo, L., & Giuffrè, M. (2021). Smartphone use and addiction during the coronavirus disease 2019 (COVID-19) pandemic: cohort study on 184 Italian children and adolescents. Italian Journal of Pediatrics, 47, 150 DOI: https://doi.org/10.1186/s13052-021-01102-8
Sharma, M., Amandeep, Mathur, D. M., & Jeenger, J. (2019). Nomophobia and its relationship with depression, anxiety, and quality of life in adolescents. Industrial Psychiatry Journal, 28(2), 231-236. DOI: https://doi.org/10.4103/ipj.ipj_60_18
Skolnick, R., Schare, M. & Wyatt, K., & Tillman, M. (2012). Aviophobia assessment: Validating the Flight Anxiety Situations Questionnaire as a clinical identification measure. Journal of Anxiety Disorders, 26. 779-784. 10.1016/j.janxdis.2012.07.006.
Statista (2021). Percentage of mobile device traffic worldwide from 1st quarter 2015 to 1st quarter 2021. https://www.statista.com/statistics/277125/share-of-website-traffic-coming-from-mobile-devices/ Retrieved on 12th March 2023.
Syahputra, Y., & Erwinda, L. (2020). Perbedaan Nomophobia mahasiswa; analisis Rasch. JPPI Jurnal Penelitian Pendidikan Indonesia. 6(2), 69-76.
Takao M., Takahashi S., Kitamura M. (2009). Addictive personality and problematic mobile phone use. Cyberpsychology Behavior, 12, 1-9.
Tariq, R, Isawasan, P, Shamugan, L, Asmawi, M. A. H., Azman, N. A. N., Zolkepli, I. A. (2025). Exploring Social Media Research Trends in Malaysia using Bibliometric Analysis and topic Modelling. EAI Endorsed Transactions on Scalable Information Systems. 1-12.
Park, B. W., & Lee, K.C. (2011). The Effect of Users’ Characteristics and Experiential Factors on the Compulsive Usage of the Smartphone. In: Kim, Th., Adeli, H., Robles, R.J., Balitanas, M. (eds) Ubiquitous Computing and Multimedia Applications. UCMA 2011. Communications in Computer and Information Science, 151. Springer, Berlin, Heidelberg. DOI: https://doi.org/10.1007/978-3-642-20998-7_52
Thomee, S., Harenstam, A., Hagberg, M. (2011). Mobile Phone Use and Stress, Sleep Disturbances, And Symptoms of Depression Among Young Adults--A Prospective Cohort Study. BMC Public Health. 11, 66.
Yildirim, C., Sumuer, E., Adnan, M., & Yildirim, S. (2016). A growing fear: Prevalence of nomophobia among Turkish college students. Information Development, 32(5), 1322-1331.
Yildrim, C., & Correia, A. (2015). Exploring the dimension of nomophobia: Development and validation of a self-reported questionnaire. Computers in Human Behaviour, 49 (2015), 130-137.
Zarghami, M., Khalilian, A., Setareh, J., & Salehpour, G. (2015). The Impact of Using Cell Phones After Light-Out on Sleep Quality, Headache, Tiredness, and Distractibility Among Students of a University in North of Iran. Iranian Journal of Psychiatry and Behavioral Sciences. 9. DOI: https://doi.10.17795/ijpbs-2010
Zhao, T. Y., & Zou, S. P. (2007). Exposure to cell phone radiation up-regulates apoptosis genes in primary cultures of neurons and astrocytes. Neuroscience Letters, 412(1), 34-8.