Question
Suppose that you are the owner of one of such type s o f shops that sells eggs and cookies. You sometimes put a poster
Suppose that you are the owner of one of such type
s
o
f shops that sells eggs and cookies. You
sometimes put a poster on your storefront advertising either your fresh farm eggs, or your delicious
chocolate chip cookies. You are particularly concerned with the sales of eggs. Over a one month
period, you collec
ted data on sales of your eggs and the different prices you set for your products.
The data is presented below, where
Sales
represent the total eggs sold on the given day;
Price
Eggs
is the price of the eggs on the day;
Ad
Type
is the type of poster
-
0 is the egg poster, 1 is
the cookie poster and
Price
Cookies
represents the price of cookies on the day.
Your task is to
use the
data
that you have collected to
understand how price sensitive is your
demand for eggs and how the price of cookies impacts the sales of eggs.
On
average,
does
the
advert
isement
for
eggs
generate
higher
sales
for
eggs?
Explain all the steps you
have
used to estimate
your
eggs demand f
unction
(present proof of all
your calculations
, correlation matrix
and estimation procedure)
and discuss the results of your
analysis.
Discussing results involve
(without any particular order though your discussion must be
well structured)
:
-
Interpret the estimated coefficients
;
-
Discuss the significance level of the estimated coefficients;
-
Discuss the goodness of fitness of the estimated model;
-
Discuss the model to be estimated and the expected signs
(and why) on the coefficients;
-
Discuss if the assumptions of the OLS model are valid (need to verify tho
se first before running
the model)
-
Present a proof t
hat the models were run by you;
You may present screen shots of the outputs
and excel sheets to make proof that you have done the work
yourself
. You mus
t also print out the
summary outputs from excel and have your name and student ID written in the excel file you print
to attach to your work
(You cannot have your name or student ID written by hand
in the excel print
outs
).
-
After examining everything, students MUST provide a discussion of the results fou
nd.
Note: Before running any regres
sion do not forget to determine the correlation matrix first and
comment on the correlation between explanatory variables.
For this exercise you may use Eviews, Stata or Excel.
Dataset
Sales
Price.Eggs
Ad.Type
Price.Cookies
18
4.77
0
4.74
20
4.67
0
4.81
23
4.75
0
4.36
23
4.74
0
4.29
23
4.63
0
4.17
23
4.56
0
4.66
24
4.59
0
4.73
25
4.75
0
4.11
26
4.75
1
4.21
26
4.49
0
4.25
26
4.41
1
4.62
26
4.32
0
4.53
27
4.68
0
4.44
28
4.66
1
4.19
28
4.42
1
4.37
29
4.71
0
4.29
29
4.66
1
4.57
30
4.46
1
4.21
30
4.36
1
4.77
31
4.47
0
4
31
4.43
0
4.31
33
4.4
1
4.34
34
4.61
1
4.05
35
4.09
1
4.73
38
3.73
0
4.07
39
3.89
1
4.75
41
4.35
1
4
44
3.84
1
4.15
44
3.81
1
4.34
46
3.79
1
4.15
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