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Renting versus Buying: System Dynamics Approach to Housing
Siniša Sovilj
University of Zagreb,
HR-10000 Zagreb, CROATIA
sinisa.sovilj@ieee.org
Marina Tkalec
Institute of Economics, Zagreb
HR-10000 Zagreb, CROATIA
mtkalec@eizg.hr
Paper to be presented at the 32nd International Conference of the System Dynamics
Society, Delft, Netherlands, July 20 – July 24, 2014
Abstract
This paper studies a widespread and important life dilemma of renting and buying a home.
We adopt a system dynamics approach to housing research and clarify the benefits of
system dynamics and double-entry bookkeeping in modeling the determinants of buying and
renting a home decision. We included all important inflows and outflows of money and
accumulation dynamics of assets, liabilities and equity for both dilemma choices. The
model is general in the sense that one can use data from any market, but in this paper the
parameters are estimated using Croatian historical data. We consider two policy
scenarios; one in which there are tax deductions on interest payments, and the other
without the tax policy measure. Our results suggest that the renting scenario is optimal in
comparison to the buying scenario when there are no tax deductions on interest payments.
This suggests that tax deductions should be introduced in case the government wants to
stimulate the real estate market and the construction sector, or abandoned if the
government perceives a housing bubble is being supported by a certain tax policy.
Keywords: equity flow, home ownership, home renting, system dynamics
Introduction
Buying or renting a home is a widespread personal dilemma and one of the most difficult
and most important ones, as it usually represents the largest life investment for most
people. In its core, the dilemma boils down to a choice between renting a home and renting
money from a financial institution in order to buy a home. Due to its large scale in financial
terms and far-reaching consequences from the dilemma holder’s view, it deserves the
attention of the dilemma holder in the first place, but also the attention of the public policy
maker, and the academia [1, 2].
A thirty-year period prior to the stock market collapse of 2007 that was coupled with
substantial increase in house prices, buying a house was considered a good investment.
Although the estimates for the US show that nominal house prices increased on average by
3 percent, while the rise in real prices, adjusted for inflation, was just a bit above zero [2,
3], housing was indeed a good investment because it was usually leveraged to a great
degree. For example, a house price increase of only three percent and a mortgage with a 20
percent down payment brings a 15 percent increase in homeowner’s equity. In bad times
however, leverage turns against the holder. A 20 percent down payment coupled with a 20
percent price decline, wipes out all of the buyer’s equity [3]. Therefore, taking up a
mortgage to buy a house at the peak of the housing cycle, in 2006 or in 2007, usually meant
that the mortgage owners were soon confronted with falling values of their collateral that
was driving down their net worth, seriously threatening their ability to service the
mortgage. This most recent housing bubble and its burst showed the “good” and the “bad”
side of buying a house and manifested just how severe a mortgage can become if taken at
the wrong time. Now, more than ever, it seems that housing decisions should be done with
great care, taking into consideration all available factors.
This paper uses the system dynamics and double-entry bookkeeping approach in order to
model all available determinants of buying and renting a house. We included all important
inflows and outflows of money and accumulation dynamics of assets, liabilities and equity
for both dilemma choices. The conclusions we made are based on the dynamics of the
equity flow and the stock accumulation in different scenarios. Our results offer an analysis
of both strategies and provide straightforward advice on the choice of housing strategy.
The key parameters of the model are: housing appreciation rate (measured by prices),
mortgage fixed interest rate, interest rate on saving deposits or return on investment if the
saving deposit is invested, property tax rate, and deductibility of the mortgage interest. To
estimate the parameters we use historical data available for the Croatian real estate market.
However, as the modeling approach is general, the data can be from any market and
especially from the US real estate market which has the longest historical data series.
Most people confronted with the dilemma, naively compare monthly annuity payments
with monthly rent payments, and make their decisions based on this simple comparison.
However, this way they ignore the fact that a part of the monthly annuity payment goes to
the principal (inflow to equity) which is similar to saving, while the interest portion of the
payment is deductible and in some degree can offset the interest expense on home
mortgage. Moreover, simply comparing the housing and the stock market ignores the fact
that housing pays something as a dividend because one can live in it without paying rent. In
order to make the comparison credible, living in a house should pay an “occupancy
dividend” of around seven percent [3].
Besides tangible variables, there are also many intangible ones. For example, in case the
landlord decides to raise the rent or if he decides to sell the property, the renters are in
distress. Not negligible is also the fact that in some countries, owning a house is often
regarded as a sign of success [4]. On the other hand, the renting a home offers the
flexibility and the alternative when the housing market is overpriced [1]. The recent study
[5] has shown that the high levels of home ownership are strongly linked to subsequent
rises in unemployment because labor mobility becomes reduced.
