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Cited by 772Public Health Policies and EducationHealth disparities and outcomesPublic Health and Social Inequalities

Education improves public health and promotes health equity

Open access
Hahn, Robert A., Truman, Benedict I.·2015·International Journal of Health Services
DOI 10.1177/0020731415585986PMC PMC4691207
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Abstract

This article describes a framework and empirical evidence to support the argument that educational programs and policies are crucial public health interventions. Concepts of education and health are developed and linked, and we review a wide range of empirical studies to clarify pathways of linkage and explore implications. Basic educational expertise and skills, including fundamental knowledge, reasoning ability, emotional self-regulation, and interactional abilities, are critical components of health. Moreover, education is a fundamental social determinant of health – an upstream cause of health. Programs that close gaps in educational outcomes between low-income or racial and ethnic minority populations and higher-income or majority populations are needed to promote health equity. Public health policy makers, health practitioners and educators, and departments of health and education can collaborate to implement educational programs and policies for which systematic evidence indicates clear public health benefits.

AI snapshot

Written from the paper’s full text.

TL;DR

Hahn argues that education is both a core component of health and a causal social determinant, and that educational programs and policies should be treated as public health interventions to promote health equity. The paper synthesizes observational, quasi-experimental, and experimental evidence linking educational attainment to health behaviors, income, morbidity, mortality, and life expectancy.

Key findings

  • Education is conceptualized as a personal attribute including knowledge, reasoning, emotional self-regulation, and interactional skills; it is both an element and a cause of health, operating through psychosocial environment, work/income, and healthy behavior pathways.
  • In US adults, those with less than a high school education are 2.4 times as likely as high school graduates and 4.1 times as likely as those with post-secondary education to rate their health as poor, after controlling for demographics and income. At age 25 in 2005, men with less than high school could expect 44.2 additional years (to age 69.2), while men with a graduate degree could expect more than 15 years longer; women with less than high school could expect to live to 74.9, while women with a graduate degree could expect more than 11 years longer.
  • Quasi-experimental compulsory schooling evidence indicates each additional required year reduced mortality by 3.6% over 10 years and gained 1.7 years of life expectancy at age 35. Early childhood experiments found Perry Preschool participants at age 40 had more chronic diseases but fewer deaths; Abecedarian participants by mid-30s had more favorable cardiovascular risk profiles, particularly males; Chicago Child-Parent Center participants at age 24 had lower out-of-home placement, violent arrests/convictions, and disability.
  • Estimated annual deaths attributable to lack of high school education among US adults aged 25–64 were 237,410, exceeding smoking-attributable deaths among ages 35–64 at 163,500. The economic value of health forgone in 2006 by US adults without a college education was estimated at US$1.02 trillion per year, 7.7% of GDP; each high school dropout completing high school was estimated to yield a lifetime benefit of US$209,000, with cost–benefit ratios of 1.5 to 3.5 for five programs.

Methods

  • Design: conceptual and review article that develops a framework and reviews empirical evidence; it uses Bradford-Hill criteria to assess causal association between education and health.
  • Data/sample: cites observational cohort studies with concurrent controls, natural quasi-experiments in education policy, and educational experiments, including Perry Preschool, Carolina Abecedarian, Chicago Child-Parent Center, Lleras-Muney compulsory schooling analyses, Ross and Wu national probability samples, and Link et al. two US cohorts.
  • Analysis: narrative synthesis and a conceptual pathway model linking education to health through psychosocial environment, work, and healthy behavior; no new primary data collection or systematic meta-analysis is reported.

Limitations

  • Stated in paper: the focus is formal education measured in most research; education measures are problematic, including years of schooling, school completion, standardized tests, and teacher-assigned grades; true experiments in education are uncommon; and the relative contribution of pathway covariate groups cannot be determined precisely because the groups are unlikely to be causally independent and order of entry affects coefficients.
  • Stated in paper: the literature is extensive but only a few examples are described; some estimates come from an unpublished manuscript and older data; specificity is an exception among Bradford-Hill criteria because education and its consequences are broad and heterogeneous.
  • Evident from text: this is not a systematic review or meta-analysis, so example selection may not be exhaustive; causal inference from observational and quasi-experimental evidence remains subject to confounding, although the paper argues the Bradford-Hill criteria support causation.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1177/0020731415585986

Cites

59 of 59 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 69 cited sources checked · 0 supported · 0 flagged

  • Interpretationcitation

    Attainment of a certain level of formal education by young adulthood affects lifelong health through multiple pathways.

