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<!doctype html><html><head><meta name="viewport" content="width=device-width, initial-scale=1" /><title>Health Inequality - Our World in Data</title><meta name="description" content="Sam Peltzman analyzes the inequality of life expectancy over time and between nations1. Instead of using a Gini coefficient for income2, he applies the same concept to years of life, resulting in a Gini coefficient for mortality. From the graph – that shows his data – we can see that life expectancy inequality fell in countries around the world. Notably the United States still experiences higher mortality inequality than many of its similarly-developed counterparts." /><link rel="canonical" href="https://ourworldindata.org/health-inequality" /><link rel="alternate" type="application/atom+xml" href="/atom.xml" /><meta property="fb:app_id" content="1149943818390250" /><meta property="og:url" content="https://ourworldindata.org/health-inequality" /><meta property="og:title" content="Health Inequality" /><meta property="og:description" content="Sam Peltzman analyzes the inequality of life expectancy over time and between nations1. Instead of using a Gini coefficient for income2, he applies the same concept to years of life, resulting in a Gini coefficient for mortality. From the graph – that shows his data – we can see that life expectancy inequality fell in countries around the world. Notably the United States still experiences higher mortality inequality than many of its similarly-developed counterparts." /><meta property="og:image" content="http://ourworldindata.org/wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-classtotweet.png" /><meta property="og:site_name" content="Our World in Data" /><meta name="twitter:card" content="summary_large_image" /><meta name="twitter:site" content="@OurWorldInData" /><meta name="twitter:creator" content="@OurWorldInData" /><meta name="twitter:title" content="Health Inequality" /><meta name="twitter:description" content="Sam Peltzman analyzes the inequality of life expectancy over time and between nations1. Instead of using a Gini coefficient for income2, he applies the same concept to years of life, resulting in a Gini coefficient for mortality. From the graph – that shows his data – we can see that life expectancy inequality fell in countries around the world. Notably the United States still experiences higher mortality inequality than many of its similarly-developed counterparts." /><meta name="twitter:image" content="http://ourworldindata.org/wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-classtotweet.png" /><link rel="stylesheet" href="/wp-content/themes/owid-theme/dist/owid.css" /></head><body><header class="SiteHeader"><nav id="owid-topbar"><a href="/" class="logo">Our World in Data</a><ul class="desktop"><li><form id="search-nav" action="https://google.com/search" method="GET"><input type="hidden" name="sitesearch" value="ourworldindata.org" /><input type="search" name="q" placeholder="Search..." /></form></li><li><a href="https://sdg-tracker.org" title="Sustainable Development Goals">SDGs</a></li><li><a href="/blog">Blog</a></li><li><a href="/about">About</a></li><li><a href="/support">Donate</a></li></ul><ul class="mobile"><li class="nav-button"><a 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class="starred">Air Pollution</a></li><li><a title="Starred pages are our best and most complete entries." href="/water-access-resources-sanitation" class="starred">Water Access, Resources & Sanitation</a></li><li><a title="Starred pages are our best and most complete entries." href="/ozone-layer" class="starred">Ozone Layer</a></li><li><a href="/oil-spills">Oil Spills</a></li></ul></li><li title="Technology" class="category"><a href="/#technology"><span>Technology</span></a><ul class="entries"><li><hr /></li><li><a href="/technology-adoption">Technology Diffusion & Adoption</a></li><li><a href="/technological-progress">Technological Progress</a></li></ul></li><li title="Growth & Inequality" class="category"><a href="/#growth-and-inequality"><span>Growth & Inequality</span></a><ul class="entries"><li><hr /></li><li><a title="Starred