The buying vs. renting dilemma is obviously complex, implying that a complex analysis
should be applied in order to study it. We therefore take the system dynamics approach
because it seems to be the right tool for simulating and optimizing the choice between
renting and buying a home.
The rest of the paper is organized as follows. The following section displays the
methodology employed in detail. The third section presents results, while in the last section
we discuss the results and conclude the paper.
Stylized Facts
In this moment, 92% of households in Croatia are owners of their apartment or house. The
average apartments’ area is around 74.4 m2, with the average nominal price 1309 EUR/m2
in 2013 gives the initial home price set to 100.000 EUR.
Historical data series for the home price index are available at [6, 7] are shown in Figure 1,
covering the period of last 15 year (from 1998 to 2013). The nominal home price had a
mean annual change of 2.14%/year or median change of 1.74%/year. But when deflated by
CPI the real home price index brings substantially different statistics, with the annual mean
change of -0.46%/year and median change of -1.84%/year.
Figure 1. Historical Home Price Index for last 180 months (15 years).
Home Price Index
200
180
160
140
120
100
80
60
40
20
0
2 2
2 2 2
2
2
2
2
2 2
2
2
2 2
1 1
1 1
1
1
1
1
1
1
1
1
1
1
1
1
0 18 36 54 72 90 108 126 144 162 180
Time (Month)
Nominal Home Price Index : # 1 1 1 1 1 1 1 1 1 1 1
Real Home Price Index : # 2 2 2 2 2 2 2 2 2 2 2
Figure 2. Mortgage and Deposits Interest Rates in last 180 months (15 years).
Figure 2 shows mortgage interest rates (with historical annual mean 7.06% and median
6.49%) and interest rate on deposits (with historical annual mean 5.41% and median
4.84%) which both give a bank spread premium of 1.65% annually.
Methodology
We set the tax rate for buying a house (property sales tax) at 5 percent. As property tax has
not yet been introduced in Croatia, we use the expected rate that is assumed to be around
0.15 percent of the house value paid annually. We have examined the effect of both of these
taxation scenarios on the buying versus renting dilemma.
We set the initial house price at 100,000 euros allowing both appreciation and depreciation
of the house value, as defined by the annual appreciation/depreciation rate.
We design two versions of the model: (1) the renting model shown in Figure 3 and (2) the
buying model shown in Figure 4. Both models are inspired by the work of the colleague,
professor Kaoru Yamaguchi [8], who has applied double-entry bookkeeping principles in
his modeling methodology. Bookkeeping principles make models more organized, and they
increase visualization quality, understanding, and motivation for research.
Mortgage Interest Rate
10
8.5
7
5.5
4
2.5
1
-0.5
-2
-3.5
-5
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
2
2 2
2
2
2
2
2
2
2
2
2
2
2
2
1
1 1 1
1
1
1
1
1 1 1
1
1
1
1 1
0 18 36 54 72 90 108 126 144 162 180
Time (Month)
%
Nominal Mortgage Interest Rate : # 1 1 1 1 1 1 1 1 1 1
Real Mortgage Interest Rate : # 2 2 2 2 2 2 2 2 2 2
"CPI" : # 3 3 3 3 3 3 3 3 3 3 3 3 3 3
Deposits Interest Rate
10
8.5
7
5.5
4
2.5
1
-0.5
-2
-3.5
-5
3
3
3
3
3
3
3
3
3
3
3
3
3
3
3
2
2
2
2
2
2
2
2
2
2
2
2
2
2 2
1
1
1
1 1
1
1 1
1
1
1
1 1
1
1 1
0 18 36 54 72 90 108 126 144 162 180
Time (Month)
%Nominal Interest Rate on Deposits : # 1 1 1 1 1 1 1 1 1 1
Real Interest Rate on Deposits : # 2 2 2 2 2 2 2 2 2 2
"CPI" : # 3 3 3 3 3 3 3 3 3 3 3 3 3 3
As shown in Figure 3, the renting model has only one liability stock which accumulates
renting expenses equal to a monthly rent. On the asset side, the renter has an initial saving
deposit (the principle), which is enlarged periodically by depositing new monthly savings.