    “Attainment of a certain level of formal education by young adulthood affects lifelong health through multiple pathways.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [8] Ross CE Wu CL The links between education and health Am Soc Rev 1995 60 5 719 745 source

      Not checked in the free run.

    • cites [10] Egerter S Braveman P Sadegh-Nobari T Grossman-Kahn R Dekker M Education matters for health Educ Health 2009 6 1 15

      Not checked in the free run.

  • Premisecitation

    Controlling for demographic characteristics of the kindergartner diminishes but does not eliminate the association between kindergarten achievement and later wages.

    “controlling for such demographic characteristics of the kindergartner (including family income, household ownership, and marital status) diminishes, but by no means eliminates, the association found in this study.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [31] Chetty R Friedman JN Hilger N How does your kindergarten classroom affect your earnings? Evidence from Project Star Q J Econ 2011 126 4 1593 1660 22256342 source

      Not checked in the free run.

  • Interpretationreasoning
    § Education Improves Public Health and Promotes Health Equity

    Education improves health.

    “Education Improves Public Health and Promotes Health Equity”
    Quote in the paperSubstantial claim
  • Premisereasoning

    Wages and income are closely linked with health outcomes because they provide access to health-related resources such as healthy food, a safe environment, and healthcare.

    “Wages and income are not health outcomes, but are closely linked with health outcomes because they provide access to health-related resources, such as healthy food, a safe environment, and healthcare.”
    Quote in the paperSubstantial claim
  • Premisecitation

    There is strong evidence of a dose response between years of education and many health-related risk and protective behaviors among US adults.

    “There is also strong evidence of a dose response between years of education and many health-related risk and protective behaviors among US adults.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [28] Cutler DM Lleras-Muney A Understanding differences in health behaviors by education J Health Econ 2010 29 1 28 19963292 PMC2824018 source

      Not checked in the free run.

    • cites [29] Winkelby MA Jatulis DE Frank E Fortmann SP Socioeconomic status and health: how education, income, and occupation contribute to risk factors for cardiovascular disease Am J Public Health 1992 82 6 816 820 1585961 PMC1694190 source

      Not checked in the free run.

  • May combine two claims. 26
  • Classified as probably not a substantial claim. 12

  • May combine two claims.

    Interpretationnone given

    Education is a fundamental social determinant of health and an upstream cause of health.

    “education is a fundamental social determinant of health – an upstream cause of health.”
    Quote in the paperSubstantial claim

  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given

    Education as a personal attribute is a central conceptual component and essential element of health, similar to physical fitness.

    “we propose that education as a personal attribute is a central conceptual component and essential element of health, similar to physical fitness.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationcitation

    A person is unhealthy who cannot conduct himself or herself effectively and achieve some level of social well-being.

    “A person is unhealthy who cannot conduct himself or herself effectively and achieve some level of “social well-being” – a critical element of the World Health Organization (WHO) conception of health”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] World Health Organization Declaration of Alma-Ata 1978 http://www.who.int/publications/almaata_declaration_en.pdf?ua=1 Accessed May 9, 2014

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given

    Basic educational expertise and skills, including fundamental knowledge, reasoning ability, emotional self-regulation, and interactional abilities, are critical components of health.

    “Basic educational expertise and skills, including fundamental knowledge, reasoning ability, emotional self-regulation, and interactional abilities, are critical components of health.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning

    A person is unhealthy if he or she lacks basic knowledge, the ability to reason, emotional capacities of self-awareness and emotional regulation, and skills of social interaction.

    “A person is unhealthy if he or she lacks basic knowledge, the ability to reason, emotional capacities of self-awareness and emotional regulation, and skills of social interaction.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning
    § Education Improves Public Health and Promotes Health Equity

    Education promotes health equity.

    “Education Improves Public Health and Promotes Health Equity”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    Self-assessed health is a well-established index of morbidity and predictor of mortality.

    “Self-assessed health is a well-established index of morbidity and predictor of mortality.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [32] Ferraro KF Farmer MM Utility of health data from social surveys: is there a gold standard for measuring morbidity? Am Sociol Rev 1999 64 2 303 315 source

      Not checked in the free run.