pages are our best and most complete entries." href="/economic-inequality-by-gender" class="starred">Economic inequality by gender</a></li><li><a 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href="/#culture"><span>Culture</span></a><ul class="entries"><li><hr /></li><li><a title="Starred pages are our best and most complete entries." href="/trust" class="starred">Trust</a></li><li><a href="/optimism-pessimism">Optimism & Pessimism</a></li></ul></li></ul></div><div id="entries-nav" class="desktop"></div></header><main><div class="clearfix page-with-sidebar"><div class="entry-sidebar"><nav class="entry-toc"><h3>Contents</h3><ol><li class="section"><a href="#empirical-view">I. Empirical View</a></li><li class="subsection"><a href="#mortality-inequality">I.1 Mortality Inequality</a></li><li class="subsection"><a href="#life-expectancy-by-age-in-the-uk">I.2 Life expectancy by age in the UK</a></li><li class="subsection"><a href="#inequality-by-socio-economic-class">I.3 Inequality by socio-economic class</a></li><li class="subsection"><a href="#disease-inequality">I.4 Disease Inequality</a></li><li class="section"><a href="#correlates-determinants-consequences">II. Correlates, Determinants & Consequences</a></li><li class="section"><a href="#data-sources">III. Data Sources</a></li></ol></nav></div><article class="page"><header class="article-header"><h1 class="entry-title">Health Inequality</h1><div class="authors-byline"><a href="/about/#team">by Max Roser</a><a class="citation-note js-only"><sup>[cite]</sup></a></div><div class="citation-guideline">Our articles and data visualizations rely on work from many different people and organizations. When citing this entry, please also cite the underlying data sources. This entry can be cited as:<br /><br />Max Roser (2018) - "Health Inequality". <em>Published online at OurWorldInData.org.</em> Retrieved from: 'https://ourworldindata.org/health-inequality' [Online Resource]</div></header><div class="article-content"><section><h2 id="empirical-view"><a class="deep-link" href="#empirical-view"></a>I. Empirical View</h2><h3 id="mortality-inequality"><a class="deep-link" href="#mortality-inequality"></a>I.1 Mortality Inequality</h3><p>Sam Peltzman analyzes the inequality of life expectancy over time and between nations<a id="ref-1" class="ref" href="#note-1"><sup>1</sup></a>. Instead of using a Gini coefficient for income<a id="ref-2" class="ref" href="#note-2"><sup>2</sup></a>, he applies the same concept to years of life, resulting in a Gini coefficient for mortality. From the graph – that shows his data – we can see that life expectancy inequality fell in countries around the world. Notably the United States still experiences higher mortality inequality than many of its similarly-developed counterparts.</p><p>Peltzman notes, that 'the changes in life expectancy represent not only a gain in welfare, by extending life on average, but have also contributed greatly to social equality. Indeed, the numerical decline in mortality Ginis seems to have exceeded the decline of income Ginis in the last century or so, and this might hint at a larger contribution to social equality from improved longevity than from income redistribution.'</p><figure data-grapher-src="https://ourworldindata.org/grapher/inequality-of-life-as-measured-by-mortality-gini-coefficient-1742-2002" class="grapherPreview"><a href="https://ourworldindata.org/grapher/inequality-of-life-as-measured-by-mortality-gini-coefficient-1742-2002" target="_blank"><div><img src="/exports/inequality-of-life-as-measured-by-mortality-gini-coefficient-1742-2002_v1_850x600.svg"></div></a></figure><h3 id="life-expectancy-by-age-in-the-uk"><a class="deep-link" href="#life-expectancy-by-age-in-the-uk"></a>I.2 Life expectancy by age in the UK</h3><p>We can see health inequality has decreased massively over the last 150 years or so from the following chart. Life expectancy differed massively between ages in 1845 – from 40 years for newborns to 79 for 70-year olds. Today the difference in life expectancies between these age groups is much smaller; Newborns can expect to live until age 81 to, and 70-year olds to age 86. This is because the chance of dying at a younger age has been steadily decreasing, which means that the equality of life expectancy across ages has increased.</p><h6>Total life expectancy in the UK by age, 1541-2001 – Max Roser<a id="ref-3" class="ref" href="#note-3"><sup>3</sup></a>