These savings inflows depend on disposable income, renting expenses, and the marginal
propensity to consume. The renter also receives interest on saving that is included in the
amount of saving. Conservatively, we use the average bank passive interest rate on deposits
as the investment interest rate on saving deposits. Alternatively, the average return on
investments in securities or stocks can be used as well. We differentiate between the
interest and the principle in order to detect the exact contribution of savings, and the exact
contribution of interest in the appreciation of the renter’s asset.
We define the equity stock as a difference between assets and liabilities. Therefore the “Net
Worth of Equity” stock is defined as the accumulation of the difference between equity
inflows (saving and interest) and equity outflows (renting expenses), where initial equity is
equal to initial saving deposits. We were mostly interested in the dynamics of “Net Worth
of Equity” stock and the “Equity Inflow/Outflow Balance” flow. Obviously, positive and
maximal performance of both of these two variables is preferable. From these flows and
stocks we can derive some investment measures, such as return on equity (ROE) and
present value (PV) of future equity cash flows.
Figure 3. The renting model.
Figure 4 presents the buying model. The liabilities in the model are the “Mortgage Loan”
and the “Interest on Mortgage Loan” that have to be paid to the mortgage provider. Again
we separate the flows of the “Principle Payment” and the “Interest Payment“, because only
the interest is allowed to be recognized for tax deductions, and because the interest is
treated as equity outflow while the principle payment is treated as equity inflow (similar to
savings in the renter’s model).
The initial mortgage loan depends on the initial house price and on the amount of down
payment (that is 20 percent of the house price on average).
On the asset side we allow the house value to appreciate/depreciate depending on the
appreciation/depreciation rate. The system is very sensitive to this parameter, and for the
moment we have conservatively set the appreciation rate to 1.74% percent as our historical
data suggest. Later on, we plan to set the appreciation/depreciation rate to higher levels, as
one can usually notice in the short- and medium-run.
Saving Deposit
Accumulated
(Renting)
Investment Interest
Rate
Initial Saving
Deposit
PER YEAR
Accounts
Payable
(Renting)
Net Worth
of Equity
(Renting)
Equity
Assets
Saving (Renting)
Renting Expenses
Rent [per month]
<Renting
Expenses>
Gross Income
[per year]
Disposable (Net)
Income (Renting)
Income Tax Rate
<Renting
Expenses> Marginal
Propensity to
Consume
Liabilities
<Initial Saving
Deposit>
Equity Inflow/Outflow
Balance (Renting)
Equity Inflow
(Renting)
Equity Outflow
(Renting)
Interest on
Saving Deposit
Accumulated
(Renting)
Interest on Saving
Deposit
<Interest on Saving
Deposit>
<Saving
(Renting)>
Basic
Consumption
In the buying model, we also allow for saving, depending on the amount of disposable
income less taxes and expenses incurred as a consequence of buying a house (such as
property tax, maintenance costs, and mortgage payments). Tax deductions in the form of
income tax savings are included because the owner incurs tax deductible costs related to
property tax and mortgage interest payments.
Initial “Net Worth of Equity” is equal to “Initial Saving Deposit” reduced by the “Property
Sales Tax” that has to be paid in the moment of buying the house. The buying model is
obviously more complex, but from flows and stocks similar investment measures as return
on equity (ROE) and present value (PV) of future equity cash flow can be derived.
Figure 4. The buying model.
Home
Value
Home
Appreciation
Appreciation Rate
Initial House Price
Mortgage
Loan
Balance
Net Worth of
Equity
(Buying)
Equity
Assets
<Home
Appreciation>
Disposable (Net)
Income (Buying)
Liabilities
<Gross Income
[per year]>
<Income Tax
Rate>
<Marginal
Propensity to
Consume>
Saving
Deposit
Accumulated
(Buying)Saving (Buying)
<Investment
Interest Rate>
Annual Mortgage
Interest Rate
Initial
Mortgage
LoanTerm [in years]
<Initial House
Price>
<Initial Saving
Deposit>
Down
Payment [%]
Maximal House
Price
Home Price
SWITCH (Mortgage Type):
fixed rate/ adjustable rate
Mortgage
Payment
Interest on
Mortgage
Loan
Interest
Payment
Principle
Payment
<Initial
Saving
Deposit>
<Principle
Payment>
<Interest
Payment>
Property
Tax
Accured
Property Tax
Property Tax Rate
<HomeValue>
<PER YEAR>
<Property Tax>
Tax Savings
AccumulatedTax Saving
SWITCH Tax
Savings: off/on
<Property Tax>
<Interest Payment>
<PER YEAR>
<Tax Saving>
SWITCH Property
Tax: off/on
Maintenance
Cost
Accured
Maintenance
Cost
Maintenance
Cost Rate
<HomeValue>
<PER YEAR>
<Maintenance
Cost>
Equity Outflow
(Buying)
Equity Inflow
(Buying)
Equity Inflow/Outflow
Balance (Buying)
Property Sales
Tax Rate
Initial Propery
Sales Tax
Interest on
Savings
Accumulated
(Buying)Interest on Savings
(Buying)
<PER YEAR>
<Initial
Propery
Sales Tax>
<Maintenance
Cost>
<Principle
Payment>
<Saving (Buying)>
<Interest on Savings
(Buying)>
<Basic
Consumption>
Max Annual Tax
Deduction
Table 1 presents the list of all variables and their initial values used for estimating model
parameters.
