Table 5.
Coefficient on Years of Education |
Reduction in Education Coefficient |
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Addition to Economic and Family Background controls |
Addition to Income and Family Background |
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Measure | Mean | N | Year | Demographic and family background Controls |
Economics controls |
ASVAB Scores |
Personality Scales |
Economic controls |
ASVAB Scores |
Personality Scales |
Smoking | ||||||||||
Current Smoker | 27% | 5052 | 1998 | −0.049** | −0.047** | −0.039** | −0.045** | 5% | 15% | 4% |
(0.003) | (0.003) | (0.003) | (0.003) | |||||||
Former Smoker | 21% | 5053 | 1998 | 0.0028 | 0.0027 | 0.0003 | 0.0014 | 3% | 86% | 49% |
(0.003) | (0.003) | (0.003) | (0.003) | |||||||
Diet/Exercise | ||||||||||
BMI | 27.53 | 4548 | 2002 | −0.197** | −0.169** | −0.126** | −0.156** | 14% | 22% | 7% |
(0.039) | (0.040) | (0.046) | (0.040) | |||||||
Underweight | 1% | 4548 | 2002 | −0.00106 | −0.00067 | −0.00087 | −0.00094 | 37% | −19% | −25% |
(0.0008) | (0.0008) | (0.0009) | (0.0008) | |||||||
Overweight | 64% | 4548 | 2002 | −0.014** | −0.013** | −0.006 | −0.013** | 4% | 51% | 1% |
(0.003) | (0.003) | (0.004) | (0.003) | |||||||
Obese | 27% | 4548 | 2002 | −0.016** | −0.014** | −0.012** | −0.013** | 17% | 9% | 3% |
(0.003) | (0.003) | (0.004) | (0.003) | |||||||
Vigorous exercise | 42% | 3730 | 1998 | 0.032** | 0.030** | 0.029** | 0.024** | 8% | 1% | 17% |
(0.004) | (0.004) | (0.005) | (0.004) | |||||||
Light exercise | 79% | 3729 | 1998 | 0.019** | 0.017** | 0.010** | 0.013** | 8% | 38% | 21% |
(0.004) | (0.003) | (0.004) | (0.003) | |||||||
Alcohol | ||||||||||
Current drinker | 60% | 4704 | 2002 | 0.016** | 0.010** | −0.001 | 0.006* | 40% | 64% | 24% |
(0.003) | (0.003) | (0.004) | (0.003) | |||||||
Heavy drinker (mean # of drinks>=5--all population) | 8% | 4704 | 2002 | −0.011** | −0.009** | −0.008** | −0.009** | 16% | 10% | −2% |
(0.002) | (0.002) | (0.002) | (0.002) | |||||||
Frequency of heavy drinking past month (drinkers only) | 97% | 2751 | 2002 | −0.141** | −0.132** | −0.106** | −0.126** | 7% | 18% | 4% |
(0.019) | (0.019) | (0.023) | (0.020) | |||||||
Number of drinks (drinkers only) | 264% | 2746 | 2002 | −0.154** | −0.134** | −0.087** | −0.125** | 13% | 30% | 6% |
(0.016) | (0.016) | (0.019) | (0.017) | |||||||
Illegal Drugs | ||||||||||
Never tried pot | 34% | 5036 | 1998 | 0.002 | 0.002 | 0.008** | 0.003 | −3% | −339% | −68% |
(0.003) | (0.003) | (0.003) | (0.003) | |||||||
# times smoked pot in life>50 | 26% | 5036 | 1998 | −0.014** | −0.014** | −0.017** | −0.014** | 3% | −27% | −4% |
(0.003) | (0.003) | (0.003) | (0.003) | |||||||
Never tried cocaine | 73% | 5048 | 1998 | 0.000 | 0.000 | 0.007** | 0.000 | 123% | 1906% | 117% |
(0.003) | (0.003) | (0.003) | (0.003) | |||||||
# times used cocaine in life>50 | 7% | 5048 | 1998 | −0.006** | −0.005** | −0.008** | −0.006** | 13% | −67% | −17% |
(0.002) | (0.002) | (0.002) | (0.002) | |||||||
Preventive Care Use | ||||||||||
Regular doctor visit last year | 57% | 4709 | 2002 | 0.005** | 0.003 | 0.007 | 0.002 | 36% | −57% | 35% |
(0.003) | (0.003) | (0.003) | (0.003) | |||||||
OBGYN visit last year | 58% | 2424 | 2002 | 0.027** | 0.021** | 0.023** | 0.021** | 22% | −9% | −1% |
(0.004) | (0.005) | (0.006) | (0.005) | |||||||
Other | ||||||||||
Read food labels | 46% | 4709 | 2002 | 0.035** | 0.034** | 0.020** | 0.031** | 1% | 40% | 10% |
(0.003) | (0.003) | (0.004) | (0.003) | |||||||
Average Reduction in Education Coefficient | ||||||||||
Unweighted standardized index, excluding OBGYN visits, 2002 | 2002 | 0.033** | 0.028** | 0.020** | 0.026** | 14% | 27% | 7% | ||
(0.003) | (0.003) | (0.004) | (0.003) | |||||||
Unweighted standardized index, 1998 | 1998 | 0.021** | 0.020** | 0.018** | 0.018** | 4% | 10% | 13% | ||
(0.003) | (0.003) | (0.004) | (0.003) | |||||||
Unweighted percentages (outcomes w/significant gradients at baseline) | 14% | 9% | 7% | |||||||
Unweighted percentages, excluding illegal drugs (outcomes w/significant gradients at baseline) | 15% | 18% | 10% | |||||||
Mortality weighted | 12% | 15% | 4% |
Reading food labels is an indicator for whether the person always or often reads nutritional labels when buying food for the first time. Frequency of heavy drinking reports the number of times in the last month that the respondent had 6 or more drinks in a single occasion. Demographic controls include a full set of dummies for age, and gender. Economic controls include family income, family size, regio MSA, marital status. Background controls include whether respondent is American, whether mom is America, whether dad is American, familiy income in 1979, mother's education, father's education, whether lived with dad in 1979, whether the person had tried marijuana by 1979, whether the person had damaged property by 1979, whether the person had fought in school by 1979, and whether the person had been charged with a crime by 1980 and height. Personality scores include the Rosen self esteem score in 1980 and 1987, the Pearlin score of self control in 1992, the Rotter scale of control over one's life in 1979, whether the person considered themselves shy at age 6 and as an adult (in 1985), and history of depression (the CESD, measured in 1992 and 1994). Sample contains individuals with no missing education or AFQT. Indicator variables for missing controls are included whenever any other control is missing.
Unweighted regressions use the methodology in Kling et al. (2007). NLSY weights are used in all regressions and in calculating means.
(*) indicates statistical significance at the 5% (10%) level.