Adolescent Perceptions and Use of E-Cigarettes as Smoking Cessation Tools and for Pleasure: Data Analysis from National Youth Tobacco Survey (NYTS), 2011, 2015, 2019, and 2023
Abstract
1. Introduction
1.1. Significance of the Study
1.2. Objectives of the Study
- How have the perceptions and behaviors of adolescents who use e-cigarettes for smoking cessation changed from 2011 to 2023?
- What shifts have occurred in the recreational use patterns of adolescents who use e-cigarettes for pleasure-seeking and experimentation from 2011 to 2023?
- What strategies have adolescents who use e-cigarettes reported using in attempts to quit between 2011 and 2023?
2. Materials and Methods
3. Results
4. Discussion
4.1. Historical Context
4.2. Adolescent Use of E-Cigarettes
4.3. Change in Perception: Harm Reduction to Recreational Use
4.4. Duality in Perception: Smoking Cessation vs. Recreational Use
4.5. Changes in Adolescent Views and Behaviors Using E-Cigarettes for Quitting Smoking
4.6. Changes in Adolescent Perceptions and Recreational Use of E-Cigarettes for Pleasure-Seeking and Experimentation
4.7. Methods Used by Adolescents Who First Used or Formerly Used E-Cigarettes to Stop Quitting
4.8. Policy and Public Health Implications
5. Conclusions
6. Limitations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
CDC | Centers for Disease Control and Prevention |
LCA | Latent Class Analysis |
NYTS | National Youth Tobacco Survey |
NCYTS | North Carolina Youth Tobacco Survey |
Appendix A
Appendix A.1
Classes | LL | AIC | BIC | G2 | df |
---|---|---|---|---|---|
1 | −17,812 | 35,635 | 35,678 | 3181 | 57 |
2 | −16,530 | 33,087 | 33,180 | 618 | 50 |
3 | −16,372 | 32,784 | 32,928 | 301 | 43 |
4 | −16,272 | 32,597 | 32,792 | 101 | 36 |
5 | −16,251 | 32,570 | 32,815 | 60 | 29 |
6 | −16,239 | 32,561 | 32,855 | 36 | 22 |
Appendix A.2
Class | Q10_1 | Q10_2 | Q10_3 | Q10_4 | Q10_5 | Q10_6 | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Motivated | 0.64 | 0.36 | 0.71 | 0.29 | 1.00 | 0.00 | 0.54 | 0.46 | 0.87 | 0.13 | 0.83 | 0.17 |
Rational | 0.19 | 0.81 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 | 0.00 | 1.00 |
Irrational | 0.36 | 0.64 | 0.08 | 0.92 | 0.05 | 0.95 | 0.07 | 0.93 | 0.28 | 0.72 | 0.41 | 0.59 |
Appendix A.3
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Variable | 2011 (N = 18,600) | 2015 (N = 17,400) | 2019 (N = 18,972) | 2023 (N = 21,885) | ||||
---|---|---|---|---|---|---|---|---|
Yes | No | Yes | No | Yes | No | Yes | No | |
Age 1 | 15.61 (1.86) | 14.50 (2.07) | 15.49 (1.82) | 14.17 (1.99) | 15.35 (1.85) | 14.04 (2.04) | 15.12 (1.90) | 14.16 (1.93) |
Grade 1 | 10.00 (1.76) | 8.82 (1.99) | 9.80 (1.74) | 8.50 (1.92) | 9.66 (1.79) | 8.41 (1.94) | 9.43 (1.80) | 8.43 (1.89) |
Gender 2 | ||||||||
Male | 227 (41%) | 9088 (50%) | 2570 (55%) | 6191 (49%) | 3426 (54%) | 6346 (51%) | 1538 (46%) | 9512 (52%) |
Female | 330 (59%) | 8954 (50%) | 2075 (45%) | 6452 (51%) | 2958 (46%) | 6132 (49%) | 1836 (54%) | 8869 (48%) |
