Correlates of Gambling Behaviour Among Adolescents: The Role of Psychological Factors, School Behaviours, and Normative Perceptions
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Sample
2.2. Data Collection and Data Management
2.3. Measures
2.4. Statistical Analysis
3. Results
3.1. Descriptive Statistics
3.2. Multilevel Regression Model
4. Discussion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Characteristics | Overall (N = 1822) | Gambling (N = 663) | No Gambling (N = 1159) | p-Value | |||
---|---|---|---|---|---|---|---|
N | % | N | % | N | % | ||
Grade (secondary schools) | |||||||
II grade first cycle | 977 | 53.6 | 360 | 54.3 | 617 | 53.2 | 0.004 |
III grade first cycle | 693 | 38.0 | 266 | 40.1 | 427 | 36.8 | |
I grade second cycle | 152 | 8.3 | 37 | 5.6 | 115 | 9.9 | |
Age | |||||||
12 | 515 | 28.3 | 179 | 27.0 | 336 | 29.0 | 0.472 |
13 | 813 | 44.6 | 308 | 46.5 | 505 | 43.6 | |
14 | 494 | 27.1 | 176 | 26.6 | 318 | 27.4 | |
Mean ± SD | 13.1 ± 0.8 | 13.1 ± 0.8 | 13.0 ± 0.8 | 0.472 | |||
Gender | |||||||
Female | 829 | 48.1 | 279 | 45.2 | 550 | 49.8 | 0.065 |
Male | 894 | 51.9 | 339 | 54.8 | 555 | 50.2 | |
Languages in the family | |||||||
Italian | 1349 | 74.3 | 471 | 71.4 | 878 | 76.0 | 0.029 |
Others | 466 | 25.7 | 189 | 28.6 | 277 | 24.0 | |
Languages in the family | |||||||
Italian/English/German/French | 1386 | 76.1 | 488 | 73.6 | 898 | 77.5 | 0.022 |
Spanish/Portuguese | 71 | 3.9 | 30 | 4.5 | 41 | 3.5 | |
Arabic | 76 | 4.2 | 26 | 3.9 | 50 | 4.3 | |
Slavic/Russian/Albanian | 76 | 4.2 | 28 | 4.2 | 48 | 4.1 | |
Chinese/Indian/Philippines | 41 | 2.3 | 10 | 1.5 | 31 | 2.7 | |
Other | 172 | 9.4 | 81 | 12.2 | 91 | 7.9 | |
Mathematics grades | |||||||
High | 584 | 32.5 | 188 | 28.8 | 396 | 34.5 | 0.019 |
Middle | 872 | 48.5 | 323 | 49.5 | 549 | 47.9 | |
Low | 343 | 19.1 | 141 | 21.6 | 202 | 17.6 | |
Negative attitudes toward mathematics | |||||||
Low | 707 | 39.1 | 236 | 36.0 | 471 | 40.8 | 0.086 |
Middle | 614 | 33.9 | 226 | 34.5 | 388 | 33.6 | |
High | 488 | 27.0 | 193 | 29.5 | 295 | 25.6 | |
School performance | |||||||
High | 1562 | 86.4 | 538 | 82.1 | 1024 | 88.8 | <0.001 |
Low | 246 | 13.6 | 117 | 17.9 | 129 | 11.2 | |
Respect for teachers | |||||||
High | 1590 | 88.2 | 553 | 84.8 | 1037 | 90.2 | 0.001 |
Low | 212 | 11.8 | 99 | 15.2 | 113 | 9.8 |
Characteristics | Overall (N = 1822) | Gambling (N = 663) | No Gambling (N = 1159) | p-Value | |||
---|---|---|---|---|---|---|---|
N | % | N | % | N | % | ||
Positive attitudes toward gambling | |||||||
Low | 926 | 51.4 | 242 | 36.9 | 684 | 59.8 | <0.001 |
Middle | 366 | 20.3 | 127 | 19.4 | 239 | 20.9 | |
High | 508 | 28.2 | 287 | 43.7 | 221 | 19.3 | |
Performance beliefs toward gambling | |||||||
Low | 719 | 40.1 | 167 | 25.6 | 552 | 48.5 | <0.001 |
Middle | 576 | 32.1 | 222 | 34.0 | 354 | 31.1 | |
High | 497 | 27.7 | 264 | 40.4 | 233 | 20.5 | |
Risk perceptions toward gambling | |||||||
