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Published in: BMC Public Health 1/2015

Open Access 01-12-2015 | Research Article

The influence of societal individualism on a century of tobacco use: modelling the prevalence of smoking

Authors: John C. Lang, Daniel M. Abrams, Hans De Sterck

Published in: BMC Public Health | Issue 1/2015

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Abstract

Background

Smoking of tobacco is estimated to have caused approximately six million deaths worldwide in 2014. Responding effectively to this epidemic requires a thorough understanding of how smoking behaviour is transmitted and modified.

Methods

We present a new mathematical model of the social dynamics that cause cigarette smoking to spread in a population, incorporating aspects of individual and social utility. Model predictions are tested against two independent data sets spanning 25 countries: a newly compiled century-long composite data set on smoking prevalence, and Hofstede’s individualism/collectivism measure (IDV).

Results

The general model prediction that more individualistic societies will show faster adoption and cessation of smoking is supported by the full 25 country smoking prevalence data set. Calibration of the model to the available smoking prevalence data is possible in a subset of 7 countries. Consistency of fitted model parameters with an additional, independent, data set further supports our model: the fitted value of the country-specific model parameter that determines the relative importance of social and individual factors in the decision of whether or not to smoke, is found to be significantly correlated with Hofstede’s IDV for the 25 countries in our data set.

