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Health and Mortality Differentials among adults: does selection matter? : 

Health and Mortality Differentials among adults: does selection matter? Alberto Palloni Carolina Milesi Robert White Alyn Turner Center for Demography and Ecology University of Wisconsin-Madison

Some history: why did I end up here?: 

Some history: why did I end up here? Mortality and health differentials over the life course The role of social classes The argument of selection Stages of research: Early health and adult social class---stratification Early health and adult mortality/health differentials What if selection occurs? Are social classes ignorable if selection is relevant?

Empirical regularities: 

Empirical regularities Increasing income and wealth inequality in the US: sustained from 1985 onward, steeper after 1995 Persistently high intergenerational correlation of earnings, income and wealth ρ = βcp * (σp /σc ) [.30-.60] Stalling social mobility: increased stickiness Persistent adult health and mortality differentials everywhere

Adult SES health/mortality gradients: 

Adult SES health/mortality gradients Magnitude: They are large Over time: increasing By age: increase until age 50-55 then (tend to) decrease Continuous: not accounted for by extremes Pervasive: causes of death, health status, self-reported conditions Fairly global (or almost) regardless of prevailing health care system

Age equivalence of mortality rates for high and low education groups: 

Age equivalence of mortality rates for high and low education groups

Age equivalence of mortality rates for high and low education groups: 

Age equivalence of mortality rates for high and low education groups

Age equivalence of mortality rates for high and low education groups: 

Age equivalence of mortality rates for high and low education groups

Age equivalence of mortality rates for high and low education groups: 

Age equivalence of mortality rates for high and low education groups

Age equivalence of mortality rates for high and low education groups: 

Age equivalence of mortality rates for high and low education groups

Proportion with poor self-reported health by education and age, 1975 : 

Proportion with poor self-reported health by education and age, 1975 Source: NHIS, 1975

Proportion with poor self-reported health by education and age, 2000 : 

Proportion with poor self-reported health by education and age, 2000 Source: NHIS, 2000

Evidence is strong, water tight: 

Evidence is strong, water tight Education differentials Income (permanent) Wealth: Studies with PSID Studies with HRS Studies with NLSM (couples) Occupation (prestige/social class)

The origins of social class differentials in health and mortality: 

The origins of social class differentials in health and mortality Social class traits Health

Selection processes: 

Selection processes Direct or 'drift' Reverse causality Heterogeneity Indirect ‘health selection proper’

Indirect Selection: 

Indirect Selection Health inequalities by SES early in life translate into health inequalities by SES late in life. This requires that: Health inequalities early in life be a significant determinant of adult social stratification Either that early health directly affect adut health OR that there be paths linking early health with conditions (exposure to risks) that are class related

Need a unified theory: 

Need a unified theory How does early health affect stratification? Social stratification theory Labor economics and wage determination How does early health affect adult health? Early effects theory (Barker-type hypotheses) Life cycle trajectories (Kuh, Ben-Shlomo, Smith, Wadsworth)

Conditions of possibility: 

Conditions of possibility Allocation of health in early childhood is non-random (class dependent) There must be a relation between early childhood health and acquisition of traits that determine social stratification There must be a relation between early health and later exposure to risk (direct or indirect)

A new problem: relations involved in “selection”: 

A new problem: relations involved in 'selection' Social class of origin (genes/environments) Traits, antecedent health status Adult health status Social class of destination

What is social class?: 

What is social class?

What is child health status?: 

What is child health status?

“Emotional development during the first five years offers a window into the psychological growth of young children” (National Research Council, 2003) : 

'Emotional development during the first five years offers a window into the psychological growth of young children' (National Research Council, 2003)

“Early social experiences, especially those with primary attachment figures, can have profound consequences for both biobehavioral and physiological functioning throughout the life span” (Suomi, 1999): 

'Early social experiences, especially those with primary attachment figures, can have profound consequences for both biobehavioral and physiological functioning throughout the life span' (Suomi, 1999)

What is adult health status?: 

What is adult health status?

Two tasks: 

Two tasks Early health status affects adult social class positions Early health status matters for intergenerational transmission of inequalities Early health status is responsible for effects that account for some or all of adult SES health gradients

The data: 

The data British Cohort Survey 1958 Only males Use information from 0 up to 41-42 Do not do multiple imputation to resolve attrition We go from circa 8,000 to 1,000 cases Disproportionate attrition among low class

Procedures: 

Procedures Formulate and estimated structural equation model: Limited: one factor models Limited: ignore attrition and non response Use estimates to decompose paths Use estimates to simulate life course

Task 1: intergenerational transmission of inequalities: 

Task 1: intergenerational transmission of inequalities

What pays out there?: 

What pays out there? Years of education? Credentials? Cognitive performance? Labor market experience? Personalities? Parents’ wallets? Luck?

