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Published in: Tobacco Induced Diseases 1/2015

Open Access 01-12-2015 | Research

Development of measures assessing attitudes toward contraband tobacco among a web-based sample of smokers

Authors: Sarah E Adkison, Richard J O’Connor, Michael Chaiton, Robert Schwartz

Published in: Tobacco Induced Diseases | Issue 1/2015

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Abstract

Background

As regulation of tobacco products tightens, there are concerns that illicit markets may develop to supply restricted products. However, there are few validated measures to assess attitudes or purchase intentions toward contraband tobacco (CT). As such, it is important to investigate individual level characteristics that are associated with the purchase and use of contraband tobacco.

Methods

In May 2013, a pilot survey assessed attitudes, behaviors, and purchase intentions for contraband tobacco based on previous research regarding non-tobacco contraband. The survey was administered via Amazon Mechanical Turk, a crowdsourcing resource, among current smoking respondents in the United States and Canada. Structural equation modeling was used to evaluate the validity of the proposed model for understanding attitudes toward contraband tobacco.

Results

CT purchasers were more likely to report norms supportive of counterfeit products, more intentions toward purchasing counterfeit products, a lowered risk associated with these products, and to have more favorable attitudes toward CT than those who had not purchased CT. Attitudes toward CT mediated the relationship between subjective norms and prior purchase with behavior intentions. Perceived risk had a significant direct effect on intentions and an indirect effect through attitudes toward CT. The structural model fit the data well and accounted for over half (53%) of the variance in attitudes toward tobacco.

