Question
b) We are interested in estimating and constructing a confidence interval for the percentage change in price when a 200-square-foot bedroom is added to a
b) We are interested in estimating and constructing a confidence interval
for the percentage change in price when a 200-square-foot bedroom is
added to a house. How can you construct this confidence interval?
What assumptions are needed to do so? State all assumptions and ex-
plain why you need the assumptions. Calculate the estimates and con-
fidence interval, and interpret them.
(c) In order to construct a confidence interval we need to estimate a stan-
dard error for the estimate in part (b). Provide the way to estimate the
standard error using another multiple regression model (Hint: Define a
parameter which represents the above estimator (in part (b)). Then one
can estimate a standard error using this relationship with another multi-
ple regression model). Based on the estimated standard error, construct
a 95% confidence interval.
(d) Suppose now u does not follow normal distribution any more. Elabo-
rate how can you calculate the confidence interval in (b) and (c). And
calculate such confidence interval using R.
3. Suppose that the model
pctstck = ?0 + ?1funds + ?2risktol + u,
satisfies the first four Gauss-Markov assumptions, where pctstck is the per-
centage of a worker's pension invested in the stock market, funds is the num-
ber of mutual funds that the worker can choose from, and risktol is some
measure of risk tolerance (larger risktol means the person has a higher tol-
erance for risk). If funds and risktol are positively correlated, what are the
bias and inconsistency in ??
1, the slope coefficient in the simple regression of
pctstck on funds? Moreover, how do you interpret the estimates you obtain
from this simple regression? [You SHOULD answer these questions crystal
clear.]
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