Measuring performance on the Healthcare Access and Quality Index for 195 countries and territories and selected subnational locations: a systematic analysis from the Global Burden of Disease Study 2016
- PMID: 29893224
- PMCID: PMC5986687
- DOI: 10.1016/S0140-6736(18)30994-2
Measuring performance on the Healthcare Access and Quality Index for 195 countries and territories and selected subnational locations: a systematic analysis from the Global Burden of Disease Study 2016
Abstract
Background: A key component of achieving universal health coverage is ensuring that all populations have access to quality health care. Examining where gains have occurred or progress has faltered across and within countries is crucial to guiding decisions and strategies for future improvement. We used the Global Burden of Diseases, Injuries, and Risk Factors Study 2016 (GBD 2016) to assess personal health-care access and quality with the Healthcare Access and Quality (HAQ) Index for 195 countries and territories, as well as subnational locations in seven countries, from 1990 to 2016.
Methods: Drawing from established methods and updated estimates from GBD 2016, we used 32 causes from which death should not occur in the presence of effective care to approximate personal health-care access and quality by location and over time. To better isolate potential effects of personal health-care access and quality from underlying risk factor patterns, we risk-standardised cause-specific deaths due to non-cancers by location-year, replacing the local joint exposure of environmental and behavioural risks with the global level of exposure. Supported by the expansion of cancer registry data in GBD 2016, we used mortality-to-incidence ratios for cancers instead of risk-standardised death rates to provide a stronger signal of the effects of personal health care and access on cancer survival. We transformed each cause to a scale of 0-100, with 0 as the first percentile (worst) observed between 1990 and 2016, and 100 as the 99th percentile (best); we set these thresholds at the country level, and then applied them to subnational locations. We applied a principal components analysis to construct the HAQ Index using all scaled cause values, providing an overall score of 0-100 of personal health-care access and quality by location over time. We then compared HAQ Index levels and trends by quintiles on the Socio-demographic Index (SDI), a summary measure of overall development. As derived from the broader GBD study and other data sources, we examined relationships between national HAQ Index scores and potential correlates of performance, such as total health spending per capita.
Findings: In 2016, HAQ Index performance spanned from a high of 97·1 (95% UI 95·8-98·1) in Iceland, followed by 96·6 (94·9-97·9) in Norway and 96·1 (94·5-97·3) in the Netherlands, to values as low as 18·6 (13·1-24·4) in the Central African Republic, 19·0 (14·3-23·7) in Somalia, and 23·4 (20·2-26·8) in Guinea-Bissau. The pace of progress achieved between 1990 and 2016 varied, with markedly faster improvements occurring between 2000 and 2016 for many countries in sub-Saharan Africa and southeast Asia, whereas several countries in Latin America and elsewhere saw progress stagnate after experiencing considerable advances in the HAQ Index between 1990 and 2000. Striking subnational disparities emerged in personal health-care access and quality, with China and India having particularly large gaps between locations with the highest and lowest scores in 2016. In China, performance ranged from 91·5 (89·1-93·6) in Beijing to 48·0 (43·4-53·2) in Tibet (a 43·5-point difference), while India saw a 30·8-point disparity, from 64·8 (59·6-68·8) in Goa to 34·0 (30·3-38·1) in Assam. Japan recorded the smallest range in subnational HAQ performance in 2016 (a 4·8-point difference), whereas differences between subnational locations with the highest and lowest HAQ Index values were more than two times as high for the USA and three times as high for England. State-level gaps in the HAQ Index in Mexico somewhat narrowed from 1990 to 2016 (from a 20·9-point to 17·0-point difference), whereas in Brazil, disparities slightly increased across states during this time (a 17·2-point to 20·4-point difference). Performance on the HAQ Index showed strong linkages to overall development, with high and high-middle SDI countries generally having higher scores and faster gains for non-communicable diseases. Nonetheless, countries across the development spectrum saw substantial gains in some key health service areas from 2000 to 2016, most notably vaccine-preventable diseases. Overall, national performance on the HAQ Index was positively associated with higher levels of total health spending per capita, as well as health systems inputs, but these relationships were quite heterogeneous, particularly among low-to-middle SDI countries.
