Behavioral Health Risk Factors: the Interaction of Personal and Country Effects

Int J Behav Med. 2018 Apr;25(2):183-197. doi: 10.1007/s12529-018-9711-6.

Abstract

Purpose: This study investigated the relationship between the individual's self-assessed health status (SAHS) and health-risk factors (smoking, alcohol consumption and obesity), in 16 European countries. The associations were studied for the individual and for the country measures-and in particular, for the unexplored aspect of interaction between individual and country levels of the three risk factors.

Method: Data for 47,114 adults, who participated in the Survey of Health Aging and Retirement Europe (SHARE), were analyzed using Multilevel Regression Analysis. The individual data were complemented by OECD data that provided country-specific risk measures: percentage of daily smokers, annual per-capita consumption of alcohol (liters), and percentage of obese individuals.

Results: We found that the individual's SAHS is negatively associated with smoking and with weight-risk factors and is positively associated with her/his alcohol consumption. The most pronounced associations relate to the weight variables, albeit they are attenuated in countries with higher percentages of obese individuals. Significant differences across countries were evidenced in the association between SAHS and smoking and between SAHS and alcohol consumption.

Conclusion: Individual health levels are associated with individual risk factors and also with the behaviors in the country. Significant interactions might indicate that psychological factors are at work.

Keywords: Behavioral risk factors; Contextual variables; Europe; Multilevel regression; SHARE; Self-assessed health status.

MeSH terms

  • Aged
  • Aged, 80 and over
  • Alcohol Drinking / epidemiology*
  • Europe
  • Female
  • Health Status*
  • Health Surveys
  • Humans
  • Male
  • Middle Aged
  • Multilevel Analysis
  • Obesity / epidemiology*
  • Risk Factors
  • Smoking / adverse effects
  • Smoking / epidemiology*