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. Author manuscript; available in PMC: 2011 Jan 1.
Published in final edited form as: J Health Econ. 2009 Oct 31;29(1):1–28. doi: 10.1016/j.jhealeco.2009.10.003

Table 2.

Health Behaviors, Resources, and Risk Aversion Health and Retirement Study (wave 3), Whites

Coefficient on Years of Education
Reduction in Education Coefficient
Dependent Variable Mean N Demographic and
Background
Controls
Adding Economic
Controls
Adding Risk Aversion
(in addition to
economic controls)
Economic
Controls
Adding Risk
Aversion and
economic controls
Smoking
   Current smoker 21% 5036 −0.020** −0.018** −0.018** 10% 0%
(0.003) (0.003) (0.003)
   Former smoker 41% 5036 0.000 −0.001 −0.001 N/A N/A
(0.003) (0.003) (0.003)
   Ever smoked daily 63% 5217 −0.020** −0.018** −0.019** 10% −5%
(0.002) (0.003) (0.003)
Diet/Exercise
   BMI 27.2 5144 −0.132** −0.115** −0.113** 13% 2%
(0.031) (0.031) (0.031)
   Underweight 2% 5144 0.001 0.001 0.001 0% 0%
(0.001) (0.001) (0.001)
   Overweight 65% 5144 −0.008** −0.008** −0.008** 0% 0%
(0.003) (0.003) (0.003)
   Obese 24% 5144 −0.009** −0.007** −0.007** 22% 0%
(0.003) (0.002) (0.002)
   Vigorous activity 3+ times/week 53% 5214 0.000 −0.004 −0.004 N/A N/A
(0.003) (0.003) (0.003)
Drinking
   Current drinker 58% 5187 0.024** 0.018** 0.018** 25% 0%
(0.003) (0.003) (0.003)
   Heavy drinker (ever drinks>5 drinks--all persons) 2% 5187 −0.003** −0.003** −0.003** 0% 0%
(0.001) (0.001) (0.001)
Preventive Care
   Got flu shot 39% 5215 0.011** 0.011** 0.012** 0% −9%
(0.003) (0.003) (0.003)
   Got mammogram (women) 73% 2864 0.025** 0.022** 0.022** 12% 0%
(0.004) (0.004) (0.004)
   Got pap smear (women) 68% 2858 0.020** 0.016** 0.016** 20% 0%
(0.004) (0.005) (0.005)
   Got prostate test (men) 67% 2348 0.027** 0.026** 0.026** 4% 0%
(0.004) (0.004) (0.004)
Average Reduction in Education Coefficient
   Unweighted standardized index, excluding preventive care 4936 0.012** 0.010** 0.011** 20% −5%
(0.002) (0.002) (0.002)
   Unweighted percentages (outcomes w/significant gradients at baseline) 10% −1%
   Mortality weighted 17% 0%

Notes: Sample sizes are constant across columns. Data are from wave 3 of the HRS. Demographic controls include a full set of dummies for age, gender, and Hispanic origin. Socioeconomic background measures include dummy for father alive, father's age (current or at death), dummy for mother alive, mother's age (current or at death), father's education, mother's education, religion, self reported SES at age 16, self reported health at age 16, dad's occupation at age 16. Economic controls include total family income, total assets, number of individuals in the household, labor force status, region, MSA, marital status. Unweighted regression results use the methodology of Kling et al. (2007). Unweighted average reduction in education coefficient is calculated for all behaviors where the education effect without controls is statistically significant. HRS weights are used in all regressions and in calculating means. Standard errors are clustered at the person level.

**

(*) indicates statistically significant at the 5% (10%) level.