Table 1. Model parameters’ names and default values.
Parameter Value
Gross Income 16,800 EUR/year
Income Tax Rate 12% and 25% (income dependable)
Marginal Propensity to Consume 0.7
Basic Consumption 100 EUR/month
Initial Saving Deposit 20,000 EUR
Investment / Interest Rate on Deposit (annual) 5.41%
Rent 400 EUR/month
Discount Rate (=Cost of Capital) 7%
Appreciation Rate (annual) 1.74%
Maximal Annual Tax Deduction 1600 EUR/year
Mortgage Interest Rate (annual) 6.49%
Term (of mortgage) 30 year
Property Sales Tax Rate 5%
Property Tax Rate (annual) 0.15%
Maintenance Cost Rate (annual) 0.5%
Down Payment 20%
Initial House Price 100,000 EUR
Results
Figure 5 shows the results of simulation for the renting model (blue line, marked with “1”)
and the buying model (red line, marked with “2”) in the “Scenario A” without tax
deduction.
Figure 5. Scenario (A), without tax deductions. Equity Inflow/Outflow Balance, Net
Worth of Equity, ROE and Present Value of Equity.
Equity Inflow/Outflow
900
660
420
180
-60
-300
2
2
2
2
2
2
2
2
2
2
1
1
1
1
1
1
1
1
1
1
0 54 108 162 216 270 324
Time (Month)
EUR
"Equity Inflow/Outflow Balance (Renting)" : # 1 1 1 1 1 1
"Equity Inflow/Outflow Balance (Buying)" : # 2 2 2 2 2 2
Net Worth of Equity
100,000
78,800
57,600
36,400
15,200
-6,000
2
2
2
2 2
2
2
2
2
2
1
1
1 1 1
1
1
1
1
1
0 54 108 162 216 270 324
Time (Month)
EUR
"Net Worth of Equity (Renting)" : # 1 1 1 1 1
"Net Worth of Equity (Buying)" : # 2 2 2 2
ROE
5
3
1
-1
-3
-5
2
2
2
2
2
2
2
2
2
2
2
1 1
1
1
1
1 1 1 1 1 1
0 54 108 162 216 270 324
Time (Month)
Percent
"ROE (Renting)" : # 1 1 1 1 1 1 1
"ROE (Buying)" : # 2 2 2 2 2 2 2
Present Value of Equity
30,000
23,940
17,880
11,820
5,760
-300
2
2
2
2 2
2
2
2
2
2
1
1
1
1 1
1
1
1
1
1
0 54 108 162 216 270 324
Time (Month)
EUR
"PV (Renting)" : # 1 "PV (Buying)" : # 2
Figure 6 shows the results of simulation for the renting model (blue line, marked with “1”)
and the buying model (red line, marked with “2”) in the “Scenario B” with tax deduction
included.
Figure 6. Scenario (B), with tax deductions. Equity Flow Balance, Net Worth of
Equity, ROE and Present Value of Equity.