Conclusions

Our model in conjunction with extensive data on smoking prevalence provides evidence for the hypothesis that individualism/collectivism may have an important influence on the dynamics of smoking prevalence at the aggregate, population level. Significant implications for public health interventions are discussed.
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Literature
3.
go back to reference Warner KE. Cigarette smoking in the 1970’s: the impact of the antismoking campaign on consumption. Science. 1981; 211:729–31.CrossRefPubMed Warner KE. Cigarette smoking in the 1970’s: the impact of the antismoking campaign on consumption. Science. 1981; 211:729–31.CrossRefPubMed
4.
go back to reference Jha P. Avoidable global cancer deaths and total deaths from smoking. Nat Rev Cancer. 2009; 9:655–64.CrossRefPubMed Jha P. Avoidable global cancer deaths and total deaths from smoking. Nat Rev Cancer. 2009; 9:655–64.CrossRefPubMed
5.
go back to reference Mathers CD, Loncar D. Projections of global mortality and burden of disease from 2002 to 2030. PLoS Med. 2006; 3:442.CrossRef Mathers CD, Loncar D. Projections of global mortality and burden of disease from 2002 to 2030. PLoS Med. 2006; 3:442.CrossRef
6.
go back to reference van Voorn GAK, Kooi BW. Smoking epidemic eradication in a eco-epidemiological dynamical model. Ecol Complex. 2013; 14:180–9.CrossRef van Voorn GAK, Kooi BW. Smoking epidemic eradication in a eco-epidemiological dynamical model. Ecol Complex. 2013; 14:180–9.CrossRef
7.
go back to reference Cavana RY, Tobias M. Integrative system dynamics: analysis of policy options for tobacco control in New Zealand. Syst Res. 2008; 25:675–94.CrossRef Cavana RY, Tobias M. Integrative system dynamics: analysis of policy options for tobacco control in New Zealand. Syst Res. 2008; 25:675–94.CrossRef
8.
go back to reference Sharomi O, Gumel AB. Curtailing smoking dynamics: a mathematical modeling approach. Appl Math Comput. 2008; 195:475–99. Sharomi O, Gumel AB. Curtailing smoking dynamics: a mathematical modeling approach. Appl Math Comput. 2008; 195:475–99.
9.
10.
go back to reference Rowe DC, Chassin L, Presson CC, Edwards D, Sherman SJ. An “Epidemic” model of adolescent cigarette smoking. J Appl Soc Psychol. 1992; 22:261–85.CrossRef Rowe DC, Chassin L, Presson CC, Edwards D, Sherman SJ. An “Epidemic” model of adolescent cigarette smoking. J Appl Soc Psychol. 1992; 22:261–85.CrossRef
12.
go back to reference Hosking W, Borland R, Yong HH, Fong G, Zanna M, Laux F, et al.The effects of smoking norms and attitudes on quitting intentions in Malaysia, Thailand and four Western nations: a cross-cultural comparison. Psychol Health. 2009; 24:95–107.CrossRefPubMedPubMedCentral Hosking W, Borland R, Yong HH, Fong G, Zanna M, Laux F, et al.The effects of smoking norms and attitudes on quitting intentions in Malaysia, Thailand and four Western nations: a cross-cultural comparison. Psychol Health. 2009; 24:95–107.CrossRefPubMedPubMedCentral
13.
go back to reference Unger JB, Rorhbach LA, Cruz TB, Baezconde-Garbanati L, Howard KA, Palmer PH, et al.Ethnic variation in peer influences on adolescent smoking. Nicotine Tob Res. 2001; 3:167–76.CrossRefPubMed Unger JB, Rorhbach LA, Cruz TB, Baezconde-Garbanati L, Howard KA, Palmer PH, et al.Ethnic variation in peer influences on adolescent smoking. Nicotine Tob Res. 2001; 3:167–76.CrossRefPubMed
14.
go back to reference Janis IL. The role of social support in adherence to stressful decisions. Am Psychol. 2001; 38:143–60.CrossRef Janis IL. The role of social support in adherence to stressful decisions. Am Psychol. 2001; 38:143–60.CrossRef
15.
go back to reference Pampel F. Divergent Patterns of Smoking Across High-Income Nations In: Crimmins EM, Preston SH, Cohen B, editors. International Differences in Mortality at Older Ages: Dimensions and Sources. Washington DC: National Academies Press: 2010. p. 132–63. Pampel F. Divergent Patterns of Smoking Across High-Income Nations In: Crimmins EM, Preston SH, Cohen B, editors. International Differences in Mortality at Older Ages: Dimensions and Sources. Washington DC: National Academies Press: 2010. p. 132–63.
16.
go back to reference Cutler DM, Glaeser EL. Why Do Europeans Smoke More than Americans? In: Wise D, editor. Developments in the Economics of Aging. Chicago: University of Chicago Press: 2009. Cutler DM, Glaeser EL. Why Do Europeans Smoke More than Americans? In: Wise D, editor. Developments in the Economics of Aging. Chicago: University of Chicago Press: 2009.
17.
go back to reference Barbeau E, Krieger N, Soobader MJ. Working class matters: Socioeconomics disadvantage, race/ethnicity, gender, and smoking in NHIS. Am J Public Health. 2004; 94(2):269–78.CrossRefPubMedPubMedCentral Barbeau E, Krieger N, Soobader MJ. Working class matters: Socioeconomics disadvantage, race/ethnicity, gender, and smoking in NHIS. Am J Public Health. 2004; 94(2):269–78.CrossRefPubMedPubMedCentral
18.
