Measurement of Health Disparities, Health Inequities, and Social Determinants of Health to Support the Advancement of Health Equity
Open accessAbstract
Reduction of health disparities and advancement of health equity in the United States require high-quality data indicative of where the nation stands vis-à-vis health equity, as well as proper analytic tools to facilitate accurate interpretation of these data. This article opens with an overview of health equity and social determinants of health. It then proposes a set of recommended practices in measurement of health disparities, health inequities, and social determinants of health at the national level to support the advancement of health equity, highlighting that (1) differences in health and its determinants that are associated with social position are important to assess; (2) social and structural determinants of health should be assessed and multiple levels of measurement should be considered; (3) the rationale for methodological choices made and measures chosen should be made explicit; (4) groups to be compared should be simultaneously classified by multiple social statuses; and (5) stakeholders and their communication needs can often be considered in the selection of analytic methods. Although much is understood about the role of social determinants of health in shaping the health of populations, researchers should continue to advance understanding of the pathways through which they operate on particular health outcomes. There is still much to learn and implement about how to measure health disparities, health inequities, and social determinants of health at the national level, and the challenges of health equity persist. We anticipate that the present discussion will contribute to the laying of a foundation for standard practice in the monitoring of national progress toward achievement of health equity.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Vulnerable patients are often excluded from health care innovations.
“Vulnerable patients are often excluded from health care innovations and might have limited access to digital devices.38,39”
From Implementing a PROACTive Care Pathway to Empower and Support Survivors of Breast Cancer (2023) · cites this paper as [39]
Vulnerable patients might have limited access to digital devices.
“Vulnerable patients are often excluded from health care innovations and might have limited access to digital devices.38,39”
From Implementing a PROACTive Care Pathway to Empower and Support Survivors of Breast Cancer (2023) · cites this paper as [39]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Closing the gap in a generation: health equity through action on the social determinants of health
Marmot, M. G., Friel, S., Bell, R., Houweling, T. A. J., & Taylor, S. A. J. (2008) · The Lancet · doi:10.1016/s0140-6736(08)61690-6 · Cited by 8,238 · see citing works
The social determinants of health: It’s time to consider the causes of the causes
Braveman, P., & Gottlieb, L. (2014) · Public Health Reports® · doi:10.1177/00333549141291s206 · Cited by 3,861 · see citing works
The Social Determinants of Health: Coming of Age
Braveman, P., Egerter, S., & Williams, D. R. (2011) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-031210-101218 · Cited by 2,476 · see citing works
The Concepts and Principles of Equity and Health
Whitehead, M. (1992) · International Journal of Health Services · doi:10.2190/986l-lhq6-2vte-yrrn · Cited by 2,284 · see citing works
Braveman, P., & Gruskin, S. (2003) · Journal of Epidemiology & Community Health · doi:10.1136/jech.57.4.254 · Cited by 1,841 · see citing works
On the measurement of inequalities in health
Wagstaff, A., Paci, P., & van Doorslaer, E. (1991) · Social Science & Medicine · doi:10.1016/0277-9536(91)90212-u · Cited by 1,810 · see citing works
Health disparities and health equity: Concepts and measurement
Braveman, P. (2006) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.27.021405.102103 · Cited by 1,570 · see citing works
Mackenbach, J. P., & Kunst, A. E. (1997) · Social Science & Medicine · doi:10.1016/s0277-9536(96)00073-1 · Cited by 1,343 · see citing works
Health Disparities and Health Equity: The Issue Is Justice
Braveman, P., Kumanyika, S., Fielding, J. E., LaVeist, T. A., Borrell, L. N., Manderscheid, R., & Troutman, A. (2011) · American Journal of Public Health · doi:10.2105/ajph.2010.300062 · Cited by 996 · see citing works
What types of interventions generate inequalities? Evidence from systematic reviews
Lorenc, T., Petticrew, M., Welch, V., & Tugwell, P. (2013) · Journal of Epidemiology and Community Health · doi:10.1136/jech-2012-201257 · Cited by 927 · see citing works
Paradox lost: Explaining the hispanic adult mortality advantage
Palloni, A., & Arias, E. (2004) · Demography · doi:10.1353/dem.2004.0024 · Cited by 898 · see citing works
Explaining trends in inequities: evidence from Brazilian child health studies
Victora, C. G., Vaughan, J. P., Barros, F. C., Silva, A. C., & Tomasi, E. (2000) · The Lancet · doi:10.1016/s0140-6736(00)02741-0 · Cited by 768 · see citing works
Sen, A. K. (2002) · Health Economics · doi:10.1002/hec.762 · Cited by 724 · see citing works
Social determinants of health equity
Marmot, M., & Allen, J. J. (2014) · American Journal of Public Health · doi:10.2105/ajph.2014.302200 · Cited by 711 · see citing works
The political origins of health inequity: prospects for change
Ottersen, O. P., Dasgupta, J., Blouin, C., Buss, P., Chongsuvivatwong, V., Frenk, J., Fukuda-Parr, S., Gawanas, B. P., Giacaman, R., Gyapong, J., et al. (2014) · The Lancet · doi:10.1016/s0140-6736(13)62407-1 · Cited by 683 · see citing works
Social Class Inequality in Mortality From 1921 to 1972 in England and Wales
Pamuk, E. R. (1985) · Population Studies · doi:10.1080/0032472031000141256 · Cited by 416 · see citing works
Implicit Value Judgments in the Measurement of Health Inequalities
Harper, S. B., King, N. B., Meersman, S. C., Reichman, M. E., Breen, N., & Lynch, J. W. (2010) · Milbank Quarterly · doi:10.1111/j.1468-0009.2010.00587.x · Cited by 309 · see citing works
Dominguez, K. L., Penman‐Aguilar, A., Chang, M., Moonesinghe, R., Castellanos, T. J., Rodríguez-Lainz, A., & Schieber, R. A. (2015) · PubMed Central · Cited by 306 · see citing works
Self-citationWhat is Health Equity: And How Does a Life-Course Approach Take Us Further Toward It?