    • cites [33] Idler EL Benyamini Y Self-rated health and mortality: a review of twenty seven studies community J Health Soc Behav 1997 38 21 37 9097506 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Among US adults, the prevalence of several risk behaviors is generally higher among those with fewer than nine years of formal education, begins to decline among those with nine to 12 years, and continues to decline with additional years of education.

    “the prevalence of several risk behaviors is generally higher among those with fewer than nine years of formal education, begins to decline among those who have nine to 12 years of formal education, and continues to decline with additional years of education”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [28] Cutler DM Lleras-Muney A Understanding differences in health behaviors by education J Health Econ 2010 29 1 28 19963292 PMC2824018 source

      Not checked in the free run.

    • cites [29] Winkelby MA Jatulis DE Frank E Fortmann SP Socioeconomic status and health: how education, income, and occupation contribute to risk factors for cardiovascular disease Am J Public Health 1992 82 6 816 820 1585961 PMC1694190 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In the High/Scope Perry Preschool Program, intervention participants had greater levels of educational attainment, income, and health insurance, lived in safer family environments, and had lower rates of tobacco and drug use and risky driving behavior than controls.

    “intervention participants had greater levels of educational attainment, income, and health insurance, lived in safer family environments, and had lower rates of tobacco and drug use and risky driving behavior than controls.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [39] Muennig P Schweinhart L Montie J Neidell M Effects of a prekindergarten educational intervention on adult health: 37-year follow-up results of a randomized controlled trial Am J Public Health 2008 99 8 1431 1437 19542034 PMC2707464 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductcitation

    Lleras-Muney used regression discontinuity analysis comparing birth cohorts before and after changes in compulsory education requirements in 30 states between 1915 and 1939.

    “Lleras-Muney45 uses a sample of US census data to estimate the effects on mortality of changes in compulsory education requirements in 30 states, comparing birth cohorts before and after such changes between 1915 and 1939 with long-term follow-up data.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [45] Lleras-Muney A The relationship between education and adult mortality in the United States Rev Econ Stud 2005 72 189 221 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Separately controlling the effects of education and income on health outcomes for intelligence alters the coefficients for education and income minimally and leaves all associations statistically significant at the 0.05 level or less, indicating that little of the effect of education on health is mediated by intelligence.

    “The researchers find that separately controlling the effects of education and income on health outcomes for intelligence alters the coefficients for education and income minimally and leaves all associations statistically significant at the 0.05 level or less, indicating that little of the effect of education on health is mediated by intelligence.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [50] Link BG Phelan JC Miech R Westin EL The resources that matter: fundamental social causes of health disparities and the challenge of intelligence J Health Soc Behav 2008 49 1 72 91 18418986 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In the High/Scope Perry Preschool Program at age 40, more intervention than control participants had chronic diseases, but fewer intervention participants had died.

    “At age 40 years, however, more intervention than control participants had chronic diseases, but fewer intervention participants had died.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [39] Muennig P Schweinhart L Montie J Neidell M Effects of a prekindergarten educational intervention on adult health: 37-year follow-up results of a randomized controlled trial Am J Public Health 2008 99 8 1431 1437 19542034 PMC2707464 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    By age 21 years, participants in the Abecedarian early childhood education intervention had better health behaviors and better health than those who did not receive the early childhood education intervention.

    “By age 21 years, participants in the early childhood education intervention (combining those with and without the strengthened primary school programming) had better health behaviors and better health than those who did not receive the early childhood education intervention.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [41] Muennig P Robertson D Johnson G The effect of an early education program on adult health: the Carolina Abecedarian project randomized controlled trial Am J Public Health 2011 101 512 516 21233425 PMC3036683 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Both surveys find statistically significant effects of intelligence for both life-threatening illnesses and self-rated health; however, the effect magnitudes are diminished by a mean of 69.4% and statistical significance is again eliminated for all findings except for self-rated health in one of the surveys.