Conclusions

Understanding the mechanisms associated with CT attitudes and purchase behaviors may provide insight for how to mitigate possible iatrogenic consequences of newly implemented regulations. The measures developed here elucidate some elements that influence attitudes and purchase intentions for CT and may inform policy efforts to curtail the development of illicit markets.
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Literature
2.
go back to reference Ayers JW, Ribisl K, Brownstein JS. Using search query surveillance to monitor tax avoidance and smoking cessation following the United States’ 2009 “SCHIP” cigarette tax increase PloS one. 2011;6(3). Epub e16777. doi:10.1371/journal.pone.0016777. Ayers JW, Ribisl K, Brownstein JS. Using search query surveillance to monitor tax avoidance and smoking cessation following the United States’ 2009 “SCHIP” cigarette tax increase PloS one. 2011;6(3). Epub e16777. doi:10.1371/journal.pone.0016777.
3.
go back to reference Hyland A, Bauer JE, Li Q, Abrams SM, Higbee C, Peppone L, et al. Higher cigarette prices influence cigarette purchase patterns. Tob Control. 2005;14(2):86–92.CrossRefPubMedCentralPubMed Hyland A, Bauer JE, Li Q, Abrams SM, Higbee C, Peppone L, et al. Higher cigarette prices influence cigarette purchase patterns. Tob Control. 2005;14(2):86–92.CrossRefPubMedCentralPubMed
4.
go back to reference Hyland A, Laux FL, Higbee C, Hastings G, Ross H, Chaloupka FJ, et al. Cigarette purchase patterns in four countries and the relationship with cessation: findings from the International Tobacco Control (ITC) Four Country Survey. Tob Control. 2006;15 suppl 3:iii59–64.PubMedCentralPubMed Hyland A, Laux FL, Higbee C, Hastings G, Ross H, Chaloupka FJ, et al. Cigarette purchase patterns in four countries and the relationship with cessation: findings from the International Tobacco Control (ITC) Four Country Survey. Tob Control. 2006;15 suppl 3:iii59–64.PubMedCentralPubMed
5.
go back to reference Licari MJ, Meier KJ. Regulatory policy when behavior is addictive: smoking, cigarette taxes and bootlegging. Pol Res Q. 1997;50(1):5–24.CrossRef Licari MJ, Meier KJ. Regulatory policy when behavior is addictive: smoking, cigarette taxes and bootlegging. Pol Res Q. 1997;50(1):5–24.CrossRef
6.
go back to reference O’Connor RJ, Bansal-Travers M, Carter LP, Cummings KM. What would menthol smokers do if menthol in cigarettes were banned? Behavioral intentions and simulated demand. Addiction. 2012;107(7):1330–8.CrossRefPubMedCentralPubMed O’Connor RJ, Bansal-Travers M, Carter LP, Cummings KM. What would menthol smokers do if menthol in cigarettes were banned? Behavioral intentions and simulated demand. Addiction. 2012;107(7):1330–8.CrossRefPubMedCentralPubMed
7.
go back to reference TPSAC. Menthol cigarettes: No disproportionate impact on public health 2011. TPSAC. Menthol cigarettes: No disproportionate impact on public health 2011.
8.
go back to reference Coady MH, Chan CA, Sacks R, Mbamalu IG, Kansagra SM. The impact of cigarette excise tax increases on purchasing behaviors among New York city smokers. Am J Public Health. 2013;103(6):e54–60.CrossRefPubMed Coady MH, Chan CA, Sacks R, Mbamalu IG, Kansagra SM. The impact of cigarette excise tax increases on purchasing behaviors among New York city smokers. Am J Public Health. 2013;103(6):e54–60.CrossRefPubMed
9.
go back to reference Cantrell J, Hung D, Fahs MC, Shelley D. Purchasing patterns and smoking behaviors after a large tobacco tax increase: a study of Chinese Americans living in New York City. Public Health Rep. 2008;123(2):135–46.PubMedCentralPubMed Cantrell J, Hung D, Fahs MC, Shelley D. Purchasing patterns and smoking behaviors after a large tobacco tax increase: a study of Chinese Americans living in New York City. Public Health Rep. 2008;123(2):135–46.PubMedCentralPubMed
10.
go back to reference Shelley D, Cantrell MJ, Moon-Howard J, Ramjohn DQ, VanDevanter N. The $5 man: the underground economic response to a large cigarette tax increase in New York City. Am J Public Health. 2007;97(8):1483–8.CrossRefPubMedCentralPubMed Shelley D, Cantrell MJ, Moon-Howard J, Ramjohn DQ, VanDevanter N. The $5 man: the underground economic response to a large cigarette tax increase in New York City. Am J Public Health. 2007;97(8):1483–8.CrossRefPubMedCentralPubMed
11.
