Question
We are interested in studying whether a mother's smoking affects the birthweight of her baby. The dataset for this question is birthweight2019.csv available on Moodle.
We are interested in studying whether a mother's smoking affects the birthweight of her baby.
The dataset for this question is birthweight2019.csv available on Moodle. The variables you
need are as follows:
bweight: infant birthweight (grams)
smoke2: 1 if mother smokes 1-5 cigarettes per day, 0 otherwise
smoke3: 1 if mother smokes 6-10 cigarettes per day, 0 otherwise
smoke4: 1 if mother smokes 11 or more cigarettes per day, 0 otherwise
mmarried: 1 if mother married, 0 otherwise
mage: mother's age
Questions:
1. (a). Estimate the following regression model, and report the estimated coefficients and the
associated standard errors. (1 points)
bweighti = 1 + 2smoke2i + 3smoke3i + 4smoke4i + 5magei + 6mmariedi + ei
(1)
(b). Interpret the estimated coefficients of smoke2, smoke3 and smoke4. (3 points)
1
2. What is the estimated difference in the expected birthweight of a baby whose mother is
married and smokes 6-10 cigarettes a day relative to that of a baby whose mother is not
married and smokes 11 or more cigarettes a day? Keep 4 decimals for the calculation
involved. (2 points)
3. (a).
Now consider a similar model but with log of birthweight as dependent variable.
Estimate this model, and report the estimated coefficients and the associated standard
errors. (1 points)
ln(bweight)i = 1 + 2smoke2i + 3smoke3i + 4smoke4i + 5magei + 6mmariedi + ei
(2)
(b). Calculate and interpret the percentage differences in birthweight by comparing groups
smoke2, smoke3 and smoke4 with the reference group. (3 points)
4. Based on the model (2), test at the 5% significance level the null hypothesis that smoking 11
or more cigarettes per day reduces birthweight by no more than smoking 6-10 cigarettes per
day, against the hypothesis that smoking 11 or more cigarettes per day reduces birthweight
by more than smoking 6-10 cigarettes per day. Write down all the step
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