Evidence map›Paper›PMID 42591010›Full record

ArticleThe Milbank quarterly2026

Public Policies in Historical Context and the Association Between Education and US Older Adults' Health.

Mark D Hayward, Mateo P Farina

Abstract read
In one paragraph

Article in The Milbank quarterly, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Mark D HaywardPopulation Research Center, Center on Aging and Population Sciences, University of Texas at Austin.
Mateo P FarinaPopulation Research Center, Center on Aging and Population Sciences, University of Texas at Austin.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Policy Points Improving population health while reducing inequality is possible, but it depends on broad institutional investments whose benefits extend across the socioeconomic distribution rather than accruing primarily to the advantaged. The education-health gradient is sensitive to the race between technology and education. Recent advances have disproportionately benefitted college-educated persons, and differential automation risk and unequal access to therapeutics, such as GLP-1 agonists, may widen these gaps further and further entrench this inequalities without policy intervention to improve the health of the whole population. To the extent that technological displacement accelerates job loss and compounds the economic and social precarity already driving the stagnation in life expectancy among less-educated persons, the educational divide in health is poised to widen further unless policies decouple access to health insurance from employment status or otherwise shore up the labor market position of the most vulnerable workers. CONTEXT: In this perspective, we have reviewed the historical evidence on the association between education and health in the United States, arguing that attention to public policies related to both education and technology are fundamentally important in understanding historical changes in the educational divide in life expectancy.

methodsOur assessment of the literature suggests that the relatively narrow educational gap in life expectancy throughout much of the 20th century until 1970 reflected a rapid expansion of education in the population combined with the deployment of technologies that benefitted the majority of Americans. In the latter part of the 20th century and into the 21st century, however, life expectancy for Americans with less than a college degree stalled, whereas the life spans of college-educated Americans grew at a rapid pace.

findingsWe argue that the faster pace of technological change compared to educational changes in the population fueled the rise in life expectancy of college-educated persons, with life expectancy among less-educated persons being increasingly contingent on state policies focused on employment and health opportunities.

conclusionsThe implications of these findings suggest that the educational divide in adult health is likely to grow even greater in the decades ahead with continued rapid technological advances.

Indexed as

educationhealthpublic policytechnology

Identifiers

PMID42591010
PMCPMC13559944

What OpenQuestion holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.