Abstract
Nomophobia is a situational phobia in which a person experiences fear of not being able to use the smartphone. The Nomophobia Questionnaire (NMP-Q) is the most widely used but it is not validated in the Spanish-speaking Latin American context. There are hardly any cross-cultural studies of nomophobia. The main objectives are to:1) adapt and validate the NMP-Q in a Mexican sample; 2) analyse gender, age and cross-cultural invariance; 3) examine the differences between countries. The Mexican sample consisted of 19,226 participants (63.1% girls), and the Spanish sample of 3897 (46% girls), aged between 14 and 19 years. The model of four-factors explained by a second-order factor fitted the data adequately. Satisfactory reliability indices were obtained, invariance by sex and age, and cross-cultural invariance. Higher scores were found in females, in adolescents aged 14–16 years, and in the Spaniards. The NMP-Q allows identifying problems of nomophobia in Mexicans and comparing them with Spaniards.
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The data that support the findings of this study are available from the corresponding author upon reasonable request.
References
American Psychological Association. (2014). Guidelines for prevention in psychology. American Psychologist, 69(3), 285–296. https://doi.org/10.1037/a0034569
Arpaci, I. (2019). Culture and nomophobia: the role of vertical versus horizontal collectivism in predicting nomophobia. Information Development, 35(1), 96–106. https://doi.org/10.1177/0266666917730119
Aznar-Díaz, I., Kopecký, K., Romero-Rodríguez, J. M., Cáceres-Reche, M. P., & Trujillo-Torres, J. M. (2020). Patologías asociadas al uso problemático de internet. Una revisión sistemática y metaanálisis en WOS y Scopus. Investigación Bibliotecológica: archivonomía bibliotecología e información, 34(82), 229. https://doi.org/10.22201/iibi.24488321xe.2020.82.58118
Belk, R. (2016). Extended self and the digital world. Current Opinion in Psychology, 10, 50–54. https://doi.org/10.1016/j.copsyc.2015.11.003
Booker, C. L., Kelly, Y. J., & Sacker, A. (2018). Gender differences in the associations between age trends of social media interaction and well-being among 10–15 year olds in the UK. BMC Public Health, 18(1), 321. https://doi.org/10.1186/s12889-018-5220-4
Bravo-Cruz, K. E., Denis-Rodríguez, E., Barradas-Alarcón, M. E., Villegas-Domínguez, J. E., & Denis-Rodríguez, P. B. (2019). Association of nomophobia and suicide ideation in university students. Revista Argentina de Clinica Psicológica, 28(5), 815–822. https://doi.org/10.24205/03276716.2019.1117
Burnham, K. P., & Anderson, D. R. (2004). Multimodel inference: understanding AIC and BIC in model selection. Sociological Methods & Research, 33(2), 261–304. https://doi.org/10.1177/0049124104268644
Byrne, B. M., & Campbell, T. L. (1999). Cross-cultural comparisons and the presumption of equivalent measurement and theoretical structure: a look beneath the surface. Journal of Cross-Cultural Psychology, 30(5), 555–574. https://doi.org/10.1177/0022022199030005001
Carballeira, M., González, J., & Marrero, R. J. (2015). Diferencias transculturales en bienestar subjetivo: México y España. Anales de Psicología, 31(1), 199–206. https://doi.org/10.6018/analesps.31.1.166931
Carretero-Dios, H., & Pérez, C. (2005). Normas para el desarrollo y revisión de estudios instrumentales. International Journal of Clinical and Health Psychology, 5(3), 521–551.