Equity Inflow/Outflow
1,000
760
520
280
40
-200
2
2
2
2
2
2
2
2
2
2
1
1
1
1
1
1
1
1
1
1
0 54 108 162 216 270 324
Time (Month)
EUR
"Equity Inflow/Outflow Balance (Renting)" : # 1 1 1 1 1 1
"Equity Inflow/Outflow Balance (Buying)" : # 2 2 2 2 2 2
Net Worth of Equity
200,000
160,000
120,000
80,000
40,000
0
2 2 2 2 2
2
2
2
2
2
1
1 1 1 1
1
1
1
1
1
0 54 108 162 216 270 324
Time (Month)
EUR
"Net Worth of Equity (Renting)" : # 1 1 1 1 1
"Net Worth of Equity (Buying)" : # 2 2 2 2
ROE
5
3
1
-1
-3
-5
2 2
2
2
2 2 2 2 2 2 2
1 1 1
1
1
1 1 1 1 1 1
0 54 108 162 216 270 324
Time (Month)
Percent
"ROE (Renting)" : # 1 1 1 1 1 1 1
"ROE (Buying)" : # 2 2 2 2 2 2 2
Present Value of Equity
30,000
24,000
18,000
12,000
6,000
0
2
2
2 2
2
2
2
2
2
2
1
1
1
1 1
1
1
1
1
1
0 54 108 162 216 270 324
Time (Month)
EUR
"PV (Renting)" : # 1 "PV (Buying)" : # 2
Discussion & Conclusion
Scenario (A) in Figure 5 clearly shows that at the moment, as described by parameters in
Table 1, the renting scenario is optimal in comparison to the buying scenario. The equity
flow is negative for the first 10 years (or 120 months) but afterwards it becomes and stays
positive. The effective ROE bottoms out at around -0.8 percent in the first 10 years, but
eventually it starts to increase as the capital invested from saving deposits grows and
converges towards a 1 percent annual return.
The renting scenario also allows higher savings due to a lower monthly cash outflow
(around 400 EUR a month), which eventually leads to higher saving after consumption. At
the end of the 30-year period, the equity from the initial 20,000 EUR accumulates to 91,382
EUR. The present value of equity future cash flows discounted by the average cost of
capital set at 7% is equal to 28,159 EUR.
In the buying scenario, the initial saving deposit is substantially decreased by the initial 5%
property sales tax. The cash outflow due to mortgage payments is higher (505.13 EUR),
and the equity flow is more negative and it takes 15 years (or 180 months) before it
becomes positive. The net worth of equity is negative for substantial time, and the initial
saving deposit invested as the part of equity is wiped out, and it takes 20 years (period
between 240-360 months) when the equity to become positive, due to a higher portion of
the principle payment at the mortgage term ending. After 30-years period, the net worth of
equity is equal to 60,090 EUR, significantly lower in comparison to 91,382 EUR from the
renting model. If we discount the future cash flow to equity with the discount rate of 7
percent, the present value of the future equity flow is only 11,713 EUR.
The reason for such discrepancy between the two scenarios for Croatia is in the tax
deduction which was abandoned in 2010. Before 2010, income tax deductions were
recognized for mortgage interest payments to the amount up to 1,600 EUR annually.
In Scenario (B) we model the market prior to 2010, therefore allowing the tax deduction.
From Figure 6 we can conclude that the buying model is now the preferred one. The
dynamics of both models looks fairly similar, but the buying model accumulates slightly
more equity at the amount of 97,370 EUR, significantly higher than the 91,382 EUR
accumulated in the renting model.
These results have interesting policy implications as they provide evidence of tax policy
effect on the housing market. In case the government wants to stimulate the real estate
market and the construction sector, it should allow for tax deductions on mortgage interest
or similar measures that make the buying strategy preferred when compared to the renting
strategy. On the other hand, if the government perceives a housing bubble is being
supported by a certain tax policy, it should reconsider its policy aims and adjust tax rates
and incentives accordingly.
For further research we would like to introduce the inflation rate and discuss real values
and nominal values when making housing investment decisions.
References
1. Khan, S., Finance and Capital Markets: Housing, in Videos on finance and
macroeconomics, S. Khan, Editor 2014, Khan Academy.
2. Shiller, R.J., Understanding Recent Trends in House Prices and Homeownership.
Housing, Housing Finance and Monetary Policy, 2008: p. 85-123
3. Conerly, B. Should You Buy A House Or Rent? The Economics Of Homeownership.
Forbes, 2013.
4. Oh, D. and J.R. Burns. Estimating the Home-Purchase Cost of Seoul Citizens in
International System Dynamics Conference 2010. 2010. Seoul, Korea.
5. Blanchflower, D.G. and A.J. Oswald, Does High Home-Ownership Impair the
Labor Market? National Bureau of Economic Research Working Paper, 2013(No.
19079).
6. CBS. Croatian Bereau of Statistics - Croatian Economic Survey. 2013; Available
from: http://www.dzs.hr/default_e.htm.
7. CNB. Croatian Nationa Bank - Bulletin - Statistical Survey. Available from:
http://www.hnb.hr/eindex.htm.
8. Yamaguchi, K., Money and Macroeconomic Dynamics - Accounting System
Dynamics Approach. 2013: Japan Futures Research Center.