Braveman, P. (2013) · Maternal and Child Health Journal · doi:10.1007/s10995-013-1226-9 · Cited by 290 · see citing works
Methodological issues in measuring health disparities.
Keppel, K. G., Pamuk, E. R., Lynch, J. W., Carter‐Pokras, O., Insun, K., Mays, V. M., Pearcy, J. N., Schoenbach, V. J., & Weissman, J. S. (2005) · PubMed · Cited by 290 · see citing works
Inequality aversion, health inequalities and health achievement
Wagstaff, A. R. (2002) · Journal of Health Economics · doi:10.1016/s0167-6296(02)00006-1 · Cited by 284 · see citing works
Use of relative and absolute effect measures in reporting health inequalities: structured review
King, N. B., Harper, S. B., & Young, M. E. (2012) · BMJ · doi:10.1136/bmj.e5774 · Cited by 249 · see citing works
Harper, S. B., Lynch, J. W., Meersman, S. C., Breen, N., Davis, W. W., & Reichman, M. E. (2008) · American Journal of Epidemiology · doi:10.1093/aje/kwn016 · Cited by 235 · see citing works
Monitoring equity in health and healthcare: a conceptual framework.
Braveman, P. (2003) · PubMed · Cited by 210 · see citing works
(2013) · PubMed · Cited by 186 · see citing works
Koh, H. K., Graham, G. N., & Glied, S. (2011) · Health Affairs · doi:10.1377/hlthaff.2011.0673 · Cited by 176 · see citing works
Integrating Multiple Social Statuses in Health Disparities Research: The Case of Lung Cancer
Williams, D. R., Kontos, E. Z., Viswanath, K., Haas, J. S., Lathan, C. S., MacConaill, L. E., Chen, J. T., & Ayanian, J. Z. (2012) · Health Services Research · doi:10.1111/j.1475-6773.2012.01404.x · Cited by 135 · see citing works
Health inequalities and social inequalities in health.
Braveman, P., Krieger, N. R., & Lynch, J. W. (2000) · PubMed · Cited by 104 · see citing works
Rationale for regular reporting on health disparities and inequalities - United States.
Truman, B. I., Smith, K. C., Roy, K., Chen, Z., Moonesinghe, R., Zhu, J., Crawford, C. G., & Zaza, S. (2011) · PubMed · Cited by 83 · see citing works
Self-citationIncorporating concepts of inequality and inequity into health benefits analysis
Levy, J. I., Chemerynski, S., & Tuchmann, J. L. (2006) · International Journal for Equity in Health · doi:10.1186/1475-9276-5-2 · Cited by 79 · see citing works
Understanding Public Resistance to Messages About Health Disparities
Gollust, S. E., & Cappella, J. N. (2014) · Journal of Health Communication · doi:10.1080/10810730.2013.821561 · Cited by 79 · see citing works
Meyer, P. A., Penman‐Aguilar, A., Campbell, V. A., Graffunder, C., O’Connor, A. E., & Yoon, P. W. (2013) · PubMed · Cited by 66 · see citing works
Self-citationAccess to healthier food retailers - United States, 2011.
Grimm, K. A., Moore, L. V., & Scanlon, K. S. (2013) · PubMed · Cited by 36 · see citing works
Hutchins, S. S., Jiles, R. B., & Bernier, R. (2004) · The Journal of Infectious Diseases · doi:10.1086/379651 · Cited by 35 · see citing works
Education and income - United States, 2009 and 2011.