<p><iframe style="border: 0px none;" src="https://www.maxroser.com/owidUploads/nvd3/nvd3_lineChart_CSV_lifeExpEngWales_by_Age/nvd3_lineChart_CSV_lifeExpEngWales_by_Age.html" width="100%" height="540" scrolling="no"></iframe></p>
<address><a class="fancybox-iframe" href="https://www.maxroser.com/owidUploads/nvd3/nvd3_lineChart_CSV_lifeExpEngWales_by_Age/nvd3_lineChart_CSV_lifeExpEngWales_by_Age.html">Full screen view</a></address>
</h6><h3 id="inequality-by-socio-economic-class"><a class="deep-link" href="#inequality-by-socio-economic-class"></a>I.3 Inequality by socio-economic class</h3><p>In absolute terms the inequality of life expectancy has decreased massively in the UK – the visualisation above showed that the Gini for life expectancy has declined from over .45 to below .1 in the beginning of the 21st century.</p><p>We can see below that the gap in infant mortality has narrowed significantly in absolute terms; there were 80 infant deaths per 1,000 live births for infants with fathers who were in unskilled manual fields, versus 32 deaths per 1,000 live births born to fathers with professional careers, representing a 2.5 times lower rate. Today, those absolute mortality numbers are only 7.4 and 3.8 respectively, but there is still nearly a two-fold difference in mortality rate. Absolute inequality has decreased dramatically, but the ratio between the two – a measure of relative inequality – has only decreased a little.</p><p>When considering how the inequality of child mortality has decreased, one has to take into account that the occupational structure has also changed – the share of people employed in the low-skilled sector has decreased. The authors of the data below – Floud, Fogel, Harris, Hong – add that the "differences are still apparent even after allowances have been made for the effects of changes in the occupational structure of the British population and selection effect".<a id="ref-4" class="ref" href="#note-4"><sup>4</sup></a></p><h6>Infant mortality rates of both sexes by father’s social class in England and Wales, 1930/2-2001<a id="ref-5" class="ref" href="#note-5"><sup>5</sup></a>
<p><a href="https://ourworldindata.org/wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-class.png" target="_blank"><img class="aligncenter wp-image-4498 size-large" src="https://ourworldindata.org/wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-class-750x465.png" alt="Infant mortality rates of both sexes by father’s social class in England and Wales, 1930/2-2001 – Max Roser" width="750" height="465" data-id="4498" srcset="/wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-class-150x93.png 150w, /wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-class-400x248.png 400w, /wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-class-750x465.png 750w, /wp-content/uploads/2014/02/ourworldindata_infant-mortality-rates-by-fathers-social-class.png 1280w" sizes="(min-width: 800px) 50vw, 100vw"></a></p>
</h6><h3 id="disease-inequality"><a class="deep-link" href="#disease-inequality"></a>I.4 Disease Inequality</h3><p>Not only is lower socioeconomic status (SES) associated with shorter life span, but it is also correlated with higher disease prevalence. Cox et al (2006) found multiple studies using various measures of SES that predominantly pointed to higher rates of incidence and mortality of stroke in lower SES categories.<a id="ref-6" class="ref" href="#note-6"><sup>6</sup></a> Kanervisto et al (2011) found that basic educational level was a risk factor for chronic obstructive airway disease (COPD), and low household income was a risk factor for asthma.<a id="ref-7" class="ref" href="#note-7"><sup>7</sup></a> Karp et al (2004) found that low education level is a risk factor for Alzheimer's Disease, and that this risk is not mediated by adult socioeconomic mobility.<a id="ref-8" class="ref" href="#note-8"><sup>8</sup></a> Kington and Smith found that even after controlling for differences in education, income and wealth, African Americans report higher rates of hypertension, diabetes and arthritis than Whites, and Hispanics report higher rates of hypertension and diabetes and lower rates of heart conditions.<a id="ref-9" class="ref" href="#note-9"><sup>9</sup></a></p></section>
