Prevalence and Factors Related to Nomophobia: Arising Issues among Young Adults
Abstract
:1. Introduction
2. Materials and Methods
2.1. Participants and Procedure
2.2. Measures
Nomophobia Questionnaire (NMP-Q)
2.3. Data Analysis and Statistical Methods
3. Results
4. Discussion
Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Nomophobia | Nomophobia | ||||||
---|---|---|---|---|---|---|---|
Mild N1 (%) | Moderate N2 (%) | Severe N3 (%) | Severe vs. Mild/Moderate | ||||
N (%) | 339 (24.1) | 803 (57.0) | 266 (18.9) | χ2 for linearity | unadj PR 1 | 95% CI PR | |
Gender | |||||||
Women | 1009 (71.7) | 216 (21.4) | 579 (57.4) | 214 (21.2) | <0.001 | 1.63 | 1.23–2.15 |
Men | 399 (28.3) | 123 (30.8) | 224 (56.1) | 52 (13.0) | |||
Age groups | |||||||
21+ | 697 (49.5) | 159 (22.4) | 405 (57.0) | 147 (20.7) | 0.043 | 1.21 | 0.98–1.51 |
Education | 180 (25.8) | 398 (57.1) | 119 (17.1) | ||||
University | 1060 (75.3) | 230 (21.7) | 632 (59.6) | 198 (18.7) | 0.030 | 0.96 | 0.75–1.22 |
Post-secondary | 348 (24.7) | 109 (31.3) | 171 (49.1) | 68 (19.5) | |||
Work | |||||||
No | 64 (68.5) | 211 (21.9) | 552 (57.3) | 201 (20.9) | <0.001 | 1.42 | 1.10–1.84 |
Yes | 444 (31.5) | 128 (28.8) | 251 (56.5) | 65 (14.6) | |||
Residency | |||||||
With parents | 1045 (74.2) | 232 (22.2) | 623 (59.6) | 190 (18.2) | 0.256 | 0.87 | 0.69–1.10 |
Alone | 63 (25.8) | 107 (29.5) | 180 (49.6) | 76 (20.9) | |||
Nationality | |||||||
Greek | 1319 (93.9) | 314 (23.8) | 757 (57.4) | 248 (18.8) | 0.779 | 0.89 | 0.58–1.36 |
Other | 85 (6.1) | 24 (28.2) | 43 (50.6) | 18 (21.2) | |||
Father’s Education | |||||||
Other | 934 (66.3) | 209 (22.4) | 537 (57.5) | 188 (20.1) | 0.018 | 1.22 | 0.96–1.56 |
University | 474 (33.7) | 130 (27.4) | 266 (56.1) | 78 (16.5) | |||
Mother’s Education | |||||||
Other | 804 (57.1) | 197 (24.5) | 447 (55.6) | 160 (19.9) | 0.700 | 1.13 | 0.91–1.42 |
University | 604 (42.9) | 142 (23.5) | 356 (58.9) | 106 (17.5) |
Ordinal Model | Poisson Model | |||||
---|---|---|---|---|---|---|
Ordinal Scale of NMP | Severe vs. Low/Medium NMP | |||||
adjOR | 95% CI OR | p-Value | adjPR 1 | 95% CI PR | p-Value | |
Gender | ||||||
Women (vs. Men) | 1.65 | 1.32–2.08 | <0.001 | 1.57 | 1.19–2.08 | 0.002 |
Age groups | ||||||
18–20 (vs. 21+) | 1.13 | 0.91–1.40 | 0.268 | 1.20 | 0.95–1.52 | 0.131 |
Education | ||||||
University (vs. post-secondary) | 1.25 | 0.97–1.59 | 0.080 | 0.93 | 0.72–1.19 | 0.547 |
Work | ||||||
No (vs. Yes) | 1.33 | 1.05–1.68 | 0.017 | 1.37 | 1.04–1.79 | 0.024 |
Residency | ||||||
With parents (vs. Alone) | 1.07 | 0.84–1.37 | 0.559 | 0.84 | 0.66–1.07 | 0.158 |
Nationality | ||||||
Greek (vs. other) | 1.04 | 0.68–1.61 | 0.852 | 0.91 | 0.60–1.40 | 0.678 |
Father’s Education | ||||||
Other (vs. University) | 1.30 | 1.03–1.63 | 0.029 | 1.16 | 0.90–1.49 | 0.262 |
Mother’s Education | ||||||
Other (vs. University) | 1.01 | 0.80–1.25 | 0.985 | 1.09 | 0.86–1.39 | 0.456 |
Nomophobia Categories | χ2 for Linearity | ||||
---|---|---|---|---|---|
Mild N (%) | Moderate N (%) | Severe N (%) | Total N (%) | ||
Web connection in phone | 300 (88.5) | 751 (93.5) | 257 (96.6) | 1308 (92.9) | <0.001 |
Checking | |||||
Up to 10 min | 61 (18.0) | 290 (36.1) | 157 (59.0) | 508 (36.1) | <0.001 |
20 min | 47 (13.9) | 166 (20.7) | 51 (19.2) | 264 (18.8) | |
30 min | 67 (19.8) | 145 (18.1) | 25 (9.4) | 237 (16.8) | |