Beckles, G. L., & Truman, B. I. (2013) · PubMed · Cited by 33 · see citing works
Self-citationUse of Data Systems to Address Social Determinants of Health: A Need to Do More
Harrison, K. M., & Dean, H. D. (2011) · Public Health Reports · doi:10.1177/00333549111260s301 · Cited by 33 · see citing works
Breen, N., Scott, S., Percy‐Laurry, A., et al. (2014) · American Journal of Public Health · doi:10.2105/ajph.2014.301982 · Cited by 29 · see citing works
Sadana, R., & Harper, S. B. (2011) · Public Health Reports · doi:10.1177/00333549111260s302 · Cited by 16 · see citing works
Dean, H. D., Roberts, G. W., Bouye, K. E., Green, Y., & McDonald, M. (2015) · Journal of Public Health Management and Practice · doi:10.1097/phh.0000000000000305 · Cited by 13 · see citing works
Self-citationA reference-invariant health disparity index based on Rényi divergence
Talih, M. (2013) · The Annals of Applied Statistics · doi:10.1214/12-aoas621 · Cited by 12 · see citing works
Self-citationUnemployment - United States, 2006 and 2010.
Athar, H. M., Chang, M., Hahn, R. A., Walker, E., & Yoon, P. W. (2013) · PubMed · Cited by 10 · see citing works
Examining socioeconomic health disparities using a rank-dependent Rényi index
Talih, M. (2015) · The Annals of Applied Statistics · doi:10.1214/15-aoas822 · Cited by 7 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 6
- [8]Institute of Medicine Unequal Treatment: Confronting Racial and Ethnic Disparities in Healthcare Washington, DC National Academies Press 2003 25032386
- [13]Penman-Aguilar A Bouye K Liburd LC Background and rationale MMWR Surveill Summ 2014 63 suppl 1 3 4 24743660
- [34]Harper S Lynch J Selected Comparisons of Measures of Health Disparities: A Review Using Databases Relevant to Healthy People 2010 Cancer-Related Objectives, in NCI Cancer Surveillance Monograph Series Bethesda, MD National Cancer Institute 2007
- [38]Frohlich KL Potvin L Transcending the known in public health practice: the inequality paradox: the population approach and vulnerable populations Am J Public Health 2008 98 2 216 221 18172133 PMC2376882
- [39]Rose G Sick individuals and sick populations. 1985 Bull World Health Organ 2001 79 10 990 996 11693983 PMC2566665
- [45]Pamuk ER Social class inequality in infant mortality in England and Wales from 1921 to 1980 Eur J Popul 1988 4 1 1 21 11611750
Cited by
Sorted by citations
THIMM‐KAISER, M., BENZEKRI, A., & GUILAMO‐RAMOS, V. (2023) · The Milbank Quarterly · doi:10.1111/1468-0009.12642 · Cited by 114 · see citing works
Dankwa-Mullan, I., Scheufele, E. L., Matheny, M. E., Quintana, Y., Chapman, W. W., Jackson, G., & South, B. R. (2021) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.2021.0065 · Cited by 108 · see citing works
van Roode, T., Pauly, B. M., Marcellus, L., Strosher, H. W., Shahram, S., Dang, P., Kent, A., & MacDonald, M. (2020) · International Journal for Equity in Health · doi:10.1186/s12939-020-01276-3 · Cited by 40 · see citing works
Sankar, B. S., Gilliland, D., Rincon, J., Hermjakob, H., Yan, Y., Adam, I., Lemaster, G., Wang, D., Watson, K., Bui, A., et al. (2024) · Bioengineering · doi:10.3390/bioengineering11100984 · Cited by 26 · see citing works
Implementing a PROACTive Care Pathway to Empower and Support Survivors of Breast Cancer
Franzoi, M. A., Degousée, L., Martin, E., Semedo, P. M., Aupomerol, M., Soldato, D., Di Meglio, A., Chiodi, C., Barbier, A., Chaouachi, H., et al. (2023) · JCO Oncology Practice · doi:10.1200/op.23.00016 · Cited by 18 · see citing works
Domínguez-Ares, E., Martín-Olmedo, P., & Iglesias-Merchan, C. (2020) · Environmental Impact Assessment Review · doi:10.1016/j.eiar.2020.106445 · Cited by 6 · see citing works
- Authors
- Penman-Aguilar, A., Talih, M., Huang, D., Moonesinghe, R., Bouye, K., & Beckles, G.
- Affiliations
- Centers for Disease Control and Prevention (US)
- Venue
- Journal of Public Health Management and Practice
- Published
- 2016-01
- Volume
- 22
- Issue
- Supplement 1
- Pages
- S33-S42
- ISSN
- 1078-4659 (ISSN-L)
- PMC
- PMC5845853
- OpenAlex
- W2435667741
- Cited by
- 293
- References
- 42
- Citations by year
- 2026: 19 · 2025: 34 · 2024: 53 · 2023: 46 · 2022: 47 · 2021: 37 · 2020: 23 · 2019: 15 · 2018: 5 · 2017: 5 · 2016: 6 · 2015: 1 · 2014: 1
- FWCI
- 7.04
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Public Health Management and Practice (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health (CC999999)
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Social Sciences › Health › Public Health and Social Inequalities
- Health Sciences › Health Professions › General Health Professions › Public Health Policies and Education
- Keywords
- health disparities, social determinants of health, health equity, measurement practices, social status, structural determinants of health, multilevel measurement, stakeholder communication
- MeSH terms
- Health Equity, Humans, United States, Health Status Disparities, Social Determinants of Health
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review