Hispanic or Latino or other 2 | ||||||||
No | 381 (69%) | 11,877 (67%) | 3019 (67%) | 9035 (74%) | 4432 (70%) | 8663 (70%) | 2184 (65%) | 13,026 (72%) |
Yes | 168 (31%) | 5893 (33%) | 1488 (33%) | 3159 (26%) | 1902 (30%) | 3651 (30%) | 1151 (35%) | 5061 (28%) |
Race 2 | ||||||||
American Indian or Alaska Native | 29 (5.9%) | 840 (5.5%) | 199 (4.8%) | 444 (3.9%) | 295 (4.8%) | 617 (5.3%) | 350 (11%) | 1287 (7.5%) |
Asian | 18 (3.7%) | 642 (4.2%) | 110 (2.7%) | 594 (5.2%) | 218 (3.6%) | 779 (6.6%) | 152 (4.8%) | 2042 (12%) |
Black or African American | 50 (10%) | 3748 (25%) | 652 (16%) | 2230 (20%) | 820 (13%) | 2140 (18%) | 449 (14%) | 2900 (17%) |
Native Hawaiian or Other Pacific Islander | 8 (1.6%) | 286 (1.9%) | 117 (2.8%) | 192 (1.7%) | 143 (2.3%) | 241 (2.1%) | 69 (2.2%) | 308 (1.8%) |
White | 338 (69%) | 8355 (55%) | 2666 (65%) | 7241 (63%) | 4060 (67%) | 7065 (60%) | 1733 (55%) | 9178 (53%) |
More than 1 Race | 50 (10%) | 1328 (8.7%) | 365 (8.9%) | 725 (6.3%) | 559 (9.2%) | 883 (7.5%) | 395 (13%) | 1469 (8.5%) |
Variable | 2015 (N = 12,727) | 2019 (N = 12,563) | 2023 (N = 18,494) | Total (N = 43,784) |
---|---|---|---|---|
Curiosity about e-cigarette use | ||||
Definitely yes | 547 (4.3%) | 807 (6.4%) | 666 (3.6%) | 2020 (4.6%) |
Probably yes | 1473 (11.6%) | 2043 (16.3%) | 2391 (13%) | 5907 (13.5%) |
Probably not | 1648 (13%) | 2077 (16.6%) | 3570 (19.4%) | 7295 (16.7%) |
Definitely not | 9031 (71.1%) | 7596 (60.7%) | 11,770 (64%) | 28,397 (65.1%) |
Likelihood of trying an e-cigarette soon | ||||
Definitely yes | 083 (0.7%) | 109 (0.9%) | 080 (0.4%) | 272 (0.6%) |
Probably yes | 537 (4.2%) | 673 (5.4%) | 508 (2.8%) | 1718 (3.9%) |
Probably not | 2315 (18.2%) | 2676 (21.4%) | 4043 (22%) | 9034 (20.8%) |
Definitely not | 9752 (76.9%) | 9037 (72.3%) | 13,713 (74.8%) | 32,502 (74.7%) |
Willingness to use an e-cigarette if offered by a friend | ||||
Definitely yes | 159 (1.3%) | 152 (1.2%) | 113 (0.6%) | 424 (1%) |
Probably yes | 747 (5.9%) | 937 (7.5%) | 607 (3.3%) | 2291 (5.3%) |
Probably not | 2182 (17.2%) | 2571 (20.6%) | 3997 (21.8%) | 8750 (20.1%) |
Definitely not | 9611 (75.7%) | 8817 (70.7%) | 13,626 (74.3%) | 32,054 (73.7%) |
Variables | OR | CI-2.50% | CI-97.50% |
---|---|---|---|
Age | 1.06 | 0.95 | 1.18 |
Grade | 0.95 | 0.85 | 1.06 |
Age at first e-cigarette use | 0.89 | 0.84 | 0.95 |
Past 30-day e-cigarette use | 1.02 | 1.01 | 1.03 |
Gender (Ref = Male) | |||
Female | 0.91 | 0.74 | 1.14 |
Hispanic or Latino or other (Ref = No) | |||
Yes | 1.12 | 0.88 | 1.43 |
Race (Ref = White) | |||
American Indian or Alaska Native | 0.91 | 0.64 | 1.28 |
Asian | 0.73 | 0.42 | 1.24 |
Black or African American | 1.07 | 0.77 | 1.49 |
Native Hawaiian or Other Pacific Islander | 1.23 | 0.54 | 2.79 |
More than 1 | 0.93 | 0.67 | 1.30 |
Lifetime e-cigarette use (Ref = Over 100 days) | |||
1 day | 0.54 | 0.34 | 0.86 |
2 to 10 days | 0.53 | 0.35 | 0.79 |
11 to 20 days | 1.14 | 0.74 | 1.76 |
21 to 50 days | 1.02 | 0.68 | 1.53 |
