MMP321 2024 T1 - seminar solutions - Week 4 (Topic 3)
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Deakin University *
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Apr 3, 2024
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MMP321 – Week 4 (Topic 3) Seminar Solutions
1
Week 4 (Topic 3): Property Debt Finance
Question 1:
Part a:
Using “MMP321 - Zetland data for 2022 A1.xlsx” posted under “Assignment 1” on
CloudDeakin, run a regression model using the sale price as the dependent
variable
and the building area and numbers of bedrooms, bathrooms, and parking
spaces as independent variables
. Is the model a good fit? Explain.
* Hint: First, ‘clean’ the data by removing properties with unrealistic sales
prices (e.g. ‘not disclosed’ or $1) or unrealistic characteristics (no bedrooms,
no bathrooms, or zero ‘building area’)
SOLUTIONS:
Regression Model:
Sale Price
=
β
0
+
β
1
No .Beds
+
β
2
No. Baths
+
β
3
No.Carparks
+
β
4
Building Area
+
e
Regression Statistics
Standard error
248,631.6
R
-squared
0.659
No.
Observations
181
F-statistic
84.943
P-value
0.000***
Regression Outputs
Variable
Coefficients
t Stat
P-value
Intercept
247,462.0
3.529
0.001***
No. Beds
525,296.3
12.586
0.000***
No. Baths
−208,928.9
-3.600
0.000***
No. Carparks
99,247.8
2.467
0.015**
Building Area
207.2
1.075
0.284
***, **, * indicate statistical significance at the 1%, 5% and 10% levels,
respectively.
The model has a standard error of 248,631.6. Remember that the magnitude
of the standard error needs to be considered relative of the mean value of the
dependent variable. From the descriptive statistics, sale price has a mean of
1,008,974. Therefore, s.e./mean(y) = 248,631.6 / 1,008,974 = 24.64%.
The model has an R
-squared (
R
2
) of 0.659, which means 65.9% of the variation
in in sales price is explained by the independent variables, while 34.1%
remains unexplained.
2
MMP321 – Topic 3 Seminar Solutions
The F
-statistic has a p
-value of 0.000, so it is highly significant. This shows that
the model is very useful (i.e. the independent variables explain variation in the
dependent variable).
Overall, the R
2
and F
-statistic show that the model is a good fit and is useful for
explaining sale prices.
Part b:
Using the regression formula developed in Question 1, calculate the projected
price of a unit that has:
Three bedrooms
One bathroom
An internal living area of 86m
2
One car parking space
SOLUTIONS:
Substituting the coefficient fitted in Part a and the dwelling characteristics
detailed in Part b into the regression equation, the projected price is:
Sale Price = $247,462.0 + $525,296.3×(3) + −$208,928.9×(1) + $99,247.8×(1) +
$207.21×(86)
Sale Price = $1,731,489 (rounded to nearest dollar)
Recall that the error=0 when we’re calculating projected values
Part c:
Assuming the market rent of the house, based on advertised rents of similar
houses on the market, is $1,450/week and the running costs (agent leasing fees,
maintenance, council fees, strata levies, etc.) are 7% of the weekly rent. Estimate
the house’s value using the capitalised resale value formula from Week 2’s lecture
(capitalised resale value = net rental income/capitalisation rate). Compare the
price to that in Part b and discuss the reasons for any similarities or differences
with emphasis on the choice of cap rate that you use?
SOLUTIONS:
You answer will vary depending on the capitalisation rate you use. This is the
expected return you would want to generate from the house. This is highly
subjective and depends on many factors such as the expected rate of return from
housing and interest rates (which at the moment are very high). For this exercise,
let’s assume 6% being a modest rate of return for property based on historical
returns of Australian property:
Capitalised resale value = (annual rental income – annual running cost) /
capitalisation rate
=
(
$
1,450
7
×
365
−
$
1,450
×
7%
7
×
365
)
/6% = $1,171,910
MMP321 – Week 4 (Topic 3) Seminar Solutions
3
This is below the hedonic price ($1,731,489) which implies the cap rate we used
is too high (cap rate has inverse relation with the price). To get a price similar to
the hedonic price, we must adjust down our cap rate/expected return. Using a
cap rate of 4.05%, we would get the capitalised resale value = $1,736,164.
This is close to the hedonic price from Part b. This implies that expected returns
inferred from the capitalised resale value are much lower than historical returns
for Australian residential property. For example, using the ABS Median Price
Index of 8 Australian cities, the quarterly return from 2003 to 2021 is 1.3%
(roughly 5.2% per year) excluding rental yield.
1
The cap rate model is therefore
useful as a rough guide on the returns earned from property based on the current
price.
Question 2
Part a:
Part i)
Calculate the loan repayments on a 10-year, $7,500,000 loan with a
nominal interest rate of 6% p.a. that compounds annually.
Part ii)
Calculate the repayments for a loan that compounds monthly but has all
other terms the same as in Part i.