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Renting vs Buying Home SD model v.1 (manuscript; © Sinisa Sovilj)

  • 1. Renting versus Buying: System Dynamics Approach to Housing Siniša Sovilj University of Zagreb, HR-10000 Zagreb, CROATIA sinisa.sovilj@ieee.org Marina Tkalec Institute of Economics, Zagreb HR-10000 Zagreb, CROATIA mtkalec@eizg.hr Paper to be presented at the 32nd International Conference of the System Dynamics Society, Delft, Netherlands, July 20 – July 24, 2014
  • 2. Abstract This paper studies a widespread and important life dilemma of renting and buying a home. We adopt a system dynamics approach to housing research and clarify the benefits of system dynamics and double-entry bookkeeping in modeling the determinants of buying and renting a home decision. We included all important inflows and outflows of money and accumulation dynamics of assets, liabilities and equity for both dilemma choices. The model is general in the sense that one can use data from any market, but in this paper the parameters are estimated using Croatian historical data. We consider two policy scenarios; one in which there are tax deductions on interest payments, and the other without the tax policy measure. Our results suggest that the renting scenario is optimal in comparison to the buying scenario when there are no tax deductions on interest payments. This suggests that tax deductions should be introduced in case the government wants to stimulate the real estate market and the construction sector, or abandoned if the government perceives a housing bubble is being supported by a certain tax policy. Keywords: equity flow, home ownership, home renting, system dynamics Introduction Buying or renting a home is a widespread personal dilemma and one of the most difficult and most important ones, as it usually represents the largest life investment for most people. In its core, the dilemma boils down to a choice between renting a home and renting money from a financial institution in order to buy a home. Due to its large scale in financial terms and far-reaching consequences from the dilemma holder’s view, it deserves the attention of the dilemma holder in the first place, but also the attention of the public policy maker, and the academia [1, 2]. A thirty-year period prior to the stock market collapse of 2007 that was coupled with substantial increase in house prices, buying a house was considered a good investment. Although the estimates for the US show that nominal house prices increased on average by
  • 3. 3 percent, while the rise in real prices, adjusted for inflation, was just a bit above zero [2, 3], housing was indeed a good investment because it was usually leveraged to a great degree. For example, a house price increase of only three percent and a mortgage with a 20 percent down payment brings a 15 percent increase in homeowner’s equity. In bad times however, leverage turns against the holder. A 20 percent down payment coupled with a 20 percent price decline, wipes out all of the buyer’s equity [3]. Therefore, taking up a mortgage to buy a house at the peak of the housing cycle, in 2006 or in 2007, usually meant that the mortgage owners were soon confronted with falling values of their collateral that was driving down their net worth, seriously threatening their ability to service the mortgage. This most recent housing bubble and its burst showed the “good” and the “bad” side of buying a house and manifested just how severe a mortgage can become if taken at the wrong time. Now, more than ever, it seems that housing decisions should be done with great care, taking into consideration all available factors. This paper uses the system dynamics and double-entry bookkeeping approach in order to model all available determinants of buying and renting a house. We included all important inflows and outflows of money and accumulation dynamics of assets, liabilities and equity for both dilemma choices. The conclusions we made are based on the dynamics of the equity flow and the stock accumulation in different scenarios. Our results offer an analysis of both strategies and provide straightforward advice on the choice of housing strategy. The key parameters of the model are: housing appreciation rate (measured by prices), mortgage fixed interest rate, interest rate on saving deposits or return on investment if the saving deposit is invested, property tax rate, and deductibility of the mortgage interest. To estimate the parameters we use historical data available for the Croatian real estate market. However, as the modeling approach is general, the data can be from any market and especially from the US real estate market which has the longest historical data series. Most people confronted with the dilemma, naively compare monthly annuity payments with monthly rent payments, and make their decisions based on this simple comparison. However, this way they ignore the fact that a part of the monthly annuity payment goes to the principal (inflow to equity) which is similar to saving, while the interest portion of the