go back to reference Wiltshire S, Bancroft A, Amos A, Parry O. “They’re doing people a service”-qualitative study of smoking, smuggling, and social deprivation. BMJ. 2001;323(7306):203–7.CrossRefPubMedCentralPubMed Wiltshire S, Bancroft A, Amos A, Parry O. “They’re doing people a service”-qualitative study of smoking, smuggling, and social deprivation. BMJ. 2001;323(7306):203–7.CrossRefPubMedCentralPubMed
12.
go back to reference Lasnier B, Cantinotti M, Leclerc B-S. Prévalence e l‘achat et de l‘usage de tabac illicite chez les fumeurs québecois, 2005-2010. Drogues Santé et societé. 2011;10(2):1–53. Lasnier B, Cantinotti M, Leclerc B-S. Prévalence e l‘achat et de l‘usage de tabac illicite chez les fumeurs québecois, 2005-2010. Drogues Santé et societé. 2011;10(2):1–53.
13.
go back to reference Bhagwati J, Hansen B. A Theoretical Analysis of Smuggling. Q J Econ. 1973;87(2):172–87.CrossRef Bhagwati J, Hansen B. A Theoretical Analysis of Smuggling. Q J Econ. 1973;87(2):172–87.CrossRef
14.
go back to reference Goel RK. Cigarette smuggling: price vs.nonprice incentives. Appl Econ Lett. 2008;15(8):587–92.CrossRef Goel RK. Cigarette smuggling: price vs.nonprice incentives. Appl Econ Lett. 2008;15(8):587–92.CrossRef
15.
go back to reference Huang J-H, Lee BCY, Ho SH. Consumer attitude toward gray market goods. Int Mark Rev. 2004;21(6):598–614.CrossRef Huang J-H, Lee BCY, Ho SH. Consumer attitude toward gray market goods. Int Mark Rev. 2004;21(6):598–614.CrossRef
16.
go back to reference Augusto de Matos C, Ituassu C, Rossi C. Consumer attitudes toward counterfeits: a review and extension. J Consum Mark. 2007;24(1):36–47.CrossRef Augusto de Matos C, Ituassu C, Rossi C. Consumer attitudes toward counterfeits: a review and extension. J Consum Mark. 2007;24(1):36–47.CrossRef
17.
go back to reference Cordell VV, Wongtada N, Kieschnick RL. Counterfeit purchase intentions: role of lawfulness attitudes and product traits as determinants. J Bus Res. 1996;35(1):41–53.CrossRef Cordell VV, Wongtada N, Kieschnick RL. Counterfeit purchase intentions: role of lawfulness attitudes and product traits as determinants. J Bus Res. 1996;35(1):41–53.CrossRef
18.
go back to reference Ajzen I, Fishbein M. Understanding attitudes and predicting social behaivor. Englewood Cliffs, NJ: Prentice-Hall; 1980. Ajzen I, Fishbein M. Understanding attitudes and predicting social behaivor. Englewood Cliffs, NJ: Prentice-Hall; 1980.
19.
go back to reference Lichtenstein DR, Ridgway NM, Netemeyer RG. Price perceptions and consumer shopping behavior: a field study. J Mark Res. 1993;30(2):234–45.CrossRef Lichtenstein DR, Ridgway NM, Netemeyer RG. Price perceptions and consumer shopping behavior: a field study. J Mark Res. 1993;30(2):234–45.CrossRef
20.
go back to reference Dowling GR, Staelin R. A model of perceived risk and intended risk-handling activity. J Consum Res. 1994;21(1):119–34.CrossRef Dowling GR, Staelin R. A model of perceived risk and intended risk-handling activity. J Consum Res. 1994;21(1):119–34.CrossRef
21.
go back to reference Ang SH, Cheng PS, Lim EAC, Tambyah SK. Spot the difference: Consumer responses towards counterfeits. J Consum Mark. 2001;18(3):219–33.CrossRef Ang SH, Cheng PS, Lim EAC, Tambyah SK. Spot the difference: Consumer responses towards counterfeits. J Consum Mark. 2001;18(3):219–33.CrossRef
22.
go back to reference Kraus SJ. Attitudes and the prediction of behavior: a meta-analysis of the empirical literature. Personal Soc Psychol Bull. 1995;21(1):58–75.CrossRef Kraus SJ. Attitudes and the prediction of behavior: a meta-analysis of the empirical literature. Personal Soc Psychol Bull. 1995;21(1):58–75.CrossRef
23.
go back to reference Behrend TS, Sharek DJ, Meade AW, Wiebe EN. The viability of crowdsourcing for survey research. Behav Res Methods. 2011;43(3):800–13.CrossRefPubMed Behrend TS, Sharek DJ, Meade AW, Wiebe EN. The viability of crowdsourcing for survey research. Behav Res Methods. 2011;43(3):800–13.CrossRefPubMed
24.
go back to reference Buhrmester M, Kwang T, Gosling SD. Amazon’s Mechanical Turk: a new source of inexpensive, yet high-quality, data? Perspect Psychol Sci. 2011;6(1):3–5.CrossRef Buhrmester M, Kwang T, Gosling SD. Amazon’s Mechanical Turk: a new source of inexpensive, yet high-quality, data? Perspect Psychol Sci. 2011;6(1):3–5.CrossRef
25.
