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See the data below describing three different birth production functions. The three columns to the right represent three different dependent variables with birth weight as
- See the data below describing three different birth production functions. The three columns to the right represent three different dependent variables with birth weight as a continuous function (in grams), a dummy variable for whether the baby was born low birth weight or not, and whether the baby was born with an abnormal condition. The first column is the independent variables. The data come from a published article in the link below. Use the data to answer the following questions about "producing" healthy babies.
Variable Birth Weight in Grams Low Birth Weight (Y/N)
Abnormal Condition (Y/N) Prenatal illicit drug use 139.26** 0.04** 0.06*** Prenatal cigarette smoking 173.56*** 0.05*** 0.00 First trimester prenatal care 17.61 0.00 0.01 Considered abortion 23.35 0.00 0.02 STD during pregnancy 2.81 0.02 0.03*** Pre-existing lung disease 27.31 0.03** 0.01 Other pre-existing health condition 45.43 0.04** 0.01 Pre-pregnancy underweight 108.67** 0.04 0.04 Pre-pregnancy morbidly obese 64.47 0.01 0.03 History of mental illness 28.54 0.04** 0.01 Mean 3221 0.10 0.12 N 3122 3124 3101
Variable | Birth Weight in Grams | Low Birth Weight (Y/N) | Abnormal Condition (Y/N) |
Prenatal illicit drug use | 139.26** | 0.04** | 0.06*** |
Prenatal cigarette smoking | 173.56*** | 0.05*** | 0.00 |
First trimester prenatal care | 17.61 | 0.00 | 0.01 |
Considered abortion | 23.35 | 0.00 | 0.02 |
STD during pregnancy | 2.81 | 0.02 | 0.03*** |
Pre-existing lung disease | 27.31 | 0.03** | 0.01 |
Other pre-existing health condition | 45.43 | 0.04** | 0.01 |
Pre-pregnancy underweight | 108.67** | 0.04 | 0.04 |
Pre-pregnancy morbidly obese | 64.47 | 0.01 | 0.03 |
History of mental illness | 28.54 | 0.04** | 0.01 |
Mean | 3221 | 0.10 | 0.12 |
N | 3122 | 3124 | 3101 |
*** (P<0.01)
** (P<0.05)
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2697267/
- Interpret the coefficients on drug use and smoking for the first column of estimates (birth weight in grams). What exactly do they mean?
- Interpret the coefficient "history of mental illness" for the second column (low birth weight). Hint: this is a dummy variable that takes on the value 1 if the baby was born low birth weight and 0 otherwise.
- Looking at the variable for first trimester pre-natal care, why do you think it lacks statistical significance?
- Interpret the coefficient on STD during pregnancy on the third column (Abnormal Condition - also a dummy variable with a 0 for no abnormality and 1 for abnormality).
- Based on the information in the table, discuss the contribution of medical care and other lifestyle issues to the production of healthy babies. In particular, what types of interventions would you consider promoting to reduce the incidence of pre-term low birth weight babies?
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