High risk perceptions | 522 | 28.7 | 121 | 18.2 | 401 | 34.6 | <0.001 |
Slight risk perceptions | 487 | 26.7 | 196 | 29.6 | 291 | 25.1 | |
Low risk perceptions | 491 | 27.0 | 248 | 37.4 | 243 | 21.0 | |
Don’t know/miss | 322 | 17.7 | 98 | 14.8 | 224 | 19.3 | |
Refusal skills on gambling | |||||||
High | 680 | 37.5 | 165 | 25.0 | 515 | 44.6 | <0.001 |
Middle | 701 | 38.7 | 256 | 38.9 | 445 | 38.6 | |
Low | 432 | 23.8 | 238 | 36.1 | 194 | 16.8 | |
Negative mood | |||||||
Low | 1041 | 58.9 | 372 | 57.9 | 669 | 59.4 | 0.021 |
Middle | 373 | 21.1 | 121 | 18.9 | 252 | 22.4 | |
High | 354 | 20.0 | 149 | 23.2 | 205 | 18.2 | |
Impulsiveness | |||||||
Low | 754 | 41.9 | 223 | 34.2 | 531 | 46.2 | <0.001 |
Middle | 466 | 25.9 | 175 | 26.8 | 291 | 25.4 | |
High | 581 | 32.3 | 255 | 39.0 | 326 | 28.4 | |
Sensation seeking | |||||||
Low | 741 | 41.4 | 217 | 33.5 | 524 | 45.9 | <0.001 |
Middle | 488 | 27.3 | 183 | 28.2 | 305 | 26.7 | |
High | 560 | 31.3 | 248 | 38.3 | 312 | 27.3 | |
Perception of friends’ gambling | |||||||
No | 1276 | 70.8 | 370 | 56.4 | 906 | 79.0 | <0.001 |
Yes | 527 | 29.2 | 286 | 43.6 | 241 | 21.0 | |
Friends’ approval of gambling | |||||||
Would not approve | 342 | 19.0 | 53 | 8.0 | 289 | 25.3 | <0.001 |
Would approve | 702 | 39.0 | 359 | 54.6 | 343 | 30.0 | |
Would not care | 757 | 42.0 | 246 | 37.4 | 511 | 44.7 | |
Gambling with friends | |||||||
Never in general/with my friends | 1567 | 86.9 | 487 | 74.7 | 1080 | 93.7 | <0.001 |
Sometimes | 195 | 10.8 | 132 | 20.2 | 63 | 5.5 | |
Often | 42 | 2.3 | 33 | 5.1 | 9 | 0.8 |
Correlates | COR (95% CI) | p-Value | AOR (95% CI) | p-Value |
---|---|---|---|---|
N = 1822 | N = 1565 | |||
Grade (ref: second grade, middle school) | ||||
Third grade middle school | 1.19 (0.89–1.59) | 0.228 | - | |
First grade high school | 0.62 (0.32–1.20) | 0.155 | ||
Age (continuous) | 1.11 (0.93–1.33) | 0.236 | 0.95 (0.74–1.24) | 0.726 |
Gender (ref: female) | ||||
Male | 1.20 (0.97–1.47) | 0.091 | 1.07 (0.84–1.38) | 0.576 |
Languages in the family (ref: Italian) | ||||
Others | 1.27 (1.01–1.60) | 0.038 | 1.21 (0.91–1.62) | 0.191 |
Mathematics grades (ref: high) | ||||
Middle | 1.27 (1.01–1.61) | 0.039 | 1.15 (0.87–1.53) | 0.324 |
Low | 1.60 (1.20–2.15) | 0.002 | 1.33 (0.92–1.93) | 0.127 |
Negative attitudes toward mathematics (ref: low) | ||||
Middle | 1.16 (0.92–1.47) | 0.212 | - | |
High | 1.38 (1.08–1.78) | 0.011 | ||
School performance (ref: high) | ||||
Low | 1.80 (1.36–2.39) | <0.001 | 1.07 (0.74–1.55) | 0.720 |
Respect for teacher (ref: high) | ||||
Low | 1.64 (1.21–2.22) | 0.001 | 0.99 (0.66–1.50) | 0.993 |
Positive attitudes toward gambling (ref: low) | ||||
Middle | 1.49 (1.14–1.96) | 0.003 | 1.05 (0.76–1.45) | 0.755 |
High | 3.67 (2.89–4.65) | <0.001 | 1.72 (1.26–2.34) | 0.001 |
Performance beliefs toward gambling (ref: low) | ||||
Middle | 2.02 (1.58–2.59) | <0.001 | 1.29 (0.95–1.73) | 0.098 |
High | 3.68 (2.85–4.75) | <0.001 | 1.67 (1.20–2.33) | 0.003 |