    “Both surveys find statistically significant effects of intelligence for both life-threatening illnesses and self-rated health; however, the effect magnitudes are diminished by a mean of 69.4% and statistical significance is again eliminated for all findings except for self-rated health in one of the surveys.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [50] Link BG Phelan JC Miech R Westin EL The resources that matter: fundamental social causes of health disparities and the challenge of intelligence J Health Soc Behav 2008 49 1 72 91 18418986 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    At age 25 in 2005, a US woman with less than a high school education could expect to live to age 74.9 years, while a woman with a graduate degree could expect to live more than 11 years longer.

    “At age 25 years, a woman in the United States with less than a high school education could expect to live to age 74.9 years; a woman with a graduate degree could expect to live more than 11 years longer.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [38] Rostron BL Boies JL Arias E National Center for Health Statistics Education reporting and classification on death certificates in the United States Vital Health Stat 2010 2 151 1 19 25093685

      Not checked in the free run.

  • May combine two claims.

    Premiseown data

    The 3 clusters of covariates together explain between 55% and 59% of the variance in self-reported health and between 46% and 71% of physical functioning in these surveys.

    “The 3 clusters of covariates together explain between 55% and 59% of the variance in self-reported health and between 46% and 71% of physical functioning in these surveys.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [8] Ross CE Wu CL The links between education and health Am Soc Rev 1995 60 5 719 745 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In the Carolina Abecedarian Project, both the preschool and the early schooling programs were beneficial in terms of academic achievement, with the preschool program having the larger effect.

    “At follow-up, both the preschool and the early schooling programs were shown to be beneficial in terms of academic achievement; the preschool program had the larger effect.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [40] Ramey C Campbell FA Burchinal M Persistent effects of early childhood education on high-risk children and their mothers Appl Dev Sci 2000 4 2 14 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The association between educational attainment and self-rated health increases with age when measured by the number of days per week reported as free of major symptoms, and the gap in symptom-free days increases with age across education levels.

    “the association increases with age when measured by the number of days per week reported as free of major symptoms. With increasing age, the gap in symptom-free days increases between those with a college degree, those with a high school degree or some college, and those with less than a high school degree”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [36] Ross CE Wu CL Education, age and the cumulative advantage in health J Health Soc Behav 1996 37 104 120 8820314 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The effects of psycho-social resources were also statistically significant and of similar magnitude.

    “The effects of psycho-social resources were also statistically significant and of similar magnitude.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [8] Ross CE Wu CL The links between education and health Am Soc Rev 1995 60 5 719 745 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    At age 25 in 2005, a US man with less than a high school education could expect to live an additional 44.2 years to age 69.2 years, while a man with a graduate degree could expect to live more than 15 years longer.

    “at age 25 in 2005, a man in the United States with less than a high school education could expect to live an additional 44.2 years to age 69.2 years; a man with a graduate degree could expect to live more than 15 years longer.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [38] Rostron BL Boies JL Arias E National Center for Health Statistics Education reporting and classification on death certificates in the United States Vital Health Stat 2010 2 151 1 19 25093685

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Only 1 of the 2 surveys finds a significant effect of intelligence on mortality (P<.05); controlling for education and income eliminates the significance of this finding.

    “Only 1 of the 2 surveys finds a significant effect of intelligence on mortality (P<.05); controlling for education and income eliminates the significance of this finding.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [50] Link BG Phelan JC Miech R Westin EL The resources that matter: fundamental social causes of health disparities and the challenge of intelligence J Health Soc Behav 2008 49 1 72 91 18418986 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Lleras-Muney concluded that each year of additional required schooling resulted in a reduction of mortality by 3.6% over 10 years, or a gain of 1.7 years to life expectancy at 35 years of age.

    “Lleras-Muney concludes that each year of additional required schooling resulted in a reduction of mortality by 3.6% over 10 years, or gain of 1.7 years to life expectancy at 35 years of age.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [45] Lleras-Muney A The relationship between education and adult mortality in the United States Rev Econ Stud 2005 72 189 221 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    At age 24 years, Chicago Child-Parent Center participants had lower rates of out-of-home placement, lower rates of arrests and conviction for violent behaviors, and lower rates of disability than control subjects.

    “At age 24 years, in comparison with control subjects, participants had lower rates of out-of-home placement (indicating child abuse), lower rates of arrests and conviction for violent behaviors, and lower rates of disability.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [43] Reynolds AJ Temple JA Ou SR Effects of a school-based, early childhood intervention on adult health and well-being: a 19-year follow-up of low-income families Arch Pediatr Adolesc Med 2007 161 730 739 17679653 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Other researchers using regression discontinuity analysis have estimated effects of education on rates of crime, arrest, and incarceration in the United States and on teenage births in the United States and Norway.