  • 4. payment is deductible and in some degree can offset the interest expense on home mortgage. Moreover, simply comparing the housing and the stock market ignores the fact that housing pays something as a dividend because one can live in it without paying rent. In order to make the comparison credible, living in a house should pay an “occupancy dividend” of around seven percent [3]. Besides tangible variables, there are also many intangible ones. For example, in case the landlord decides to raise the rent or if he decides to sell the property, the renters are in distress. Not negligible is also the fact that in some countries, owning a house is often regarded as a sign of success [4]. On the other hand, the renting a home offers the flexibility and the alternative when the housing market is overpriced [1]. The recent study [5] has shown that the high levels of home ownership are strongly linked to subsequent rises in unemployment because labor mobility becomes reduced. The buying vs. renting dilemma is obviously complex, implying that a complex analysis should be applied in order to study it. We therefore take the system dynamics approach because it seems to be the right tool for simulating and optimizing the choice between renting and buying a home. The rest of the paper is organized as follows. The following section displays the methodology employed in detail. The third section presents results, while in the last section we discuss the results and conclude the paper. Stylized Facts In this moment, 92% of households in Croatia are owners of their apartment or house. The average apartments’ area is around 74.4 m2, with the average nominal price 1309 EUR/m2 in 2013 gives the initial home price set to 100.000 EUR. Historical data series for the home price index are available at [6, 7] are shown in Figure 1, covering the period of last 15 year (from 1998 to 2013). The nominal home price had a mean annual change of 2.14%/year or median change of 1.74%/year. But when deflated by
  • 5. CPI the real home price index brings substantially different statistics, with the annual mean change of -0.46%/year and median change of -1.84%/year. Figure 1. Historical Home Price Index for last 180 months (15 years). Home Price Index 200 180 160 140 120 100 80 60 40 20 0 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 18 36 54 72 90 108 126 144 162 180 Time (Month) Nominal Home Price Index : # 1 1 1 1 1 1 1 1 1 1 1 Real Home Price Index : # 2 2 2 2 2 2 2 2 2 2 2
  • 6. Figure 2. Mortgage and Deposits Interest Rates in last 180 months (15 years). Figure 2 shows mortgage interest rates (with historical annual mean 7.06% and median 6.49%) and interest rate on deposits (with historical annual mean 5.41% and median 4.84%) which both give a bank spread premium of 1.65% annually. Methodology We set the tax rate for buying a house (property sales tax) at 5 percent. As property tax has not yet been introduced in Croatia, we use the expected rate that is assumed to be around 0.15 percent of the house value paid annually. We have examined the effect of both of these taxation scenarios on the buying versus renting dilemma. We set the initial house price at 100,000 euros allowing both appreciation and depreciation of the house value, as defined by the annual appreciation/depreciation rate. We design two versions of the model: (1) the renting model shown in Figure 3 and (2) the buying model shown in Figure 4. Both models are inspired by the work of the colleague, professor Kaoru Yamaguchi [8], who has applied double-entry bookkeeping principles in his modeling methodology. Bookkeeping principles make models more organized, and they increase visualization quality, understanding, and motivation for research. Mortgage Interest Rate 10 8.5 7 5.5 4 2.5 1 -0.5 -2 -3.5 -5 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 18 36 54 72 90 108 126 144 162 180 Time (Month) % Nominal Mortgage Interest Rate : # 1 1 1 1 1 1 1 1 1 1 Real Mortgage Interest Rate : # 2 2 2 2 2 2 2 2 2 2 "CPI" : # 3 3 3 3 3 3 3 3 3 3 3 3 3 3 Deposits Interest Rate 10 8.5 7 5.5 4 2.5 1 -0.5 -2 -3.5 -5 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 18 36 54 72 90 108 126 144 162 180 Time (Month) %Nominal Interest Rate on Deposits : # 1 1 1 1 1 1 1 1 1 1 Real Interest Rate on Deposits : # 2 2 2 2 2 2 2 2 2 2 "CPI" : # 3 3 3 3 3 3 3 3 3 3 3 3 3 3
  • 7. As shown in Figure 3, the renting model has only one liability stock which accumulates renting expenses equal to a monthly rent. On the asset side, the renter has an initial saving deposit (the principle), which is enlarged periodically by depositing new monthly savings. These savings inflows depend on disposable income, renting expenses, and the marginal propensity to consume. The renter also receives interest on saving that is included in the amount of saving. Conservatively, we use the average bank passive interest rate on deposits as the investment interest rate on saving deposits. Alternatively, the average return on investments in securities or stocks can be used as well. We differentiate between the interest and the principle in order to detect the exact contribution of savings, and the exact contribution of interest in the appreciation of the renter’s asset. We define the equity stock as a difference between assets and liabilities. Therefore the “Net Worth of Equity” stock is defined as the accumulation of the difference between equity inflows (saving and interest) and equity outflows (renting expenses), where initial equity is equal to initial saving deposits. We were mostly interested in the dynamics of “Net Worth of Equity” stock and the “Equity Inflow/Outflow Balance” flow. Obviously, positive and maximal performance of both of these two variables is preferable. From these flows and stocks we can derive some investment measures, such as return on equity (ROE) and present value (PV) of future equity cash flows.
