Department of Global Health and Social Medicine, Harvard Medical School, 641 Huntington Ave, Boston, MA, 02115, USA.
Division of Global Health Equity, Brigham and Women's Hospital, Boston, MA, 02115, USA.
BMC Med Res Methodol. 2023 Mar 28;23(1):73. doi: 10.1186/s12874-023-01890-z.
Subjective "ladder" measurements of socio-economic status (SES) are easy-to-administer tools that ask respondents to rate their own SES, allowing them to evaluate their own material resources and determine where it places them relative to their community. Here, we sought to compare the MacArthur Scale of Subjective Social status to the WAMI, an objective measure of SES that includes data on water and sanitation, asset ownership, education, and income.
Leveraging a study of 595 tuberculosis patients in Lima, Peru, we compared the MacArthur ladder score to the WAMI score using weighted Kappa scores and Spearman's rank correlation coefficient. We identified outliers that fell outside the 95 percentile and assessed the durability of the inconsistencies between scores by re-testing a subset of participants. We then used Akaike information criterion (AIC) to compare the predictability of logistic regression models evaluating the association between the two SES scoring systems and history of asthma.
The correlation coefficient between the MacArthur ladder and WAMI scores was 0.37 and the weighted Kappa was 0.26. The correlation coefficients differed by less than 0.04 and the Kappa ranged from 0.26 to 0.34, indicating fair agreement. When we replaced the initial MacArthur ladder scores with retest scores, the number of individuals with disagreements between the two scores decreased from 21 to 10 and the correlation coefficient and weighted Kappa both increased by at least 0.03. Lastly, we found that when we categorized WAMI and MacArthur ladder scores into three groups, both had a linear trend association with history of asthma with effect sizes and AICs that differed by less than 15% and 2 points, respectively.
Our findings demonstrated fair agreement between the MacArthur ladder and WAMI scores. The agreement between the two SES measurements increased when they were further categorized into 3-5 categories, the form in which SES is often used in epidemiologic studies. The MacArthur score also performed similarly to WAMI in predicting a socio-economically sensitive health outcome. Researchers should consider subjective SES tools as an alternative method for measuring SES, particularly in large health studies where data collection is a burden.
主观“阶梯”测量社会经济地位(SES)是一种易于管理的工具,它要求受访者对自己的 SES 进行评级,使他们能够评估自己的物质资源,并确定自己在社区中的相对位置。在这里,我们试图比较麦克阿瑟主观社会地位量表与 WAMI,WAMI 是 SES 的一种客观衡量标准,其中包括水和卫生、资产所有权、教育和收入数据。
利用秘鲁利马的一项 595 例结核病患者研究,我们使用加权 Kappa 评分和斯皮尔曼秩相关系数比较了麦克阿瑟阶梯评分与 WAMI 评分。我们确定了超出 95%位数的异常值,并通过重新测试一部分参与者来评估评分之间不一致的稳定性。然后,我们使用赤池信息量准则(AIC)比较了两种 SES 评分系统与哮喘病史之间关联的逻辑回归模型的可预测性。
麦克阿瑟阶梯和 WAMI 评分之间的相关系数为 0.37,加权 Kappa 为 0.26。相关系数相差不到 0.04,Kappa 范围在 0.26 到 0.34 之间,表明有适度一致性。当我们用复测分数替代初始麦克阿瑟阶梯分数时,两个分数不一致的个体数量从 21 个减少到 10 个,相关系数和加权 Kappa 都增加了至少 0.03。最后,我们发现当我们将 WAMI 和麦克阿瑟阶梯分数分为三组时,两者都与哮喘病史呈线性趋势关联,其效应大小和 AIC 分别相差不到 15%和 2 个点。
我们的研究结果表明麦克阿瑟阶梯和 WAMI 评分之间存在适度一致性。当进一步分为 3-5 个类别时,这两种 SES 测量方法的一致性增加,这是 SES 在流行病学研究中常用的形式。麦克阿瑟评分在预测社会经济敏感健康结果方面与 WAMI 表现相似。研究人员应考虑将主观 SES 工具作为衡量 SES 的替代方法,特别是在数据收集负担较大的大型健康研究中。