go back to reference Huisman M, Kunst AE, Mackenback JP. Educational inequalities in smoking among men and women aged 16 years and older in 11 European countries. Tob Control. 2005; 14(2):106–13.CrossRefPubMedPubMedCentral Huisman M, Kunst AE, Mackenback JP. Educational inequalities in smoking among men and women aged 16 years and older in 11 European countries. Tob Control. 2005; 14(2):106–13.CrossRefPubMedPubMedCentral
19.
go back to reference Gallus S, Schiaffino A, La Vecchia C, Townsend J, Fernandes E. Price and cigarette consumption in Europe. Tob Control; 2(15):114–9. Gallus S, Schiaffino A, La Vecchia C, Townsend J, Fernandes E. Price and cigarette consumption in Europe. Tob Control; 2(15):114–9.
20.
go back to reference Thomas S, Fayter D, Misso K, Oglivie D, Petticrew M, Sowden A, et al.Population tobacco control interventions and their effects on social inequalities in smoking: Systematic review. Tob Control. 2008; 17(4):230–7.CrossRefPubMedPubMedCentral Thomas S, Fayter D, Misso K, Oglivie D, Petticrew M, Sowden A, et al.Population tobacco control interventions and their effects on social inequalities in smoking: Systematic review. Tob Control. 2008; 17(4):230–7.CrossRefPubMedPubMedCentral
21.
go back to reference Moskowitz JM, Lin Z, Hudes ES. The impact of workplace smoking ordinances in California on smoking cessation. Am J Public Health. 2000; 90(5):757–61.CrossRefPubMedPubMedCentral Moskowitz JM, Lin Z, Hudes ES. The impact of workplace smoking ordinances in California on smoking cessation. Am J Public Health. 2000; 90(5):757–61.CrossRefPubMedPubMedCentral
23.
go back to reference Pampel FC. Cigarette diffusion and sex differences in smoking. J Health Soc Behav. 2001; 42(4):388–404.CrossRefPubMed Pampel FC. Cigarette diffusion and sex differences in smoking. J Health Soc Behav. 2001; 42(4):388–404.CrossRefPubMed
24.
go back to reference Lopez AD, Collishaw NE, Piha T. A descriptive model of the cigarette epidemic in developed countries. Tob Control. 1994; 3(3):242–7.CrossRefPubMedCentral Lopez AD, Collishaw NE, Piha T. A descriptive model of the cigarette epidemic in developed countries. Tob Control. 1994; 3(3):242–7.CrossRefPubMedCentral
25.
go back to reference Mackenbach JP. Health Inequalities: Europe in Profile. An Independent, Expert Report Commissioned by the UK Presidency of the EU. Technical report. Rotterdam, Germany: Erasmus University Medical Center: 2006. Mackenbach JP. Health Inequalities: Europe in Profile. An Independent, Expert Report Commissioned by the UK Presidency of the EU. Technical report. Rotterdam, Germany: Erasmus University Medical Center: 2006.
26.
go back to reference Palloni A. Diffusion in sociological analysis. In: Diffusion Processes and Fertility Transition: Selected Perspectives. Washington, DC: National Academies Press: 2001. p. 66–114. Palloni A. Diffusion in sociological analysis. In: Diffusion Processes and Fertility Transition: Selected Perspectives. Washington, DC: National Academies Press: 2001. p. 66–114.
27.
go back to reference Chiao JY, Blizinsky KD. Culture-gene coevolution of individualism-collectivism and the serotonin transporter gene. Proc R Soc B Biol Sci. 2010; 277(1681):529–37.CrossRef Chiao JY, Blizinsky KD. Culture-gene coevolution of individualism-collectivism and the serotonin transporter gene. Proc R Soc B Biol Sci. 2010; 277(1681):529–37.CrossRef
28.
go back to reference Fincher CL, Thornhill R, Murray DR, Schaller M. Pathogen prevalence predicts human cross-cultural variability in individualism/collectivism. Proc R Soc B Biol Sci. 2008; 275(1640):1279–85.CrossRef Fincher CL, Thornhill R, Murray DR, Schaller M. Pathogen prevalence predicts human cross-cultural variability in individualism/collectivism. Proc R Soc B Biol Sci. 2008; 275(1640):1279–85.CrossRef
29.
go back to reference Chapa O, Hernandez MD, Wang YJ, Skalski C. Do individualists complain more than collectivists? A four-country analysis on consumer complaint behavior. J Int Consum Mark. 2014; 26(5):373–90.CrossRef Chapa O, Hernandez MD, Wang YJ, Skalski C. Do individualists complain more than collectivists? A four-country analysis on consumer complaint behavior. J Int Consum Mark. 2014; 26(5):373–90.CrossRef
30.
go back to reference Finkelstein MA. Individualism/collectivism: implications for the volunteer process. Soc Behav Pers Int J. 2010; 38(4):445–52.CrossRef Finkelstein MA. Individualism/collectivism: implications for the volunteer process. Soc Behav Pers Int J. 2010; 38(4):445–52.CrossRef
31.
go back to reference Power D, Schoenherr t, Samson D. The cultural characteristics of individualism/collectivism: A comparative study of implications for investment in operations between emerging Asian and industrialized Western countries. J Oper Manag. 2010; 28(3):206–22.CrossRef Power D, Schoenherr t, Samson D. The cultural characteristics of individualism/collectivism: A comparative study of implications for investment in operations between emerging Asian and industrialized Western countries. J Oper Manag. 2010; 28(3):206–22.CrossRef
32.
go back to reference Sun T, Horn M, Merritt D. Values and lifestyles of individuals and collectivists: a study on Chinese, Japanese, British, and US consumers. J Consum Mark. 2004; 21(5):318–31.CrossRef Sun T, Horn M, Merritt D. Values and lifestyles of individuals and collectivists: a study on Chinese, Japanese, British, and US consumers. J Consum Mark. 2004; 21(5):318–31.CrossRef