Chen, F. F. (2007). Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling: A Multidisciplinary Journal, 14(3), 464–504. https://doi.org/10.1080/10705510701301834
Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling: a Multidisciplinary Journal, 9(2), 233–255. https://doi.org/10.1207/S15328007SEM0902_5
Cieciuch, J., Davidov, E., Schmidt, P., & Algesheimer, R. (2019). How to obtain comparable measures for cross-national comparisons. KZfSS Kölner Zeitschrift Für Soziologie Und Sozialpsychologie, 71(S1), 157–186. https://doi.org/10.1007/s11577-019-00598-7
Constantinidis, C., & Luna, B. (2019). Neural substrates of inhibitory control maturation in adolescence. Trends in Neurosciences, 42(9), 604–616. https://doi.org/10.1016/j.tins.2019.07.004
Cortés-Rico, O., Gallego-Iborra, A., García-Aguado, J., Pallás-Alonso, C. R., Rando-Diego, Á, Miguel-Muñoz, S., Sánchez, M. J., Ruiz-Cabello, F. J., Colomer-Revuelta, J., Esparza-Olcina, M. J., Galbe Sánchez-Ventura, J., & Mengual-Gil, J. M. (2020). RESUMEN PAPPS Infancia y Adolescencia 2020. Atención Primaria, 52, 149–160. https://doi.org/10.1016/j.aprim.2020.08.003
Denis, E., Villegas-Domínguez, J. E., Denis-Rodríguez, P. B., Melo-Santiesteban, G., & Barradas-Alarcón, M. E. (2018). Comportamiento epidemiológico de la dependencia del teléfono móvil: Una perspectiva criminológica. Colombia Forense, 5(1), 35–42. https://doi.org/10.16925/cf.v5i1.2362
Díaz-Vicario, A., Mercader-Juan, C., & Gairín-Sallán, J. (2019). Uso problemático de las TIC en adolescentes. Revista Electrónica de Investigación Educativa, 21(1), 1. https://doi.org/10.24320/redie.2019.21.e07.1882
Ditrendia (2021). Mobile 2021 España y Mundo [Mobile 2021 Spain and World]. Ditrendia digital marketing trends. Retrieved April 5, 2022, from https://ditrendia.es/informe-mobile-2021-espana-y-mundo/
Fischer-Grote, L., Kothgassner, O. D., & Felnhofer, A. (2019). Risk factors for problematic smartphone use in children and adolescents: a review of existing literature. Neuropsychiatrie, 33(4), 179–190. https://doi.org/10.1007/s40211-019-00319-8
Foster, D. W., Yeung, N., & Quist, M. C. (2014). The influence of individualism and drinking identity on alcohol problems. International Journal of Mental Health and Addiction, 12(6), 747–758. https://doi.org/10.1007/s11469-014-9505-2
Galhardo, A., Loureiro, D., Massano-Cardoso, I., & Cunha, M. (2022). Adaptation of the european portuguese version of the Nomophobia Questionnaire for adolescents, factor structure and psychometric properties. International Journal of Mental Health and Addiction. https://doi.org/10.1007/s11469-022-00754-9
Gao, Y., Dai, H., Jia, G., Liang, C., Tong, T., Zhang, Z., Song, R., Wang, Q., & 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. https://doi.org/10.2196/13561
Garmendia-Larrañaga, M., Jiménez-Iglesias, E., Casado, M., & Mascheroni, G. (2016). Riesgos y oportunidades en internet y uso de dispositivos móviles entre menores españoles (2010–2015) (p.112) [Risks and opportunities on the internet and use of mobile devices among Spanish minors (2010–2015)]. Retrieved April 11, 2022, from https://addi.ehu.es/bitstream/handle/10810/21546/Informe%20NCGM%20España%202010-2015.pdf?sequence=1
González-Cabrera, J., León-Mejía, A., Pérez-Sancho, C., & Calvete, E. (2017). Adaptation of the Nomophobia Questionnaire (NMP-Q) to spanish in a sample of adolescents. Actas Espanolas de Psiquiatria, 45(5), 137–144.
Gutiérrez-Puertas, L., Márquez-Hernández, V. V., São-Romão-Preto, L., Granados-Gámez, G., Gutiérrez-Puertas, V., & Aguilera-Manrique, G. (2019). Comparative study of nomophobia among spanish and portuguese nursing students. Nurse Education in Practice, 34, 79–84. https://doi.org/10.1016/j.nepr.2018.11.010
Hamutoglu, N. B., Gezgin, D. M., Sezen-Gultekin, G., & Gemikonakli, O. (2018). Relationship between nomophobia and fear of missing out among turkish university students. Cypriot Journal of Educational Sciences, 13(4), 549–561. https://doi.org/10.18844/cjes.v13i4.3464
Hinkle, D. E., Wiersma, W., & Jurs, S. G. (1990). Applied statistics for the behavioral sciences. Journal of Educational Statistics, 15(1), 84. https://doi.org/10.2307/1164825
Hofstede, G. (1997). Cultures and Organizations: Software of the mind. McGraw-Hill.
