Problems With the Collection and Interpretation of Asian-American Health Data: Omission, Aggregation, and Extrapolation
Introduction
Asian Americans are the fastest growing racial/ethnic group in the United States, with a population of more than 14 million as of 2010, and projected to grow to nearly 38 million in 2050 (1). The six largest Asian-American subgroups (Asian Indian, Chinese, Filipino, Japanese, Korean, and Vietnamese) comprise approximately 97% of the Asian American population (single race) (2). Asian Americans are also a heterogeneous group, with unique socioeconomic profiles and language abilities (Table 1) (3). There is a wide spectrum of education, household income, and language ability with Asian Indians in the higher and Koreans and Vietnamese in the lower range of these standard sociodemographic indicators. However, Asian-American subgroups are frequently combined into a single Asian category, masking heterogeneity among the subgroups. Data on Asian American health, particularly for the Asian subgroups, are scarce, and many health disparities for this population remain unknown.
Other researchers and advocacy groups have highlighted the importance of collecting and reporting data by Asian-American subgroups 4, 5, 6, 7. The Federal Government has recently taken steps to improve the collection of Asian American health data. In 2009, President Obama signed Executive Order 13515, reinstating President Clinton's Executive Order 13125 that established the President's Advisory Commission, the Federal Interagency Working Group, and the Office of the White House Initiative to improve the health, education, and economic status of the Asian-American and Pacific Islander community (8). President Obama highlighted the need to disaggregate data by Asian American subgroup (8).
As of 2010, Section 4302 of the Affordable Care Act requires that all health surveys sponsored by the Department of Health and Human Services (HHS), such as the National Health Interview Survey (NHIS), the National Medical Expenditure Panel Survey, and the National Immunization Survey, include standardized information on race, ethnicity, sex, primary language, and disability status (Table 2) (9). Disaggregation is only the first step in providing meaningful health data for this group. We must also seek to adequately sample Asian subgroups to provide statistically stable estimates across groups and to offer surveys in appropriate languages and through translators to ensure adequate representation of limited English proficiency and low health literacy populations.
Previous research and recent federal policy changes address the important issue of disaggregation of Asian-American health data by subgroup. However, few papers have examined the errors in interpretation of Asian-American health data, which are ongoing in the literature. This article will address the implications of recent federal policy changes data collection and reporting, as well as identify methods to improve the collection and interpretation of Asian-American health data, focusing on omission, aggregation, and extrapolation.
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History of Data Collection for Asian Americans
A brief history of data collection for Asian Americans will provide context for our discussion of the problems with the collection and interpretation of Asian American health data. The U.S. Census population data are extremely important for providing denominator data for disease incidence and prevalence statistics by race/ethnicity. The U.S. Census Bureau has collected data on race since the first U.S. decennial census in 1790 (10). Race data for Asian Americans were first collected in 1860 for
Omission of Asian-American Subjects
The omission of Asian-American subjects in health studies and surveys is one of the greatest problems in epidemiologic studies. Although the HHS data standards for race, ethnicity, and language greatly improve the collection of Asian -American health data, many national surveys like the Behavioral Risk Factor Surveillance Survey omit Asian Americans in the majority of their data reports and publications. Data from these comprehensive federal surveys of social and biological risk factors for
Aggregation of Asian-American Subgroups
When Asian Americans are included in health studies and surveys, their data are often reported for the aggregated group, which may mask differences among the subgroups, and, despite the Office of Management and Budget directive to separate Asian Americans from Pacific Islanders on race/ethnicity collection (11), the authors of some studies continue to report data for Asian Americans and Pacific Islanders combined, masking marked heterogeneity between these two large groups. The new HHS data
Extrapolation of Findings for Asian Americans
Most of our understanding of Asian-American health is determined on the basis of studies in which the authors have grouped Asian Americans together or examined one subgroup alone. The findings from studies that have examined one subgroup are often inappropriately interpreted and extrapolated, with findings from one subgroup presumed to be applicable to all other subgroups. One of the earliest studies to examine cardiovascular disease in Asian Americans, the Ni-Hon-San study (24), tracked rates
Recommendations
The Healthy People 2010 initiative called for the reduction of racial and ethnic health disparities as a national health priority (55). However, because of the omission and aggregation of data, and extrapolation of findings, for Asian Americans, we do not yet even have a clear understanding of what health disparities exist for this population. Those studies that have examined Asian-American subgroups have often focused on one group alone, leading to incorrect extrapolation—inaccurately
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