Table 6.
Coefficient on Years of Education |
Reduction in Education Coefficient |
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Addition to Income and Family Background |
Addition to Income and Family Background |
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Dependent Variable | Mean | N | Basic Demographics and family background |
Economic controls |
Current and Future Life Satisfaction and Future Planning |
Personality | Social integration |
Economic controls |
Current and Future Life Satisfaction and Future Planning |
Personality | Social integration |
Smoking | |||||||||||
Current smoker | 25% | 2545 | −0.035** | −0.032** | −0.032** | −0.032** | −0.029** | 9% | 1% | −1% | 9% |
(0.005) | (0.005) | (0.005) | (0.005) | (0.005) | |||||||
Former smoker | 29% | 2546 | −0.009* | −0.008 | −0.008 | −0.006 | −0.008 | 12% | −2% | 18% | −2% |
(0.005) | (0.005) | (0.005) | (0.005) | (0.005) | |||||||
Average # of cigs per day | 26.1 | 1372 | −1.013** | −0.955** | −0.949** | −0.955** | −0.945** | 6% | 1% | 0% | 1% |
(0.240) | (0.245) | (0.244) | (0.254) | (0.267) | |||||||
Ever tried to quit smoking (if smoker) | 83% | 585 | −0.006 | −0.004 | −0.005 | −0.006 | −0.004 | 31% | −11% | −26% | 3% |
(0.011) | (0.012) | (0.012) | (0.012) | (0.012) | |||||||
Diet/Exercise | |||||||||||
BMI | 26.5 | 2440 | −0.148** | −0.101* | −0.097 | −0.100 | −0.080 | 32% | 3% | 1% | 14% |
(0.059) | (0.059) | (0.059) | (0.059) | (0.062) | |||||||
Underweight | 3% | 2440 | 0.00022 | 0.0027* | 0.0028* | 0.003** | 0.003 | −13% | −4% | 4% | 0% |
(0.0015) | (0.0016) | (0.0016) | (0.0015) | (0.0017) | |||||||
Overweight | 56% | 2440 | −0.009 | −0.004 | −0.003 | −0.004 | −0.002 | 56% | 5% | −6% | 24% |
(0.006) | (0.006) | (0.006) | (0.006) | (0.006) | |||||||
Obese | 21% | 2440 | −0.016** | −0.013** | −0.012** | −0.013** | −0.012** | 18% | 3% | 2% | 3% |
(0.005) | (0.005) | (0.005) | (0.005) | (0.005) | |||||||
# of times per month engages in vigorous exercise | 5.9 | 2546 | 0.164** | 0.114** | 0.103* | 0.113** | 0.072** | 30% | 7% | 1% | 26% |
(0.055) | (0.057) | (0.056) | (0.057) | (0.060) | |||||||
Lose 10 lbs due to lifestyle | 22% | 2466 | −0.012** | −0.011** | −0.012** | −0.012** | −0.012** | 10% | −4% | −5% | −3% |
(0.005) | (0.005) | (0.005) | (0.005) | (0.005) | |||||||
Illegal Drugs | |||||||||||
Used cocaine, past 12 months | 1% | 2538 | −0.001 | −0.002* | −0.002* | −0.003* | −0.002 | −77% | −8% | −23% | 0% |
(0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |||||||
Used marijuana, past 12 months | 6% | 2536 | 0.000 | −0.002 | −0.003 | −0.003 | −0.003 | −2100% | 200% | −500% | −300% |
(0.003) | (0.003) | (0.003) | (0.003) | (0.003) | |||||||
Other illegal drug used, past 12 months | 10% | 2524 | −0.004 | −0.003 | −0.004 | −0.001 | −0.001 | 26% | 8% | 37% | 47% |
(0.003) | (0.003) | (0.003) | (0.003) | (0.003) | |||||||
Preventive Care | |||||||||||
Take vitamin at least few times per week | 48% | 2546 | 0.024** | 0.022** | 0.022** | 0.022** | 0.020** | 7% | 1% | −1% | 10% |
(0.006) | (0.006) | (0.006) | (0.006) | (0.006) | |||||||
Had blood pressure test, past 12 months | 67% | 2516 | 0.006 | 0.003 | 0.004 | 0.002 | 0.003 | 46% | −9% | 14% | −9% |
(0.005) | (0.006) | (0.006) | (0.006) | (0.006) | |||||||
Doctor visit, past 12 months | 69% | 2496 | 0.011** | 0.009* | 0.009* | 0.009 | 0.010 | 15% | 3% | −2% | −3% |
(0.005) | (0.005) | (0.005) | (0.005) | (0.005) | |||||||
General Behavior | |||||||||||
Work hard to stay healthy (1–7 scale, 1 is better) | 2.4 | 2546 | 0.014 | 0.011 | 0.015 | 0.009 | 0.032** | 20% | −27% | 16% | −149% |
(0.015) | (0.015) | (0.015) | (0.015) | (0.015) | |||||||
Effort put on health (0–10 scale, 10 is better) | 7.1 | 2546 | −0.008 | −0.007 | −0.014 | −0.003 | −0.034 | 17% | −103% | 41% | −355% |
(0.023) | (0.024) | (0.024) | (0.024) | (0.025) | |||||||
Average | |||||||||||
Unweighted standardized index | 2279 | 0.018** | 0.015** | 0.014** | 0.015** | 0.012** | 14% | 8% | 1% | 22% | |
(0.004) | (0.004) | (0.004) | (0.004) | (0.004) | |||||||
Unweighted percentages (outcomes w/significant gradients at baseline) | 18% | 1% | 1% | 7% | |||||||
Mortality weighted | 11% | 1% | 1% | 7% |
Note: Basic regressions include controls for age and gender. Economic measures include family size, family income, family income missing, major activity, marital status, and region. Family background measures include self reported health status at age 16, whether born in the US, whether speak English at home, dad born in the US, dad's employment status at age 16, dad's education, dummy for dad alive at time of survey and dad's health status if alive, head of the household when was 16, mom's employment status at age 16, mom's education, mom alive at time of survey and mom health status if alive, whether family was on welfare while growing up, whether family was better off than other while growing up. Personality measures include a depression scale, a generalized anxiety scale, a scale on sense of control, a positive affect scale and a negative affect scale and dummy variables whenever each scale is missing. Social integration measures include a scale of social integration, the scale of social contribution, a scale on positive relations with spouse, a scale on negative relations with spouse, a scale of positive relations with friends, a scale on negative relations with friends, and dummy variables whenever each scale is missing. Effort put into health: individuals were asked to rate from 0 to 10 "How much thought and effort do you put into your health these days?", were 10 is the highest. Work hard to stay healthy: individuals were asked how strongly they agreed with the statement "I work hard at trying to stay healthy" & 1 is coded as strongly agree. MIDUS weights are used in all regressions and in calculating means. Unweighted regressions use the methodology of Kling et al. (2007). Mortality weights assume no difference in drinking.
(*) indicates statistical significance at the 5% (10%) level.