Interpretation: GBD 2016 provides a more detailed understanding of past success and current challenges in improving personal health-care access and quality worldwide. Despite substantial gains since 2000, many low-SDI and middle-SDI countries face considerable challenges unless heightened policy action and investments focus on advancing access to and quality of health care across key health services, especially non-communicable diseases. Stagnating or minimal improvements experienced by several low-middle to high-middle SDI countries could reflect the complexities of re-orienting both primary and secondary health-care services beyond the more limited foci of the Millennium Development Goals. Alongside initiatives to strengthen public health programmes, the pursuit of universal health coverage hinges upon improving both access and quality worldwide, and thus requires adopting a more comprehensive view-and subsequent provision-of quality health care for all populations.
Funding: Bill & Melinda Gates Foundation.
Copyright © 2018 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license. Published by Elsevier Ltd.. All rights reserved.
Figures









Comment in
-
Going further to measure improvements in health-care access and quality.Lancet. 2018 Jun 2;391(10136):2190-2192. doi: 10.1016/S0140-6736(18)30987-5. Epub 2018 May 24. Lancet. 2018. PMID: 29803588 No abstract available.
-
Global challenges for respiratory health-care access and quality.Lancet Respir Med. 2018 Jul;6(7):491. doi: 10.1016/S2213-2600(18)30237-6. Epub 2018 Jun 7. Lancet Respir Med. 2018. PMID: 29886023 No abstract available.
-
The Nordic countries on top of the world - what next?Scand J Prim Health Care. 2018 Dec;36(4):353-354. doi: 10.1080/02813432.2018.1533668. Epub 2018 Nov 5. Scand J Prim Health Care. 2018. PMID: 30394828 Free PMC article. No abstract available.
Similar articles
-
Healthcare Access and Quality Index based on mortality from causes amenable to personal health care in 195 countries and territories, 1990-2015: a novel analysis from the Global Burden of Disease Study 2015.Lancet. 2017 Jul 15;390(10091):231-266. doi: 10.1016/S0140-6736(17)30818-8. Epub 2017 May 18. Lancet. 2017. PMID: 28528753 Free PMC article.
-
Global, regional, and national age-sex specific mortality for 264 causes of death, 1980-2016: a systematic analysis for the Global Burden of Disease Study 2016.Lancet. 2017 Sep 16;390(10100):1151-1210. doi: 10.1016/S0140-6736(17)32152-9. Lancet. 2017. PMID: 28919116 Free PMC article.
-
Forecasting life expectancy, years of life lost, and all-cause and cause-specific mortality for 250 causes of death: reference and alternative scenarios for 2016-40 for 195 countries and territories.Lancet. 2018 Nov 10;392(10159):2052-2090. doi: 10.1016/S0140-6736(18)31694-5. Epub 2018 Oct 16. Lancet. 2018. PMID: 30340847 Free PMC article.
-
Global, regional, and national time trends in incidence for tuberculosis, 1990-2019: An age-period-cohort analysis for the Global Burden of Disease 2019 study.Heart Lung. 2024 May-Jun;65:19-30. doi: 10.1016/j.hrtlng.2024.01.009. Epub 2024 Feb 19. Heart Lung. 2024. PMID: 38377628 Review.
-
Addressing the Impact of Noncommunicable Diseases and Injuries (NCDIs) in Ethiopia: Findings and Recommendations from the Ethiopia NCDI Commission.Ethiop J Health Sci. 2022 Jan;32(1):161-180. doi: 10.4314/ejhs.v32i1.18. Ethiop J Health Sci. 2022. PMID: 35250228 Free PMC article. Review.