Risk perceptions toward gambling (ref: high risk perceptions) | ||||
Slight risk perceptions | 2.22 (1.68–2.94) | <0.001 | 1.68 (1.21–2.33) | 0.002 |
Low risk perceptions | 3.28 (2.48–4.33) | <0.001 | 1.98 (1.41–2.79) | <0.001 |
Don’t know/miss | 1.42 (1.03–1.96) | 0.033 | 1.06 (0.72–1.56) | 0.773 |
Refusal skills on gambling (ref: high) | ||||
Middle | 1.81 (1.43–2.30) | <0.001 | 1.15 (0.86–1.55) | 0.355 |
Low | 3.91 (2.99–5.11) | <0.001 | 1.28 (0.89–1.84) | 0.181 |
Negative mood (ref: low) | ||||
Middle | 0.85 (0.66–1.11) | 0.233 | 0.82 (0.60–1.12) | 0.211 |
High | 1.28 (0.99–1.66) | 0.056 | 0.84 (0.61–1.16) | 0.289 |
Impulsiveness (ref: low) | ||||
Middle | 1.43 (1.11–1.84) | 0.006 | 0.97 (0.71–1.32) | 0.830 |
High | 1.82 (1.44–2.31) | <0.001 | 1.10 (0.80–1.49) | 0.559 |
Sensation seeking (ref: low) | ||||
Middle | 1.44 (1.12–1.85) | 0.005 | 0.88 (0.65–1.20) | 0.420 |
High | 1.91 (1.51–2.43) | <0.001 | 0.97 (0.71–1.32) | 0.829 |
Perception of friends’ gambling (ref: no) | ||||
Yes | 2.86 (2.30–3.55) | <0.001 | 1.71 (1.31–2.23) | <0.001 |
Friends’ approval of gambling (ref: would not approve) | ||||
Would approve | 5.68 (4.06–7.95) | <0.001 | 2.92 (1.95–4.37) | <0.001 |
Would not care | 2.59 (1.85–3.62) | <0.001 | 1.88 (1.28–2.78) | 0.001 |
Gambling with friends (ref: never in general/with my friends) | ||||
Sometimes/Often | 4.99 (1.67–6.79) | <0.001 | 2.78 (1.90–4.06) | <0.001 |
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Renna, M.; Mehanović, E.; Giraudi, G.; Sciutto, A.; Viola, E.; Martorana, M.; Vadrucci, S.; Ginechesi, M.; Vullo, C.; Ceccano, A.; et al. Correlates of Gambling Behaviour Among Adolescents: The Role of Psychological Factors, School Behaviours, and Normative Perceptions. Behav. Sci. 2025, 15, 653. https://doi.org/10.3390/bs15050653
Renna M, Mehanović E, Giraudi G, Sciutto A, Viola E, Martorana M, Vadrucci S, Ginechesi M, Vullo C, Ceccano A, et al. Correlates of Gambling Behaviour Among Adolescents: The Role of Psychological Factors, School Behaviours, and Normative Perceptions. Behavioral Sciences. 2025; 15(5):653. https://doi.org/10.3390/bs15050653
Chicago/Turabian StyleRenna, Mariaelisa, Emina Mehanović, Giulia Giraudi, Alberto Sciutto, Erica Viola, Marco Martorana, Serena Vadrucci, Maria Ginechesi, Claudia Vullo, Adalgisa Ceccano, and et al. 2025. "Correlates of Gambling Behaviour Among Adolescents: The Role of Psychological Factors, School Behaviours, and Normative Perceptions" Behavioral Sciences 15, no. 5: 653. https://doi.org/10.3390/bs15050653
APA StyleRenna, M., Mehanović, E., Giraudi, G., Sciutto, A., Viola, E., Martorana, M., Vadrucci, S., Ginechesi, M., Vullo, C., Ceccano, A., Andrà, C., Casella, P., Faggiano, F., Vigna-Taglianti, F., & the GAPUnplugged Coordination Group. (2025). Correlates of Gambling Behaviour Among Adolescents: The Role of Psychological Factors, School Behaviours, and Normative Perceptions. Behavioral Sciences, 15(5), 653. https://doi.org/10.3390/bs15050653