    “Other researchers have used regression discontinuity analysis to estimate the effects of education on rates of crime, arrest, and incarceration in the United States46 and on teenage births in the United States and Norway.47”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [46] Lochner L Moretti R The effect of education on crime: evidence from prison inmates, arrests, and self-reports Am Econ Rev 2004 94 155 189 source

      Not checked in the free run.

    • cites [47] Black SE Devereux PJ Salvanes KG Fast times at Ridgemont High? The effect of compulsory schooling laws on teenage births NBER Working Paper Series: Working Paper 10911 2004 http://www.nber.org/papers/w10911 Accessed May 9, 2014 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    In the Abecedarian Project, before entering kindergarten, control and experimental children were again randomized into either routine schooling or a strengthened school program complemented by home visits.

    “Before entering kindergarten, control and experimental children were again randomized into either routine schooling or a strengthened school program complemented by home visits for parental guidance to reinforce child learning.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [40] Ramey C Campbell FA Burchinal M Persistent effects of early childhood education on high-risk children and their mothers Appl Dev Sci 2000 4 2 14 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Education's association with improved health is attributable to greater work opportunities and rewards, a greater sense of control and social support, healthier behaviors, and a direct effect on health.

    “In summary, education’s association with improved health is attributable to greater work opportunities and rewards, a greater sense of control and social support, healthier behaviors, and a direct effect on health.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [8] Ross CE Wu CL The links between education and health Am Soc Rev 1995 60 5 719 745 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    The effects of education are pervasive throughout the lifespan and have cumulative effects on health over time.

    “suggesting that the effects of education are pervasive throughout the lifespan, and that its consequences have cumulative effects on health over time.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [36] Ross CE Wu CL Education, age and the cumulative advantage in health J Health Soc Behav 1996 37 104 120 8820314 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In the US, for most conditions, higher rates are among adults with lower educational attainment; rates of major circulatory diseases, diabetes, liver disease, and several psychological symptoms are higher among adults with lower educational attainment.

    “for most conditions the reverse direction of association is evident. Rates of major circulatory diseases, diabetes, liver disease, and several psychological symptoms (sadness, hopelessness, and worthlessness) show higher rates among adults with lower educational attainment.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [35] Schiller JS Lucas JW Ward BW Peregoy JA National Center for Health Statistics Summary health statistics for U.S. adults: National Health Interview Survey, 2010 Vital Health Stat 2012 10 252 1 207 22834228

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Health status may affect the likelihood of educational achievement, but the major force of causation is likely from education to health.

    “It is plausible that health status affects the likelihood of educational achievement, but it is likely that the major force of causation is in the opposite direction.”
    Quote in the paperSubstantial claim

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationcitation

    Education as a means of public health intervention is more difficult to define, to administer, to measure, and to evaluate.

    “Beyond school health promotion, education as a means of public health intervention is more difficult to define, to administer, to measure, and to evaluate.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationcitation

    Education is cumulative, formative, and transformative, both for the individuals who experience it and for the society it recreates and modifies.

    “It is cumulative, formative, and transformative, both for the individuals who experience it and for the society it recreates and modifies.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Among social determinants, education is fundamental, because education forms the new members of society - children and youth.

    “Among social determinants, education is fundamental, because education forms the new members of society – children and youth.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    Reynolds and Ross provide evidence that the direct effect of education on well-being is greater than the direct effect of social origins, and the total effect of social origins is mediated mostly by education.

    “In another study, Reynolds and Ross54 provide evidence that “the direct effect of education on well-being is greater than the direct effect of social origins, and the total effect of social origins is mediated mostly by education.”54(p226)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [54] Reynolds JR Ross CE Social stratification and health: education’s benefit beyond economic status and social origins Soc Probl 1998 45 2 221 247 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Effective teachers are facilitators of long-term health benefits.

    “Effective teachers are facilitators of long-term health benefits.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationreasoning

    Education is a powerful means of breaking the cycle of poverty (which greatly affects ethnic and racial minority populations) and promoting health equity.