SOLUTIONS:
Part i)
L
= $7.5 million
i
= 6% = 0.06
n
= 10 years
m
= 1 (annual repayments)
PMT
=
L
(
i
m
1
−
(
1
+
i
m
)
−
nm
)
PMT
=
7.5
(
0.06
1
−
(
1.06
)
−
10
)
PMT
= $1,019,010
Part ii)
All variables kept the same except m=12 as n
/
m
= 0.06/12 = 0.005
nm
= 10 × 12 = 120
PMT
=
7.5
(
0.005
1
−
(
1.005
)
−
120
)
1
Data from the ABS website: https://www.abs.gov.au/statistics/economy/price-indexes-and-
inflation/residential-property-price-indexes-eight-capital-cities/latest-release#data-download
.
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4
MMP321 – Topic 3 Seminar Solutions
PMT
= $83,265 (there may be rounding differences)
If you sum over the 12 payments during the year, this would be:
12 × 83,265 = $999,185
Therefore, the loan with monthly repayments has lower payments overall, as less
interest accumulates due to the principal being repaid slightly earlier on average
(at the end of each month rather than the end of each year).
Part b:
You have organised a mortgage on your new property. The bank has agreed to
lend you $450,000 for 20 years at an interest rate of 4.5% p.a. compounding
monthly.
i)
Calculate the monthly repayments
ii)
Assume you are 10 years into the loan (i.e. there are 10 years remaining). How
much of the loan is still outstanding?
iii)
Using the information from ii), how much of the principal has been repaid
over the 10 years and how much interest have you paid?
SOLUTIONS:
Part a)
L
= $450,000
i
= 4.5% = 0.045
n
= 20 years
m
= 12
Thus we have:
n
/
m
= 0.045/12 = 0.00375
nm
= 20 × 12 = 240
PMT
=
450,000
(
0.00375
1
−
(
1.00375
)
−
240
)
PMT
= $2,846.92 (there may be rounding differences)
Part b)
We now have 10 years remaining on a loan that has monthly repayments of
$2,846.92. The interest rate remains the same; the only change is that n
= 10.
Thus we have:
nm
= 10 × 12 = 120
OL
=
PMT
(
1
−(
1
+
i
m
)
−
nm
i
m
)
MMP321 – Week 4 (Topic 3) Seminar Solutions
5
OL
=
2,846.92
(
1
−(
1.00375
)
−
120
0.00375
)
OL
= $274,697.60
Part c)
Principal repaid over 10 years = Original Loan Amount − Outstanding Amount
Principal repaid over 10 years = 450,000 − 274,697.60 = $175,302.40
Total Interest Paid = Total repayments − Principal repaid
Total repayments made over 10 years = ($2,846.92 × 120) = $341,630.40
Total Interest Paid = $341,630.40 − 175,302.40 = $166,328
Part c:
You are investigating borrowing $15 million. You have identified two banks that
will lend you the money, both have identical terms and conditions and fees. The
only difference are the interest rates.
Bank A is offering you 8% p.a. compounding semi-annually. Bank B is offering
7.8% p.a. compounding monthly.
Which bank would you choose?
SOLUTIONS:
In this case we need to calculate the effective annual rate:
i
e
=
(
1
+
i
m
)
m
−
1
Bank A: i
= 8% = 0.08 and m
= 2 (semi-annual)
i
e
=
(
1
+
0.08
2
)
2
−
1
=
(
1.04
)
2
−
1
=
0.0816
=
8.16%
Bank B: i
= 7.8% = 0.078 and m
= 12 (monthly)
i
e
=
(
1
+
0.078
12
)
12
−
1
=
(
1.0065
)
12
−
1
=
0.0808
=
8.08%
Therefore it would be better to go with Bank B, as it has a lower effective annual
rate.
Part d:
Calculate the outstanding loan amount for the following loan:
Years remaining: 5
Nominal interest rate: 9% p.a.
Repayments: $15,500 fortnightly
SOLUTIONS:
6
MMP321 – Topic 3 Seminar Solutions
Variables:
PMT
= 15,500
i
= 9% = 0.09
n
= 5
m
= 26 i
/
m
= 0.00346
nm
= 5 × 26 = 130
OL
=
PMT
(
1
−(
1
+
i
m
)
−
nm
i
m
)
OL
=
15,500
(
1
−(
1.00346
)
−
130
0.00346
)
OL
= $1,620,552
Part e:
You have an investment property that has an annual net rental income of $45,000
and annual loan repayment of $34,600. What is the DCR?
SOLUTIONS:
Debt Coverage Ratio
(
DCR
)
=
Net rentalincome per period
Loan payments per period
DCR
=
45,000
34,600
=
1.3
Part f:
Andrew has an investment property. To finance his investment, he borrowed
$345,000 on interest-only terms for 5 years at an interest rate of 4.5% p.a. The
property has a gross rental income of $1,800 per month and attracts a
management fee of 3% of the monthly rental.
Andrew has estimated all other operating expenses to be $2,400 per year.
Calculate the Interest Coverage Ratio.
SOLUTIONS:
Interest Coverage Ratio
(
ICR
)
=
Net rental income per period
Loaninterest per period
Step 1: Calculate the net rental income per year
Gross Rent = 1,800 × 12 = $21,600
Management fee = 3% × $21,600 = $648
Other expenses = $2,400
Net rental = $18,552
Step 2: Calculate interest payments per year
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MMP321 – Week 4 (Topic 3) Seminar Solutions
7
Interest payments = $345,000 × 0.045 = $15,552
ICR
=
18,552
15,552
=
1.195
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