51 to 100 days | 0.94 | 0.64 | 1.38 |
Quit attempts in the past 12 months (Ref = did not try, past 12 months) | |||
1 time | 0.28 | 0.19 | 0.41 |
2 times | 0.31 | 0.22 | 0.45 |
3 to 5 times | 0.27 | 0.19 | 0.37 |
6 to 9 times | 0.26 | 0.17 | 0.40 |
10 or more times | 0.18 | 0.13 | 0.25 |
Reasons for current e-cigarette use (Ref = Not this reason) | |||
A friend or family member used them | 0.87 | 0.69 | 1.11 |
To try to quit using other tobacco products, such as cigarettes | 0.78 | 0.44 | 1.38 |
They cost less than other tobacco products, such as cigarettes | 1.25 | 0.73 | 2.15 |
I have seen people on TV, online, or in movies use them | 0.98 | 0.50 | 1.89 |
They are less harmful than other forms of tobacco, such as cigarettes | 1.19 | 0.79 | 1.79 |
They are available in flavors such as menthol, mint, candy, fruit, or chocolate | 2.64 | 1.91 | 3.66 |
I use them for some other reason | 0.96 | 0.70 | 1.31 |
Variable | Motivated | Irrational | Rational | Total | p-Value |
---|---|---|---|---|---|
Age 1 | 15.17 (2.64) | 15.23 (1.84) | 15.51 (1.85) | 15.31 (1.86) | <0.001 |
Grade 1 | 10.03 (1.90) | 9.54 (1.78) | 9.78 (1.76) | 9.62 (1.78) | <0.001 |
Past 30-day e-cigarette use 1 | 23.82 (10.10) | 3.63 (7.52) | 12.95 (12.59) | 6.63 (10.44) | <0.001 |
Gender 2 | <0.001 | ||||
Male | 93 (75.6 %) | 3146 (50.7%) | 1350 (51.6%) | 4589 (51.3%) | |
Female | 30 (24.4%) | 3061 (49.3%) | 1264 (48.4%) | 4355 (48.7%) | |
Hispanic/Latino ethnicity 2 | 0.031 | ||||
No | 86 (69.9%) | 4425 (71.3%) | 1934 (74%) | 6445 (72.1%) | |
Yes | 37 (30.1%) | 1782 (28.7%) | 680 (26%) | 2499 (27.9%) | |
Survey year 2 | <0.001 | ||||
2023 | 52 (42.3%) | 2668 (43%) | 271 (10.4%) | 2991 (33.4%) | |
2019 | 71 (57.7%) | 3539 (57%) | 2343 (89.6%) | 5953 (66.6%) |
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Ibukun, O.; Kumbalatara, C.; Jayawardene, W. Adolescent Perceptions and Use of E-Cigarettes as Smoking Cessation Tools and for Pleasure: Data Analysis from National Youth Tobacco Survey (NYTS), 2011, 2015, 2019, and 2023. Societies 2025, 15, 201. https://doi.org/10.3390/soc15070201
Ibukun O, Kumbalatara C, Jayawardene W. Adolescent Perceptions and Use of E-Cigarettes as Smoking Cessation Tools and for Pleasure: Data Analysis from National Youth Tobacco Survey (NYTS), 2011, 2015, 2019, and 2023. Societies. 2025; 15(7):201. https://doi.org/10.3390/soc15070201
Chicago/Turabian StyleIbukun, Olusoji, Chesmi Kumbalatara, and Wasantha Jayawardene. 2025. "Adolescent Perceptions and Use of E-Cigarettes as Smoking Cessation Tools and for Pleasure: Data Analysis from National Youth Tobacco Survey (NYTS), 2011, 2015, 2019, and 2023" Societies 15, no. 7: 201. https://doi.org/10.3390/soc15070201
APA StyleIbukun, O., Kumbalatara, C., & Jayawardene, W. (2025). Adolescent Perceptions and Use of E-Cigarettes as Smoking Cessation Tools and for Pleasure: Data Analysis from National Youth Tobacco Survey (NYTS), 2011, 2015, 2019, and 2023. Societies, 15(7), 201. https://doi.org/10.3390/soc15070201