<section><h2 id="correlates-determinants-consequences"><a class="deep-link" href="#correlates-determinants-consequences"></a>II. Correlates, Determinants & Consequences</h2><p>As intuition would suggest, the healthcare system of a society affects the health of that society. There is much debate about what the best system is. One study from Gruber et al (2014) analyzes a 2001 healthcare reform in Thailand called "30 Baht". The program increased funding to hospitals to care for the poor and decreased copays to 30 Baht, which is approximately $0.75 USD. The study suggests that the program increased healthcare utilization especially among the poorest, and infant mortality was significantly reduced. After the implementation of 30 Baht, the correlation between the wealth of the Thai province and infant mortality reduced to nearly 0. <a id="ref-10" class="ref" href="#note-10"><sup>10</sup></a></p></section>
<section><h2 id="data-sources"><a class="deep-link" href="#data-sources"></a>III. Data Sources</h2><h5>World Health Organization Global Health Observatory (WHO GHO)</h5><ul>
<li><strong>Data:</strong> Many different health indicators, including mortality, health services and health equity</li>
<li><strong>Geographical coverage:</strong> WHO member nations</li>
<li><strong>Time span:</strong> Time series generally start in the 1990s or 2000s, but may not be annual.</li>
<li><strong>Available at:</strong> <a href="http://www.who.int/gho/en/">WHO GHO website</a></li>
<li class="no-bullet"><em> Click on "Data repository" on the left side to access the data.</em></li>
</ul><hr class="datasources-hr"><h5>The Human Mortality Database (HMD) from the Max Planck Institute and UC Berkeley</h5><ul>
<li><strong>Data:</strong> Live birth counts, death counts, population size, population exposed to risk of death, death rates and life tables</li>
<li><strong>Geographical coverage:</strong> 37 countries</li>
<li><strong>Time span:</strong> Start date depends on country. Generally ranges from mid-1800s to early 1990s, with one major outlier being Sweden, which has data beginning in 1751.</li>
<li><strong>Available at:</strong> <a href="http://www.mortality.org">HMD website</a></li>
</ul><hr class="datasources-hr"></section>
</div><footer class="article-footer"><h3 id="footnotes">Footnotes</h3><ol class="footnotes"><li id="note-1"><p>Sam Peltzman, “Mortality Inequality”, Journal of Economic Perspectives 23(4), Fall 2009: 175-19. Online <a href="https://www.aeaweb.org/articles.php?doi=10.1257/jep.23.4.175">here</a>. </p></li><li id="note-2"><p>See the <a href="/income-inequality/#the-gini-coefficient">data quality and definitions section of the income inequality page</a> for more information about the Gini coefficient for income.</p></li><li id="note-3"><p></h6>
<p>The visualization shows the total life expectancy since birth and not the remaining life expectancy.</p>
<p>The data for life expectancy by age is taken from the Human Mortality Database. University of California, Berkeley (USA), and Max Planck Institute for Demographic Research (Germany). Available at <a href="http://www.mortality.org">www.mortality.org</a> (data downloaded on 11 February 2014).</p>
<p>The data on life expectancy at birth before 1845 is taken the data from Kertzer and Laslett (1995) - see below. Their sources are the 'British official statistics' and Wrigley and Schofield [1981] 1989.</p>
<p>Kertzer and Laslett (eds) (1995) - Aging in the Past: Demography, Society, and Old Age. Berkeley: University of California Press. Online <a href="http://ark.cdlib.org/ark:/13030/ft096n99tf/ ">here</a>.</p>
<p>(The Human Mortality Database data refers to remaining life expectancy for people in a 5 year age bracket (10-14, 15-19, ...). To calculate total life expectancy I have added the lower bound of each range to the remaining life expectancy for the given age group – the values here should therefore be understood as the lower bound for total life expectancy.)</p></li><li id="note-4"><p>For the source see the next citation.</p></li><li id="note-5"><p></h6>