go back to reference Etchegaray JM, Fischer WG. Understanding evidence-based research methods: reliability and validity considerations in survey research. Health Environm Res Design J. 2010;4(1):131–5.CrossRef Etchegaray JM, Fischer WG. Understanding evidence-based research methods: reliability and validity considerations in survey research. Health Environm Res Design J. 2010;4(1):131–5.CrossRef
26.
go back to reference Simons DJ, Chabris CF. Common (mis)beliefs about memory: a replication and comparison of telephone and Mechanical Turk survey methods. PLoS One. 2012;7(12):18.CrossRef Simons DJ, Chabris CF. Common (mis)beliefs about memory: a replication and comparison of telephone and Mechanical Turk survey methods. PLoS One. 2012;7(12):18.CrossRef
27.
go back to reference Truell AD, Bartlett 2nd JE, Alexander MW. Response rate, speed, and completeness: a comparison of Internet-based and mail surveys. Behav Res Methods Instrum Comput. 2002;34(1):46–9.CrossRefPubMed Truell AD, Bartlett 2nd JE, Alexander MW. Response rate, speed, and completeness: a comparison of Internet-based and mail surveys. Behav Res Methods Instrum Comput. 2002;34(1):46–9.CrossRefPubMed
28.
go back to reference Rand DG. The promise of Mechanical Turk: how online labor markets can help theorists run behavioral experiments. J Theor Biol. 2012;299:172–9.CrossRefPubMed Rand DG. The promise of Mechanical Turk: how online labor markets can help theorists run behavioral experiments. J Theor Biol. 2012;299:172–9.CrossRefPubMed
29.
go back to reference Crowne DP, Marlowe D. A new scale of social desirability independent of psychopathology. J Consult Psychol. 1960;24(4):349–54.CrossRefPubMed Crowne DP, Marlowe D. A new scale of social desirability independent of psychopathology. J Consult Psychol. 1960;24(4):349–54.CrossRefPubMed
30.
go back to reference Brown TA. Confirmatory factor analysis for applied research. New York, NY: Guilford Press; 2006. Brown TA. Confirmatory factor analysis for applied research. New York, NY: Guilford Press; 2006.
31.
go back to reference Lt H, Bentler PM. Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Model. 1999;6(1):1–55.CrossRef Lt H, Bentler PM. Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Model. 1999;6(1):1–55.CrossRef
32.
go back to reference Kline RB. Principles and practice of structural equation modeling. 2nd ed. New York, NY: Guilford Press; 2005. Kline RB. Principles and practice of structural equation modeling. 2nd ed. New York, NY: Guilford Press; 2005.
33.
go back to reference Preacher KJ, Hayes AF. Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods. 2008;40(879-891). Preacher KJ, Hayes AF. Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods. 2008;40(879-891).
34.
go back to reference Hair J, Black W, Babin B, Anderson R. Multivariate data analysis. 7th ed. Upper Saddle River, NJ, USA: Prentice-Hall, Inc.; 2010. Hair J, Black W, Babin B, Anderson R. Multivariate data analysis. 7th ed. Upper Saddle River, NJ, USA: Prentice-Hall, Inc.; 2010.
35.
go back to reference Fornell C, Larcker D. Evaluating structural equation models with unobservable variables and measurement error. J Mark Res. 1981;18(1):39–50.CrossRef Fornell C, Larcker D. Evaluating structural equation models with unobservable variables and measurement error. J Mark Res. 1981;18(1):39–50.CrossRef
36.
go back to reference Donthu N, Garcia A. The Internet shopper. J Advert Res. 1999;39(3):52–8. Donthu N, Garcia A. The Internet shopper. J Advert Res. 1999;39(3):52–8.
37.
go back to reference Ajzen I. The theory of planned behavior. Organ Behav Hum Decis Process. 1991;50(2):179–211.CrossRef Ajzen I. The theory of planned behavior. Organ Behav Hum Decis Process. 1991;50(2):179–211.CrossRef
38.
go back to reference Zeithaml VA, Parasuraman A, Berry LL. The behavioral consequences of service quality. J Mark. 1996;60:31–43.CrossRef Zeithaml VA, Parasuraman A, Berry LL. The behavioral consequences of service quality. J Mark. 1996;60:31–43.CrossRef
Metadata
Title
Development of measures assessing attitudes toward contraband tobacco among a web-based sample of smokers
Authors
Sarah E Adkison
Richard J O’Connor
Michael Chaiton
Robert Schwartz
Publication date
01-12-2015
Publisher
BioMed Central
Published in
Tobacco Induced Diseases / Issue 1/2015
Electronic ISSN: 1617-9625
DOI
https://doi.org/10.1186/s12971-015-0032-0

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