33.
go back to reference Hofstede G, Hofstede GJ, Minkov M. I, We, and They. Cultures and organizations: software of the mind: intercultural cooperation and its importance for survival. 3rd edn. New York: McGraw Hill: 2010. p. 89–134. Hofstede G, Hofstede GJ, Minkov M. I, We, and They. Cultures and organizations: software of the mind: intercultural cooperation and its importance for survival. 3rd edn. New York: McGraw Hill: 2010. p. 89–134.
34.
go back to reference Calavó-Armengol A, Jackson MO. Peer Pressure. J Eur Econ Assoc. 2010; 8:62–89.CrossRef Calavó-Armengol A, Jackson MO. Peer Pressure. J Eur Econ Assoc. 2010; 8:62–89.CrossRef
35.
go back to reference Centola D, Willer R, Macy M. The Emperor’s Dilemma: a computational model of self-enforcing norms. Am J Sociol. 2005; 110:1009–40.CrossRef Centola D, Willer R, Macy M. The Emperor’s Dilemma: a computational model of self-enforcing norms. Am J Sociol. 2005; 110:1009–40.CrossRef
36.
37.
go back to reference Abrams DM, Yaple HA, Wiener RJ. Dynamics of social group competition: modeling the decline of religious affiliation. Phys Rev Lett. 2011; 107:088701.CrossRefPubMed Abrams DM, Yaple HA, Wiener RJ. Dynamics of social group competition: modeling the decline of religious affiliation. Phys Rev Lett. 2011; 107:088701.CrossRefPubMed
38.
go back to reference Frederick S, Lowenstein G, O’donoghue T. Time discounting and time preference: a critical review. J Econ Lit. 2002; 40:351–401.CrossRef Frederick S, Lowenstein G, O’donoghue T. Time discounting and time preference: a critical review. J Econ Lit. 2002; 40:351–401.CrossRef
39.
go back to reference OECD. OECD.Stat, Health: Non-Medical Determinants of Health: Tobacco consumption. OECD Stat database. 2013. doi:10.1787/data-00285-en. Accessed October 24, 2013. OECD. OECD.Stat, Health: Non-Medical Determinants of Health: Tobacco consumption. OECD Stat database. 2013. doi:10.​1787/​data-00285-en. Accessed October 24, 2013.
40.
go back to reference Forey B, Hamling J, Hamling J, Thorton A, Lee P. International Smoking Statistics: A Collection of Worldwide Historical Data, Web edn. 17 Cedar Road, Sutton, SM2 5DA, UK: P N Lee Statistics & Computing Ltd; 2013. http://www.pnlee.co.uk/ISS.htm. Accessed October 7, 2013. Forey B, Hamling J, Hamling J, Thorton A, Lee P. International Smoking Statistics: A Collection of Worldwide Historical Data, Web edn. 17 Cedar Road, Sutton, SM2 5DA, UK: P N Lee Statistics & Computing Ltd; 2013. http://​www.​pnlee.​co.​uk/​ISS.​htm. Accessed October 7, 2013.
41.
go back to reference Forey B, Hamling J, Lee P, Wald N. International smoking statistics: a collection of historical data from 30 economically developed countries, 2nd edn. Great Clarendon Street, Oxford, OX2 6DP, UK: Oxford University Press; 2002.CrossRef Forey B, Hamling J, Lee P, Wald N. International smoking statistics: a collection of historical data from 30 economically developed countries, 2nd edn. Great Clarendon Street, Oxford, OX2 6DP, UK: Oxford University Press; 2002.CrossRef
42.
go back to reference OECD. OECD.Stat, Demography and Population: Population Statistics: Population and Vital Statistics. OECD.Stat database. 2013. doi:10.1787/data-00285-en. Accessed January 20, 2014. OECD. OECD.Stat, Demography and Population: Population Statistics: Population and Vital Statistics. OECD.Stat database. 2013. doi:10.​1787/​data-00285-en. Accessed January 20, 2014.
43.
go back to reference Zárate MA, Shaw M, Marquez JA, Biagas D. Cultural inertia: the effects of cultural change on intergroup relations and the self-concept. J Exp Soc Psychol. 2012; 48:634–45.CrossRef Zárate MA, Shaw M, Marquez JA, Biagas D. Cultural inertia: the effects of cultural change on intergroup relations and the self-concept. J Exp Soc Psychol. 2012; 48:634–45.CrossRef
44.
go back to reference Henrich J, McElreath R. The evolution of cultural evolution. Evol Anthr. 2003; 12:123–35.CrossRef Henrich J, McElreath R. The evolution of cultural evolution. Evol Anthr. 2003; 12:123–35.CrossRef
46.
go back to reference Triandis HC, Bontempo R, Villareal MJ. Individualism and collectivism: cross-cultural perspectives on self-ingroup relationships. J Pers Soc Psychol. 1988; 54:323–38.CrossRef Triandis HC, Bontempo R, Villareal MJ. Individualism and collectivism: cross-cultural perspectives on self-ingroup relationships. J Pers Soc Psychol. 1988; 54:323–38.CrossRef
47.
go back to reference Pentecostes JU. Individualism vs collectivism: implications for health promotion. Phillippine J Psychol. 1999; 32:397–402. Pentecostes JU. Individualism vs collectivism: implications for health promotion. Phillippine J Psychol. 1999; 32:397–402.
Metadata
Title
The influence of societal individualism on a century of tobacco use: modelling the prevalence of smoking
Authors
John C. Lang
Daniel M. Abrams
Hans De Sterck
Publication date
01-12-2015
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2015
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-015-2576-6

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