Cited by
-
Age-sex specific pulmonary embolism-related mortality in the USA and Canada, 2000-18: an analysis of the WHO Mortality Database and of the CDC Multiple Cause of Death database.Lancet Respir Med. 2021 Jan;9(1):33-42. doi: 10.1016/S2213-2600(20)30417-3. Epub 2020 Oct 12. Lancet Respir Med. 2021. PMID: 33058771 Free PMC article.
-
Predicting the environmental suitability and population at risk of podoconiosis in Africa.PLoS Negl Trop Dis. 2020 Aug 27;14(8):e0008616. doi: 10.1371/journal.pntd.0008616. eCollection 2020 Aug. PLoS Negl Trop Dis. 2020. PMID: 32853202 Free PMC article. Review.
-
Regional burden of chronic kidney disease in North Africa and Middle East during 1990-2019; Results from Global Burden of Disease study 2019.Front Public Health. 2022 Oct 11;10:1015902. doi: 10.3389/fpubh.2022.1015902. eCollection 2022. Front Public Health. 2022. PMID: 36304241 Free PMC article.
-
Temporal patterns of cancer burden in Asia, 1990-2019: a systematic examination for the Global Burden of Disease 2019 study.Lancet Reg Health Southeast Asia. 2024 Jan 2;21:100333. doi: 10.1016/j.lansea.2023.100333. eCollection 2024 Feb. Lancet Reg Health Southeast Asia. 2024. PMID: 38361599 Free PMC article.
-
Global Epidemiological Features of Human Monkeypox Cases and Their Associations With Social-Economic Level and International Travel Arrivals: A Systematic Review and Ecological Study.Int J Public Health. 2023 Jan 20;68:1605426. doi: 10.3389/ijph.2023.1605426. eCollection 2023. Int J Public Health. 2023. PMID: 36743344 Free PMC article. Review.
References
-
- WHO . World Health Organization; Geneva: 2000. The World Health Report 2000—health systems: improving performance.
-
- WHO . World Health Organization; Geneva: 2007. Everybody's business: strengthening health systems to improve health outcomes: WHO's framework for action.
-
- WHO . World Health Organization; Almaty: 1978. Declaration of Alma-Ata.
-
- UN . United Nations; New York: 2015. Transforming our world: the 2030 Agenda for Sustainable Development.
Publication types
MeSH terms
Grants and funding
- 201900/Z/16/Z/WT_/Wellcome Trust/United Kingdom
- 206471/Z/17/Z/WT_/Wellcome Trust/United Kingdom
- MC_UU_12026/2/MRC_/Medical Research Council/United Kingdom
- MC_UP_A620_1014/MRC_/Medical Research Council/United Kingdom
- 109949/Z/15/Z/WT_/Wellcome Trust/United Kingdom
- MR/K006525/1/MRC_/Medical Research Council/United Kingdom
- MC_U147585827/MRC_/Medical Research Council/United Kingdom
- MC_UU_12017/15/MRC_/Medical Research Council/United Kingdom
- SCAF/15/02/CSO_/Chief Scientist Office/United Kingdom
- MC_UU_12017/13/MRC_/Medical Research Council/United Kingdom
- G0400491/MRC_/Medical Research Council/United Kingdom
- MC_U147585819/MRC_/Medical Research Council/United Kingdom
- MC_UU_12011/1/MRC_/Medical Research Council/United Kingdom
- T32 HD007242/HD/NICHD NIH HHS/United States
- WT_/Wellcome Trust/United Kingdom
- MR/P002404/1/MRC_/Medical Research Council/United Kingdom
- MR/M015084/1/MRC_/Medical Research Council/United Kingdom
- MC_U147585824/MRC_/Medical Research Council/United Kingdom
LinkOut - more resources
Full Text Sources
- ClinicalKey
- Diposit Digital de la Universitat de Barcelona - Access Free Full Text
- Elsevier Science
- Europe PubMed Central
- Kyoto University Research Information Repository - Articles
- PubMed Central
- Spiral, Imperial College Digital Repository
- eScholarship, University of California - Access Free Full Text
Other Literature Sources
Medical
Research Materials
Miscellaneous