Ljungvall Åsa, Gerdtham Ulf G, Lindblad Ulf
Department of Economics, Lund University, P.O. Box 7082, 220 07, Lund, Sweden,
Eur J Health Econ. 2015 Jan;16(1):5-20. doi: 10.1007/s10198-013-0545-5. Epub 2013 Dec 21.
Body-mass index (BMI) has become the standard proxy for obesity in social science research. This study deals with the potential problems related to, first, relying on self-reported weight and height to calculate BMI (misreporting), and, second, the concern that BMI is a deficient measure of body fat (misclassification). Using a regional Swedish sample, we analyze whether socioeconomic disparities in BMI are biased because of misreporting, and whether socioeconomic disparities in the risk of obesity are sensitive to whether BMI or waist circumference is used to define obesity. Education and income are used as socioeconomic indicators. The overall conclusion is that misreporting and misclassification may indeed matter for estimated educational and income disparities in BMI and obesity. In the misreporting part we find that women with higher education misreport less than those with lower education, leading to underestimation of the education disparity when using self-reported information. In the misclassification part we find that the probability of being misclassified decreases with income, for both men and women. Among women, the consequence is a steeper income gradient when obesity is defined using waist circumference instead of BMI. Among men the income gradient is statistically insignificant irrespective of how obesity is defined, but when estimating the probability of obesity defined by waist circumference, an educational gradient, which is not present when classifying men using BMI, arises.
体重指数(BMI)已成为社会科学研究中肥胖的标准替代指标。本研究探讨了两个潜在问题,一是依赖自我报告的体重和身高来计算BMI(误报),二是担心BMI作为身体脂肪的衡量指标存在缺陷(错误分类)。我们使用瑞典一个地区的样本,分析BMI的社会经济差异是否因误报而产生偏差,以及肥胖风险的社会经济差异对使用BMI还是腰围来定义肥胖是否敏感。教育程度和收入被用作社会经济指标。总体结论是,误报和错误分类确实可能影响BMI和肥胖的估计教育程度及收入差异。在误报部分,我们发现受过高等教育的女性误报比受教育程度低的女性少,这导致在使用自我报告信息时低估了教育差异。在错误分类部分,我们发现男性和女性被错误分类的概率都随收入降低。在女性中,当使用腰围而非BMI定义肥胖时,收入梯度更陡。在男性中,无论如何定义肥胖,收入梯度在统计上都不显著,但在估计由腰围定义的肥胖概率时,出现了使用BMI对男性进行分类时不存在的教育梯度。