Hofstede, G. (2011). Dimensionalizing cultures: the Hofstede Model in Context. Online Readings in Psychology and Culture, 2(1). https://doi.org/10.9707/2307-0919.1014
Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1–55. https://doi.org/10.1080/10705519909540118
Hu, L., Bentler, P. M., & Kano, Y. (1992). Can test statistics in covariance structure analysis be trusted? Psychological Bulletin, 112(2), 351–362. https://doi.org/10.1037/0033-2909.112.2.351
Humood, A., Altooq, N., Altamimi, A., Almoosawi, H., Alzafiri, M., Bragazzi, N. L., Husni, M., & Jahrami, H. (2021). The prevalence of nomophobia by population and by research tool: a systematic review, meta-analysis, and meta-regression. Psych, 3(2), 249–258. https://doi.org/10.3390/psych3020019
IFT. (2021). Evolución de las TIC en los hogares por entidad federativa. Instituto Federal de IFT, & Telecomunicaciones. Retrieved October 14, 2022, from https://bit.ift.org.mx/SASVisualAnalyticsViewer/VisualAnalyticsViewer_guest.jsp?reportSBIP=SBIP%3A%2F%2FMETASERVER%2FShared%20Data%2FSAS%20Visual%20Analytics%2FReportes%2FENDUTIH(Report)&page=vi61101&sso_guest=true&informationEnabled=false&commentsEnable
INE. (2021). Encuesta sobre equipamiento y uso de tecnologías de la información y comunicación en los hogares. Instituto Nacional de Estadística. Retrieved October 14, 2022, from https://www.ine.es/ss/Satellite?L=es_ES&c=INESeccion_C&cid=1259925528782&p=1254735110672&pagename=ProductosYServicios%2FPYSLayout
INEGI (2019). Encuesta nacional sobre disponibilidad y uso de tecnologías de la información en los hogares [National Survey on Availability and Use of Information Technologies in Households]. Instituto Nacional de Estadística y Geografía. Retrieved October 14, 2022, from https://www.gob.mx/cms/uploads/attachment/file/534997/INEGI_SCT_IFT_ENDUTIH_2019.pdf
INEGI (2021). En México hay 84.1 millones de usuarios de Internet y 88.2 millones de usuarios de teléfonos celulares: ENDUTIH 20201 [Comunicado de Prensa Núm. 352/21]. Instituto Nacional de Estadística y Geografía. Retrieved April 5, 2022, from https://www.inegi.org.mx/contenido
Kazem, A. M., Emam, M. M., Alrajhi, M. N., Aldhafri, S. S., AlBarashdi, H. S., & Al-Rashdi, B. A. (2021). Nomophobia in late childhood and early adolescence: the development and validation of a new interactive electronic nomophobia test. Trends in Psychology, 29(3), 543–562. https://doi.org/10.1007/s43076-021-00068-0
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. https://doi.org/10.1016/j.chb.2012.07.025
Lacko, D., Čeněk, J., Točík, J., Avsec, A., Đorđević, V., Genc, A., Haka, F., Šakotić-Kurbalija, J., Mohorić, T., Neziri, I., & Subotić, S. (2022). The necessity of testing measurement invariance in cross-cultural research: potential bias in cross-cultural comparisons with individualism– collectivism self-report scales. Cross-Cultural Research, 56(2–3), 228–267. https://doi.org/10.1177/10693971211068971
León-Mejía, A., Calvete, E., Patino-Alonso, C., Machimbarrena, J. M., & González-Cabrera, J. (2021a). Cuestionario de Nomofobia (NMP-Q): Estructura factorial y puntos de corte de la versión española. Adicciones, 33(2), 137. https://doi.org/10.20882/adicciones.1316
León-Mejía, A., Gutiérrez-Ortega, M., Serrano-Pintado, I., & González-Cabrera, J. (2021b). A systematic review on nomophobia prevalence: surfacing results and standard guidelines for future research. PLoS One, 16(5), e0250509. https://doi.org/10.1371/journal.pone.0250509
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. https://doi.org/10.1556/2006.7.2018.11
Lopez, S. G., Garza, R. T., & Gonzalez-Blanks, A. G. (2012). Preventing smoking among hispanic preadolescents: Program Orientation, Participant Individualism-Collectivism, and Acculturation. Hispanic Journal of Behavioral Sciences, 34(2), 323–339. https://doi.org/10.1177/0739986311435901
Mardia, K. V. (1970). Measures of multivariate skewness and kurtosis with applications. Biometrika, 57(3), 519–530. https://doi.org/10.1093/biomet/57.3.519
Mardia, K. V. (1974). Applications of some measures of multivariate skewness and kurtosis in testing normality and robustness studies, Sankhyā. The Indian Journal of Statistics, Series B, 36(2), 115–128.