“It is common knowledge outside academic journals that motivation, tenacity, trustworthiness, and perseverance are important traits for success in life” (Heckman and Rubinstein, 2001): 

'It is common knowledge outside academic journals that motivation, tenacity, trustworthiness, and perseverance are important traits for success in life' (Heckman and Rubinstein, 2001)

Slide30: 

Path diagram of relations between early child health conditions and earnings Cognitive Skills Non- Cognitive Skills Social Class Early Health Parental Social Class 1 2 1 2 1 2  4 3 1 2 Parental Health Educational Attainment

Representation of relations: BCS58: 

Representation of relations: BCS58 Cognitive skills age 11 Non- cognitive skills age 11 Social class age 30 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 SR Health 30 Social class age 40 SR Health 40

Slide32: 

Main results Social class age 41/42 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 Cognitive skills age 11 Non- cognitive skills age 11

Slide33: 

Main results Social class age 41/42 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 Cognitive skills age 11 Non- cognitive skills age 11

Slide34: 

Main results Social class age 41/42 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 Cognitive skills age 11 Non- cognitive skills age 11

Slide35: 

Main results Social class age 41/42 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 Cognitive skills age 11 Non- cognitive skills age 11

Slide36: 

Main results Social class age 41/42 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 Cognitive skills age 11 Non- cognitive skills age 11

Slide37: 

Main results Cognitive skills age 11 Social class age 41/42 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 Non- cognitive skills age 11

Main inference: 

Main inference The effects of early health on social class are important but they only work through cognitive skills and non-cognitive traits. None are direct.

Decomposition of effects: 

Decomposition of effects Close to 50 percent of the correlation between parental and offspring social class works through early childhood health indicators (birthweight, chronic conditions at ages 7 and 11)

Decomposition of effects of parental social class on sons’ social class: 

Decomposition of effects of parental social class on sons’ social class

Decomposition of effects of parental social class on sons’ social class: 

Decomposition of effects of parental social class on sons’ social class

Decomposition of effects of parental social class on sons’ social class: 

Decomposition of effects of parental social class on sons’ social class

Decomposition of effects of parental social class on sons’ social class: 

Decomposition of effects of parental social class on sons’ social class

Monte Carlo matrix exercise: 

Monte Carlo matrix exercise Use structural equation model to produce mobility matrices Each iteration generates a random matrix (with random entries) From each matrix several measures of mobility can be extracted

Slide45: 

Probability of staying in LOWEST class

Slide46: 

Probability of staying in HIGHEST class

Task 2: contribution of early health on adult health status social class gradients: 

Task 2: contribution of early health on adult health status social class gradients

Slide48: 


Representation of relations: BCS58: 

Representation of relations: BCS58 Cognitive skills age 11 Non- cognitive skills age 11 Social class age 30 Chronic conditions age 7 Parental social class Parental health Educational attainment age 16 Low birth weight Chronic conditions age 16 SR Health 30 Social class age 40 SR Health 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Representation of relations: BCS58: 

Representation of relations: BCS58 Educational attainment Cognition Social Class 30 Early Health SR Health 30 SR Health 40 Social Class 40

Some estimates: effects on log odds of being in poor health: general model: 

Some estimates: effects on log odds of being in poor health: general model SRH at age 40 Social Class at 40: -.109(.04) Ed Attainment:-.155(.120) Social Class at 30:-.031(.060) LBW:.679(.24) SRH at 30:1.148(.108)!!!!!!! LBW or Chronic conditions at 11 have similar effects

Main results: relation between adult social class and health status: 

Main results: relation between adult social class and health status Social class of origins has significant net effects Large effects of cognition (education) Persistent direct effects of birthweight Persistent effects of No of chronic conditions at age 7

Main inferences: 

Main inferences The effects of lagged social class and health status at age 41-42 are mainly explained by education-cognition Effects of birthweight and No of chronic conditions at age 7 are direct and important

Main inferences (cont.): 

Main inferences (cont.) Effects of SClass(30) on SRH(40) are strong even after controlling for early life conditions Effects of LBW and chronic conditions on SRH (40) at 11 are strong But, contemporaneous and lagged effects of social class persist

Decomposition of effects: 

Decomposition of effects Close to 60 percent of the correlation between lagged social class at age 33 and self reported health status at age 41-42 works through early childhood health indicators (birthweight, chronic conditions at ages 7 and 11)

Decomposition of effects: 

Decomposition of effects About 10 percent of total effects of Social Class at 30 on SRH at 40 are attributable to early conditions The remainder is NOT selection The remainder is NOT trivial: people of lower social classes have a relative risk of being in poor health that is 1.70 as high as that of higher classes

Monte Carlo matrix exercise: 

Monte Carlo matrix exercise Use structural equation model to produce social class-health status mobility matrices Each iteration generates a random matrix (with random entries) From each matrix several measures of social class and health mobility can be extracted

If early health effects were five times larger than they are: 

If early health effects were five times larger than they are

If early health effects were five times larger than they are: 

If early health effects were five times larger than they are

If early health effects were five times larger than they are: 

If early health effects were five times larger than they are

But they are not five times as large…: 

But they are not five times as large…

But they are not five times as large…: 

But they are not five times as large…

But they are not five times as large…: 

But they are not five times as large…

Inference from matrix exercise: 

Inference from matrix exercise Early health status accounts for only 7 to 10 percent of the actual probability of immobility Early health status accounts for no more than 10 percent of the association between lagged social class and self reported health status during adulthood.

Conclusions: 

Conclusions Early childhood health has a small but non-ignorable contribution to overall transmission of social inequalities It is not an important mechanisms leading to health selection. If selection is important it must be due to other types of mechanisms We are likely to have underestimated its effects due to: Measurement problems Attrition processes

New strategies: 

New strategies BCS 1958 and 1970 with Multiple Imputation Artificial cohorts with multiple imputation

Data Bases: 

Data Bases ECLS or NLSY NELS

Data Bases: 

Data Bases ECLS or NLSY NELS

Data Bases: 

Data Bases ECLS or NLSY NELS Imputation

END: 

END For the time being