>30 min | 164 (48.4) | 202 (25.2) | 33 (12.4) | 399 (28.3) | |
Possession of second mobile phone | 52 (15.3) | 118 (14.7) | 43 (16.2) | 213 (15.1) | 0.816 |
Cost of mobile phone | |||||
<200 EUR | 199 (58.7) | 364 (45.3) | 85 (32.0) | 648 (46.0) | <0.001 |
200–400 EUR | 90 (26.5) | 260 (32.4) | 93 (35.0) | 443 (31.5) | |
>400 EUR | 50 (14.7) | 179 (22.3) | 88 (33.0) | 317 (22.5) | |
Affects academic performance | 130 (38.3) | 375 (46.7) | 140 (52.6) | 645 (45.8) | <0.001 |
Reasons to use smartphone | |||||
Communication with family/friends | 323 (95.3) | 784 (97.6) | 256 (96.2) | 1363 (96.8) | 0.395 |
249 (73.5) | 632 (78.7) | 224 (84.2) | 1105 (78.5) | 0.001 | |
Lessons | 277 (81.7) | 681 (84.8) | 230 (86.5) | 1188 (84.4) | 0.101 |
Social Media | 241 (71.1) | 659 (82.1) | 244 (91.7) | 1144 (81.3) | <0.001 |
Camera | 219 (64.6) | 587 (73.1) | 215 (80.8) | 1021 (72.5) | <0.001 |
News/Information on the web | 296 (87.3) | 733 (91.3) | 250 (94.0) | 1279 (90.8) | 0.004 |
When he/she uses smartphone | |||||
Use/during eating | 93 (27.4) | 289 (36.2) | 139 (52.5) | 521 (37.2) | <0.001 |
Use/during lessons | 106 (31.3) | 344 (42.8) | 144 (54.1) | 594 (42.2) | <0.001 |
Use/during driving | 8 (2.4) | 15 (1.9) | 16 (6.0) | 39 (2.8) | 0.013 |
Use/when he/she is with others | 106 (31.3) | 348 (43.3) | 160 (60.2) | 614 (43.6) | <0.001 |
Use/in public transportation | 240 (70.8) | 669 (83.3) | 220 (82.7) | 1129 (80.2) | <0.001 |
Use/when he/she is alone | 298 (87.9) | 764 (95.1) | 258 (97.0) | 1320 (93.8) | <0.001 |
Nomophobia Categories | |||||||||
---|---|---|---|---|---|---|---|---|---|
Mild | Moderate | Severe | Total | ||||||
Mean | Median | Mean | Median | Mean | Median | Mean | Median | p Value 1 | |
Calls/day | 7.1 | 5 | 6.2 | 5 | 7.9 | 6 | 6.7 | 5 | 0.006 |
Messages/day | 25.5 | 25 | 24.2 | 20 | 25.3 | 23 | 24.7 | 20 | 0.565 |
Emails/day | 7.3 | 6 | 7.5 | 6 | 8.0 | 7 | 7.5 | 7 | 0.103 |
Friends (Fb, MSN, games) | 1007 | 600 | 983 | 660 | 1125 | 856 | 1015.6 | 700 | 0.012 |
Followers (Fb, Insta, Twitter) | 554 | 400 | 628 | 450 | 737 | 500 | 631.0 | 450 | 0.002 |
Phone use hours/day | 5.8 | 5 | 6.7 | 6 | 7.9 | 7.5 | 6.7 | 6 | <0.001 |
Computer use hours/week | 20.0 | 15 | 19.7 | 15 | 17.5 | 10 | 19.3 | 14 | 0.111 |
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Vagka, E.; Gnardellis, C.; Lagiou, A.; Notara, V. Prevalence and Factors Related to Nomophobia: Arising Issues among Young Adults. Eur. J. Investig. Health Psychol. Educ. 2023, 13, 1467-1476. https://doi.org/10.3390/ejihpe13080107
Vagka E, Gnardellis C, Lagiou A, Notara V. Prevalence and Factors Related to Nomophobia: Arising Issues among Young Adults. European Journal of Investigation in Health, Psychology and Education. 2023; 13(8):1467-1476. https://doi.org/10.3390/ejihpe13080107
Chicago/Turabian StyleVagka, Elissavet, Charalambos Gnardellis, Areti Lagiou, and Venetia Notara. 2023. "Prevalence and Factors Related to Nomophobia: Arising Issues among Young Adults" European Journal of Investigation in Health, Psychology and Education 13, no. 8: 1467-1476. https://doi.org/10.3390/ejihpe13080107
APA StyleVagka, E., Gnardellis, C., Lagiou, A., & Notara, V. (2023). Prevalence and Factors Related to Nomophobia: Arising Issues among Young Adults. European Journal of Investigation in Health, Psychology and Education, 13(8), 1467-1476. https://doi.org/10.3390/ejihpe13080107