    “In particular, education is a powerful means of breaking the cycle of poverty (which greatly affects ethnic and racial minority populations) and promoting health equity.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Interpretationreasoning

    Education is a critical component of health and, we argue, education is a major, long-term, multifaceted cause of health.

    “Education is a critical component of health and, we argue, education is a major, long-term, multifaceted cause of health.”
    Quote in the paperSubstantial claim
36 of 36

  • The paper relies on this without support.

    The modal age for completing formal education in the United States is in the mid-20s and substantially precedes the peak age for mortality in the United States at 77 years of age.

    “In addition, the modal age for completing formal education (the mid-20 s) substantially precedes the peak age for mortality in the United States (77 years of age) by many years, consistent with another Bradford-Hill principle, ie, the precedence of cause before effect.”

  • The paper relies on this without support.

    Formal education is the aspect of education that is measured in most research.

    “Although we conceive of education broadly, including both its formal and informal sources, the focus of our evidence review is the formal education that is measured in most research.”
2 of 2

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?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Frieden paper is cited as both reference 71 and reference 70

    Minor

    The sentence cites Frieden's paper as reference 71, but the same passage cites it as reference 70 on page 594. The reference list identifies it as reference 70 and contains no reference 71.

  • Reference 58 does not match the attributed authors or estimate

    Minor

    The text attributes the estimate to "Schoeni and colleagues" and cites references 57 and 58, but reference 58 is a publication by Rothwell about housing costs and schools.

2 of 2

Cites

Flagged first, then by citations

2 of the 61 references couldn’t be matched to a known paper.

Research works printed but not linked: 10

  1. Dewey J, 1916, Democracy and Education: An Introduction to the Philosophy of Education
  2. Egerter S, 2009, Educ Health, 6, 1
  3. National Commission on Excellence in Education, 1983, A Nation at Risk
  4. Sadana R, 2002, Describing population health in six domains: comparable results from 66 household surveys. Global Programme on Evidence for Health Policy. Discussion Paper No. 43
  5. U.S. Congress, Office of Technology Assessment, 1992, Testing in American Schools: Asking the Right Questions, OTA-SET-519
  6. Physical Activity Guidelines Advisory Committee, 2008, Physical Activity Guidelines Advisory Committee Report
  7. Powell KE, 1986, Public Health Rep, 101, 15
  8. Schiller JS, 2012, Vital Health Stat, 10, 1
  9. CDC National Center for Health Statistics, 2009, Health, United States, 2008
  10. Rudolph L, 2013, Health in All Policies: A Guide for State and Local Governments

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Related

Authors
Hahn, R. A., & Truman, B. I.
Affiliations
Centers for Disease Control and Prevention (US)
Corresponding author
Hahn, Robert A.
ORCID
Venue
International Journal of Health Services
Publisher
SAGE Publications
Published
2015-05-19
Volume
45
Issue
4
Pages
657-678
ISSN
  • 0020-7314 (ISSN-L)
  • 1541-4469
DOI
10.1177/0020731415585986
PMC
PMC4691207
OpenAlex
W2139080455
Semantic Scholar
126cfabe19ce9dac0e2c94f9047315594eba1c41
Cited by
755
References
61
Citations by year
2026: 52 · 2025: 79 · 2024: 89 · 2023: 115 · 2022: 96 · 2021: 110 · 2020: 120 · 2019: 64 · 2018: 16 · 2017: 6 · 2016: 4 · 2015: 2
FWCI
17.03
Type
journal article
Language
en
Open access
Licence
journals.sagepub.com/page/policies/text-and-data-mining-license (tdm)
Locations
  • International Journal of Health Services (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
National Institutes of Health (CC999999)
Topics
  • Health Sciences › Health Professions › General Health Professions › Public Health Policies and Education
  • Social Sciences › Health › Health disparities and outcomes
  • Social Sciences › Health › Public Health and Social Inequalities
Keywords
education and health, health equity, social determinants of health, educational intervention, education policy, educational attainment gap, low-income populations, racial and ethnic minorities, emotion regulation, educational skills, public health interventions
MeSH terms
Health Equity, Adult, Educational Status, Female, Health Status, Humans, Male, Middle Aged, Morbidity, Public Health, Risk Factors, Socioeconomic Factors, Health Behavior, 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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.

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 ›

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