Using Data to Identify Disparities: Issues, Limitations, Cautions Richard J. Klein, MPH
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Using Data to Identify Disparities: Issues, Limitations, Cautions Richard J. Klein, MPH National Center for Health Statistics Centers for Disease Control and Prevention DHHS Office of Civil Rights Title VI Training Conference Philadelphia, PA August 13, 2002 Public Health Service Region IV D.C. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Data sources Population-based sample surveys Self-reported race/ethnicity Subject to sampling error Encounter-based sample surveys Administrative records Proxy-reported race/ethnicity (observation?) Subject to sampling error Data sources (cont.) Vital records – deaths Complete counts Proxy race/ethnicity Vital records – births/infant deaths (linked) Complete counts "Self"-reported race/ethnicity Census data Complete counts/sample surveys "Self"-reported race/ethnicity Modes of data collection Personal interview Examination Administrative / Vital records Telephone Mail / Internet / Other Data issues Age adjustment Cause of death classification Data reliability Race/ethnicity misclassification Revision of OMB standards for race/ethnicity Telephone coverage Age adjustment Comparison of diabetes prevalence*: United States, by specified race, 1999 Rate per 100,000 population 100 80 60 40 20 0 American Indian/ Black/African American, Alaska Native** not-Hispanic Asian/Pacific Islander** White, not-Hispanic *Diabetes that has been diagnosed by a physician. **Includes persons of Hispanic and non-Hispanic origin. ***Persons of Hispanic origin may be any race. Age-adjusted rates are adjusted to the year 2000 standard population. Source: National Health Interview Survey (NHIS), Centers for Disease Control and Prevention, NCHS. Hispanic*** Comparison of diabetes prevalence*: United States, by specified race, 1999 Rate per 100,000 population 100 Age-adjusted rate Crude rate 80 60 40 20 0 American Indian/ Black/African American, Alaska Native** not-Hispanic Asian/Pacific Islander** White, not-Hispanic *Diabetes that has been diagnosed by a physician. **Includes persons of Hispanic and non-Hispanic origin. ***Persons of Hispanic origin may be any race. Age-adjusted rates are adjusted to the year 2000 standard population. Source: National Health Interview Survey (NHIS), Centers for Disease Control and Prevention, NCHS. Hispanic*** 15 Leading causes of death, 1999 US Cause of death** rank* … 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 All causes Diseases of heart Malignant neoplasms Cerebrovascular diseases Chronic lower respiratory disease Accidents (unintentional injuries) Diabetes mellitus Influenza and pneumonia Alzheimer's disease Nephritis, nephrotic syndrome and nephrosis Septicemia Intentional self-harm (suicide) Chronic liver disease and cirrhosis Hypertension and hypertensive renal disease Assault (homicide) Aortic aneurysm and dissection United States 881.9 267.8 202.7 61.8 45.8 35.9 25.2 23.6 16.5 13.1 11.3 10.7 9.7 6.3 6.2 5.8 Region IV Black/African Total American Age-adjusted death rate*** 932.6 1199.6 279.8 343.6 208.2 256.0 66.4 97.1 48.1 33.2 43.7 49.4 25.1 51.8 23.8 26.9 17.2 12.7 14.1 32.8 11.9 23.9 12.1 5.2 10.1 10.0 7.1 19.5 7.7 18.0 5.8 4.7 *Rank based on number of deaths. **Cause-of-death definitions may differ for those used in Healthy People 2010 and the Leading Health Indicators. ***Age-adjusted rates per 100,000 standard population based on year 2000 standard. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. Diabetes death* rates: United States and Region IV, by specified race, 1999 Age-adjusted rate per 100,000 standard population 200 United States Region IV 2010 target (US) 150 100 50 0 American Indian/ Black/African American, Alaska Native** not-Hispanic Asian/Pacific Islander** White, not-Hispanic *Diabetes deaths are classified by ICD-10 codes: E10-E14 and may be the underlying or contributing cause of death. **Includes persons of Hispanic and non-Hispanic origin. ***Persons of Hispanic origin may be any race. Rates are age-adjusted to the year 2000 standard population. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. Hispanic*** Age-adjusted rate per 100,000 standard population Diabetes death* rates: United States and Region IV States, by race, 1999 200 Total population Black/African American 150 100 50 0 *Diabetes deaths are classified by ICD-10 codes: E10-E14 and may be the underlying or contributing cause of death. Rates are age-adjusted to the year 2000 standard population. Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. 2010 target (US) Cause of death classification Cerebrovascular disease (stroke)* death rates: United States and Region IV, by specified race, 1999 Age-adjusted rate per 100,000 standard population 140 United States Region IV 2010 target (US) 120 100 80 60 40 20 0 American Indian/ Alaska Native** Black/African American, not-Hispanic Asian/Pacific Islander** White, not-Hispanic *Stroke deaths are classified by ICD-10 codes: I60-I69. **Includes persons of Hispanic and non-Hispanic origin. ***Persons of Hispanic origin may be any race. Rates are age-adjusted to the year 2000 standard population. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. Hispanic*** Cerebrovascular disease (stroke)* death rates: United States and Region IV States, by race, 1999 Age-adjusted rate per 100,000 standard population 140 Total population Black/African American 120 100 80 60 40 20 0 *Stroke deaths are classified by ICD-10 codes: I60-I69. Rates are age-adjusted to the year 2000 standard population. Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. 2010 target (US) Age-adjusted rate per 100,000 standard population Human immunodeficiency virus (HIV)* death rates: United States and Region IV, by specified race, 1999 50 United States Region IV 2010 target (US) 40 30 20 10 0 Black/African American, not-Hispanic White, not-Hispanic Hispanic*** *HIV deaths are classified by ICD-10 codes: I11, I20-I25. Rates are age-adjusted to the year 2000 standard population. American Indian/Alaska Native and Asian/Pacific Islander death rates from HIV are unreliable in Region IV. Information on these populations have been suppressed. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. Human immunodeficiency virus (HIV)* death rates: United States and Region IV States, by race, 1999 Age-adjusted rate per 100,000 standard population 50 Total population Black/African American 40 30 20 10 0 *HIV deaths are classified by ICD-10 codes: I11, I20-I25. Rates are age-adjusted to the year 2000 standard population. Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. 2010 target (US) Data reliability Percent of people under 65 years with health insurance coverage: United States and Region IV, by specified race, 2000 United States Age-adjusted percent 100 Region IV 2010 target (US) 80 60 40 20 0 American Indian/ Black/African American, Alaska Native* not-Hispanic Asian/Pacific Islander* White, not-Hispanic I = 95% confidence interval. *Includes persons of Hispanic and non-Hispanic origin. **Persons of Hispanic origin may be any race. Percents are age-adjusted to the year 2000 standard population. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: National Health Interview Survey (NHIS), Centers for Disease Control and Prevention, NCHS. Hispanic** Percent of people under 65 years with health insurance coverage: United States and Region IV States, by race, 2000 Total population Age-adjusted percent 100 Black/African American 2010 target (US) 80 60 40 20 0 I = 95% confidence interval. Percents are age-adjusted to the year 2000 standard population. Source: National/Regional - National Health Interview Survey (NHIS), Centers for Disease Control and Prevention, NCHS; State – Behavioral Risk Factor Surveillance System (BRFSS), Centers for Disease Control and Prevention, NCCDPHP. Percent of women 40 and older who have received a mammogram within the past 2 years: United States and Region IV, by specified race, 2000 United States Region IV Age-adjusted percent 100 2010 target (US) 80 60 40 20 0 Black/African American, not-Hispanic White, not-Hispanic Hispanic* I = 95% confidence interval. *Persons of Hispanic origin may be any race. Percents are age-adjusted to the year 2000 standard population. American Indian/Alaska Native and Asian/Pacific Islander mammogram rates are unreliable for Region IV. Information for these populations have been suppressed. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: National Health Interview Survey (NHIS), Centers for Disease Control and Prevention, NCHS. Percent of women 40 and older who have received a mammogram within the past 2 years: United States and Region IV States, by race, 2000 Total population Age-adjusted percent 100 Black/African American 2010 target (US) 80 60 40 20 0 I = 95% confidence interval. Percents are age-adjusted to the year 2000 standard population. Source: National/Regional - National Health Interview Survey (NHIS), Centers for Disease Control and Prevention, NCHS; State – Behavioral Risk Factor Surveillance System (BRFSS), Centers for Disease Control and Prevention, NCCDPHP. Race/ethnicity classification Race/Ethnicity classification Self-reported- considered most reliable Census Birth certificate- self-reported by mother Report by observation or proxy- may reflect misclassification Death certificate Underestimation of deaths and death rates Hospital reporting method sometimes unclear Percent distribution of the population by specified race/ethnicity: United States and Region IV, 2000 80 United States Region IV Percent 60 40 20 0 American Indian/ Black/African American, Alaska Native* not-Hispanic Asian/Pacific Islander* White, not-Hispanic *Includes persons of Hispanic and non-Hispanic origin. **Persons of Hispanic origin may be any race. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: Census 2000 Summary File 1, US Bureau of the Census. Hispanic** Percent of mothers who began prenatal care in the first trimester of pregnancy: United States and Region IV, by specified race, 2000 100 United States Region IV 2010 target (US) Percent 80 60 40 20 0 American Indian/ Black/African American, Alaska Native* not-Hispanic Asian/Pacific Islander* White, not-Hispanic *Includes persons of Hispanic and non-Hispanic origin. **Persons of Hispanic origin may be any race. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee. Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. Hispanic** Age-adjusted rate per 100,000 standard population Chronic lower respiratory disease* death rates for people 45 years and older: United States and Region IV, by specified race, 1999 175 United States Region IV 150 125 100 75 2010 target (US) 50 25 0 American Indian/ Black/African American, Alaska Native** not-Hispanic Asian/Pacific Islander** White, not-Hispanic *Chronic lower respiratory disease deaths are classified by ICD-10 codes: J40-J47. **Includes persons of Hispanic and non-Hispanic origin. ***Persons of Hispanic origin may be any race. Rates are age-adjusted to the year 2000 standard population. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee Source: National Vital Statistics System (NVSS), Centers for Disease Control and Prevention, NCHS. Hispanic*** Revision of OMB standards for race/ethnicity any mention! Percent of children 19 to 35 months who are fully immunized*: United States and Region IV, By specified race, 2000 100 2010 target (US) Percent 80 60 40 20 0 Asian, not-Hispanic Black/African American, not-Hispanic White, not-Hispanic Hispanic** I = 95% confidence interval. *Four or more doses of DTP, three or more doses of poliovirus, one or more doses of MCV, three or more doses of Hib, and three or more doses of HepB. **Persons of Hispanic origin may be any race. American Indian/Alaska Native immunization rates are unreliable for Region IV. Information on this population has been suppressed. Region IV: Alabama, Florida, Georgia, Kentucky, Mississippi, North Carolina, South Carolina, Tennessee. Source: National Immunization Survey (NIS), Centers for Disease Control and Prevention, NIP and NCHS. Telephone coverage Limitations of telephone surveys Surveys only capture persons with telephones Possible biased response due to cell phones Accuracy of responses Low response rate due to answering machines, Caller ID, etc. Obesity* in adults 20 years and older: United States, 1999 Age-adjusted percent 35 30 25 20 15 10 5 0 BRFSS NHIS NHANES** I = 95% confidence interval. *Obesity is defined as BMI > 30 **NHANES data are for adults 20 –74 years and for years 1999-2000 combined. Percents are age-adjusted to the year 2000 standard population. Source: Behavioral Risk Factor Surveillance System (BRFSS), Centers for Disease Control and Prevention, NCCDPHP; National Health Interview Survey (NHIS), Centers for Disease Control and Prevention, NCHS; National Health and Nutrition Examination Survey (NHANES), Centers for Disease Control and Prevention, NCHS. For more information: National Center for Health Statistics www.cdc.gov/nchs DATA2010 wonder.cdc.gov/data2010 Healthy People 2010 www.health.gov/healthypeople