<p>The data is taken from Table 4.3 of Roderick Floud, Robert W. Fogel, Bernard Harris, Sok Chul Hong (2011) – The Changing Body Health, Nutrition, and Human Development in the Western World Since 1700. Cambridge University Press.</p>
<p>The book's website is <a href="http://www.cambridge.org/us/academic/subjects/history/economic-history/changing-body-health-nutrition-and-human-development-western-world-1700">here</a>.</p>
<p>The original sources cited by my source are 1930–32, 1949–53, 1970–72: Townsend, Davidson, and Whitehead 1988, pp. 40, 63. 1993–95: Botting 1997, p. 86. 2001: Rowan 2003, p. 38.</p>
<p>After 1970-72, the "skilled" group splits into two different groups, which are not labeled on the graph: "skilled manual" (blue), and "skilled non-manual" (dark orange).</p></li><li id="note-6"><p>Anna M Cox, Christopher McKevitt, Anthony G Rudd, Charles DA Wolfe, Socioeconomic status and stroke, The Lancet Neurology, Volume 5, Issue 2, February 2006, Pages 181-188. Online <a href="http://dx.doi.org/10.1016/S1474-4422(06)70351-9">here</a>.</p></li><li id="note-7"><p>Merja Kanervisto, Tuula Vasankari, Tarja Laitinen, Markku Heliövaara, Pekka Jousilahti, Seppo Saarelainen, Low socioeconomic status is associated with chronic obstructive airway diseases, Respiratory Medicine, Volume 105, Issue 8, August 2011, Pages 1140-1146. Online <a href="http://dx.doi.org/10.1016/j.rmed.2011.03.008">here</a>.</p></li><li id="note-8"><p>Anita Karp, Ingemar Kåreholt, Chengxuan Qiu, Tom Bellander, Bengt Winblad, and Laura Fratiglioni. Relation of Education and Occupation-based Socioeconomic Status to Incident Alzheimer’s Disease. Am. J. Epidemiol. (2004) 159 (2): 175-183. Online <a href="http://aje.oxfordjournals.org/content/159/2/175.short">here</a>.</p></li><li id="note-9"><p>R S Kington and J P Smith. Socioeconomic status and racial and ethnic differences in functional status associated with chronic diseases. American Journal of Public Health May 1997: Vol. 87, No. 5, pp. 805-810. Online <a href="http://ajph.aphapublications.org/doi/abs/10.2105/AJPH.87.5.805">here</a>.</p></li><li id="note-10"><p>Gruber, Jonathan, Nathaniel Hendren, and Robert M. Townsend. 2014. "The Great Equalizer: Health Care Access and Infant Mortality in Thailand." American Economic Journal: Applied Economics, 6(1): 91-107. The journal's website for the publication is here <a href="http://www.aeaweb.org/articles.php?doi=10.1257/app.6.1.91">http://www.aeaweb.org/articles.php?doi=10.1257/app.6.1.91</a> another version is is available here. <a href="http://www.cfsp.org/sites/default/files/publications/the_great_equalizer.pdf">http://www.cfsp.org/sites/default/files/publications/the_great_equalizer.pdf</a></p></li></ol></footer></article></div></main><div id="wpadminbar" style="display: none;"><div id="wp-toolbar" role="navigation" aria-label="Toolbar" class="quicklinks"><ul id="wp-admin-bar-root-default" class="ab-top-menu"><li id="wp-admin-bar-site-name" class="menupop"><a aria-haspopup="true" href="/wp-admin/" class="ab-item">Our World In Data</a></li><li id="wp-admin-bar-edit"><a href="https://owid.cloud/wp-admin/post.php?post=3504&action=edit" class="ab-item">Edit Page</a></li></ul></div></div><footer class="SiteFooter"><div><a href="/" class="logo">Our World in Data</a> is a <a href="https://creativecommons.org/licenses/by-sa/4.0/">creative commons</a> publication about human civilization at a global scale.</div><nav><a href="/about">About</a><a href="https://docs.google.com/forms/d/e/1FAIpQLScTaT03ggC7yo8KzRLvoCJY-5mtfuA6jOHheLLFtD5lSHkXlg/viewform">Feedback</a><a href="/subscribe">Subscribe</a><a href="https://twitter.com/OurWorldInData">Twitter</a><a href="https://www.facebook.com/OurWorldinData">Facebook</a><a href="https://github.com/owid">GitHub</a><a href="/support">Donate</a></nav><script src="/wp-content/themes/owid-theme/dist/js/owid.js"></script><script src="https://ourworldindata.org/grapher/embedCharts.js"></script></footer></body></html>