In: Statistics and Probability
Question 1
The following table contains summary statistics on house sales
in Canberra (by region) for...
Question 1
The following table contains summary statistics on house sales
in Canberra (by region) for the last 3 months.
|
Region
|
Mean House Price
|
Number of houses sold
|
|
Belconnen
|
$755481
|
210
|
|
Gungahlin
|
$815826
|
228
|
|
Inner North
|
$1180106
|
75
|
|
Inner south
|
$1489622
|
42
|
|
Molonglo Valley
|
$948222
|
28
|
|
Woden Valley
|
$1065248
|
95
|
|
Weston Creek
|
$802488
|
60
|
|
Tuggeranong
|
$723422
|
228
|
The lake in the Centre of Canberra in Lake Burley Griffin. The
first 3 regions in the table above (that is, Belconnen, Gungahlin
and inner north) are north of the lake. The remaining regions are
south of the lake.
Native Canberrans are friendly loyal to their side of the lake
(that is, whether you live north or south lake burley). Those born
and raised in north Canberra, tend to buy houses and retire in
North Canberra, and would never consider moving south of the
lake.
So how do Calculate the sample mean of house prices in North and
South Canberra compare on house prices? You are going to use the
summary statistics in the table above to assess whether there is
sufficient evidence of a difference in the mean house price between
North and South Canberra.
Note, for this question you may assume that:
- The sample sizes in North and South Canberra are respectively
large enough such that a t-test (of some sort) can be validly
applied.
- House prices are independent (that is, the sold price of one
house is not affected by the sold price of any other house)
- The houses that were sold in the last 3 months constitute a
simple unbiased random sample of the houses within each
region.
- State the null (H0) and alternative (HA)
hypotheses using proper statistical notation for the population
parameters
- Calculate the sample mean of house prices in North Canberra
(that is, Belconnen, Gungahlin and inner north) (Please show your
working by providing the equations you used to perform your
calculation).
- Calculate the sample mean of house prices in South Canberra
(that is, Inner south, Molonglo Valley, Woden Valley, Weston Creek
and Tuggeranong combined) (please show your working by providing
the equations you used to perform your calculation).
- The sample standard deviation of house prices in North and
South Canberra are estimated to be $ 301250 and $476250
respectively. Will your test be a pooled-variance t-test or
separate -variance t-test for the difference between two population
means? Give a reason for your answer.
- Calculate the value of your test statistic for this hypothesis
test (Note: please show your working by providing the equation you
used to calculate your test statistic)
- Assuming a significance level of =0.05,what critical Value(s)
define your rejection region?
(Note: if your degree of freedom is greater than 120, you may
obtain your critical Values from the standard normal
distribution)