MLR Flashcards
Level level form
if educ is increased by 1 yeear, wages is expected to increase by 1025
solve for marginal effect of level level form
(solve)
Log Log form
- elasticity
- corresponding increase of Y for 1% increase on X
- if X goes up by 1%, wages is expected to increase by 3.3%
solve for log log form
(solve)
Log Level form
- dep var is in log form, ind var is in level form
- if educ is increased by 1 year, Wages is expected to increase by 33%
solve for log level form
(solve)
Level log form
- dep var is in level form, ind var is in log form
- if educ is inreased by 1%, wages is expected to increase by $40.25
solve for level log form
(sol’n)
MEASURING SKEWNESS
interpret:
a3 = 0
a3 > 0
a3 < 0
a3 = 0
- equal to the sum of deviations
a3 > 0
- greater than the sum of deviations
(dispersed Above Mean)
a3 < 0
- less than the sum of deviations
(dispersed Below mean)
Binary Dep Var
- dep var is restrcited to 0 or 1
Linear Probability Model
the response is linear in parameters
Example LPM
labor force participation decision by married women
– Dep var in inlf
inlf = 1 when in labor force
inlf = 0 when not in labor force
(sol’n)
Interpretation:
- another year of education increases the probability of labor force participation by 0.034
- having one additional child less than 6 years old reduces prob part. by 0.278
General Interaction Terms
- captures the change in the marginal effect of X on Y due to a one unit change in a second independent variable Zi
- where Z is a continuous variable