Martínez-Domínguez, M. (2018). Access and use of information and communication technologies in mexico: determining factors. PAAKAT: Revista de Tecnología y Sociedad, 8(14), 1–18. https://doi.org/10.32870/Pk.a8n14.316
Moreno-Guerrero, A. J., Aznar-Díaz, I., Cáceres-Reche, P., & Rodríguez-García, A. M. (2020). Do age, gender and poor diet influence the higher prevalence of nomophobia among young people? International Journal of Environmental Research and Public Health, 17(10), 3697. https://doi.org/10.3390/ijerph17103697
Olavarría-Jaraba, A., Cambra-Fierro, J. J., Centeno, E., & Vázquez-Carrasco, R. (2018). Relationship quality as an antecedent of customer relationship proneness: a cross-cultural study between Spain and Mexico. Journal of Retailing and Consumer Services, 42, 78–87. https://doi.org/10.1016/j.jretconser.2018.01.011
Ortega-Barón, J., González-Cabrera, J., Machimbarrena, J. M., & Montiel, I. (2021). Safety.Net: a pilot study on a multi-risk internet prevention program. International Journal of Environmental Research and Public Health, 18(8), 4249. https://doi.org/10.3390/ijerph18084249
Ozdemir, B., Cakir, O., & Hussain, I. (2018). Prevalence of nomophobia among university students: a comparative study of pakistani and turkish undergraduate students. Eurasia Journal of Mathematics Science and Technology Education, 4(14), 1519–1532. https://doi.org/10.29333/ejmste/84839
Pedrero-Pérez, E. J., Ruiz-Sánchez de León, J. M., Rojo-Mota, G., Llanero-Luque, M., Pedrero-Aguilar, J., Morales-Alonso, S., & Puerta-García, C. (2017). Tecnologías de la Información y la Comunicación (TIC): Abuso de Internet, videojuegos, teléfonos móviles, mensajería instantánea y redes sociales mediante el MULTICAGE-TIC. Adicciones, 30(1), 19. https://doi.org/10.20882/adicciones.806
Pérez-Cabrejos, R. G. (2022). Nomofobia y cibercondría en las relaciones interpersonales de los estudiantes universitarios de Cañete, 2021. Retrieved April 5, 2022, from https://repositorio.ucv.edu.pe/bitstream/handle/20.500.12692/77691/Perez_CRG-SD.pdf?sequence=1&isAllowed=y
Putnick, D. L., & Bornstein, M. H. (2016). Measurement invariance conventions and reporting: the state of the art and future directions for psychological research. Developmental Review, 41, 71–90. https://doi.org/10.1016/j.dr.2016.06.004
Rodríguez-García, A. M., Moreno-Guerrero, A. J., & López-Belmonte, J. (2020). Nomophobia: an individual’s growing fear of being without a smartphone—A systematic literature review. International Journal of Environmental Research and Public Health, 17(2), 580. https://doi.org/10.3390/ijerph17020580
Salmela-Aro, K. (2011). Stages of adolescence. In Encyclopedia of Adolescence (pp. 360–368). Elsevier. https://doi.org/10.1016/B978-0-12-373951-3.00043-0
Sánchez-Escobedo, P., & Calderón-Loeza, G. Y. (2021). Diferencias en el uso del dispositivo móvil entre estudiantes de secundaria y universidad en México. RIDE Revista Iberoamericana para la Investigación y el Desarrollo Educativo, 11(22). https://doi.org/10.23913/ride.v11i22.932
Seo, S. E., Tabei, F., Park, S. J., Askarian, B., Kim, K. H., Moallem, G., Chong, J. W., & Kwon, O. S. (2019). Smartphone with optical, physical, and electrochemical nanobiosensors. Journal of Industrial and Engineering Chemistry, 77, 1–11. https://doi.org/10.1016/j.jiec.2019.04.037
Statista (2022). Consumo y uso de smartphones en España—Datos estadísticos. Statista. Retrieved April 5, 2022, from https://es.statista.com/estadisticas/649402/dispositivos-usados-por-los-internautas-para-conectarse-a-internet-mexico/
Statista (2020). Mexico: Devices used by Internet users to connect to the Internet 2020. Statista. Retrieved October 5, 2022, from https://es.statista.com/estadisticas/649402/dispositivos-usados-por-los-internautas-para-conectarse-a-internet-mexico/
Tomczyk, Ł, Szyszka, M., & Stošić, L. (2020). Problematic internet use among youths. Education Sciences, 10(6), 161. https://doi.org/10.3390/educsci10060161
Torres-Salazar, Q., Ramírez-Gurrola, A., Castañón-Alvarado, M., Aroña-Campos, A., Betancourt-Araujo, A., Carrillo-Cisneros, M. F., López-Molina, C., Medina-Rosales, J. G., Carrillo, & de la Cruz, B. (2018). Asociación entre nomofobia e indicadores de inteligencia en estudiantes de educación superior. Revista Internacional de Investigación en Adicciones, 4(2), 19–24. https://doi.org/10.28931/riiad.2018.2.03
Yildirim, C., & Correia, A. P. (2015). Exploring the dimensions of nomophobia: development and validation of a self-reported questionnaire. Computers in Human Behavior, 49, 130–137. https://doi.org/10.1016/j.chb.2015.02.059
Yoon, M., & Lai, M. H. C. (2018). Testing factorial invariance with unbalanced samples. Structural Equation Modeling: A Multidisciplinary Journal, 25(2), 201–213. https://doi.org/10.1080/10705511.2017.1387859
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Caba-Machado, V., Díaz-López, A., Baridon-Chauvie, D. et al. Nomophobia in Mexico: validation of the Nomophobia Questionnaire (NMP-Q) and cross-cultural comparison with Spain. Curr Psychol 43, 2091–2103 (2024). https://doi.org/10.1007/s12144-023-04451-1
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DOI: https://doi.org/10.1007/s12144-023-04451-1