  • 8. Figure 3. The renting model. Figure 4 presents the buying model. The liabilities in the model are the “Mortgage Loan” and the “Interest on Mortgage Loan” that have to be paid to the mortgage provider. Again we separate the flows of the “Principle Payment” and the “Interest Payment“, because only the interest is allowed to be recognized for tax deductions, and because the interest is treated as equity outflow while the principle payment is treated as equity inflow (similar to savings in the renter’s model). The initial mortgage loan depends on the initial house price and on the amount of down payment (that is 20 percent of the house price on average). On the asset side we allow the house value to appreciate/depreciate depending on the appreciation/depreciation rate. The system is very sensitive to this parameter, and for the moment we have conservatively set the appreciation rate to 1.74% percent as our historical data suggest. Later on, we plan to set the appreciation/depreciation rate to higher levels, as one can usually notice in the short- and medium-run. Saving Deposit Accumulated (Renting) Investment Interest Rate Initial Saving Deposit PER YEAR Accounts Payable (Renting) Net Worth of Equity (Renting) Equity Assets Saving (Renting) Renting Expenses Rent [per month] <Renting Expenses> Gross Income [per year] Disposable (Net) Income (Renting) Income Tax Rate <Renting Expenses> Marginal Propensity to Consume Liabilities <Initial Saving Deposit> Equity Inflow/Outflow Balance (Renting) Equity Inflow (Renting) Equity Outflow (Renting) Interest on Saving Deposit Accumulated (Renting) Interest on Saving Deposit <Interest on Saving Deposit> <Saving (Renting)> Basic Consumption
  • 9. In the buying model, we also allow for saving, depending on the amount of disposable income less taxes and expenses incurred as a consequence of buying a house (such as property tax, maintenance costs, and mortgage payments). Tax deductions in the form of income tax savings are included because the owner incurs tax deductible costs related to property tax and mortgage interest payments. Initial “Net Worth of Equity” is equal to “Initial Saving Deposit” reduced by the “Property Sales Tax” that has to be paid in the moment of buying the house. The buying model is obviously more complex, but from flows and stocks similar investment measures as return on equity (ROE) and present value (PV) of future equity cash flow can be derived. Figure 4. The buying model. Home Value Home Appreciation Appreciation Rate Initial House Price Mortgage Loan Balance Net Worth of Equity (Buying) Equity Assets <Home Appreciation> Disposable (Net) Income (Buying) Liabilities <Gross Income [per year]> <Income Tax Rate> <Marginal Propensity to Consume> Saving Deposit Accumulated (Buying)Saving (Buying) <Investment Interest Rate> Annual Mortgage Interest Rate Initial Mortgage LoanTerm [in years] <Initial House Price> <Initial Saving Deposit> Down Payment [%] Maximal House Price Home Price SWITCH (Mortgage Type): fixed rate/ adjustable rate Mortgage Payment Interest on Mortgage Loan Interest Payment Principle Payment <Initial Saving Deposit> <Principle Payment> <Interest Payment> Property Tax Accured Property Tax Property Tax Rate <HomeValue> <PER YEAR> <Property Tax> Tax Savings AccumulatedTax Saving SWITCH Tax Savings: off/on <Property Tax> <Interest Payment> <PER YEAR> <Tax Saving> SWITCH Property Tax: off/on Maintenance Cost Accured Maintenance Cost Maintenance Cost Rate <HomeValue> <PER YEAR> <Maintenance Cost> Equity Outflow (Buying) Equity Inflow (Buying) Equity Inflow/Outflow Balance (Buying) Property Sales Tax Rate Initial Propery Sales Tax Interest on Savings Accumulated (Buying)Interest on Savings (Buying) <PER YEAR> <Initial Propery Sales Tax> <Maintenance Cost> <Principle Payment> <Saving (Buying)> <Interest on Savings (Buying)> <Basic Consumption> Max Annual Tax Deduction
  • 10. Table 1 presents the list of all variables and their initial values used for estimating model parameters. Table 1. Model parameters’ names and default values. Parameter Value Gross Income 16,800 EUR/year Income Tax Rate 12% and 25% (income dependable) Marginal Propensity to Consume 0.7 Basic Consumption 100 EUR/month Initial Saving Deposit 20,000 EUR Investment / Interest Rate on Deposit (annual) 5.41% Rent 400 EUR/month Discount Rate (=Cost of Capital) 7% Appreciation Rate (annual) 1.74% Maximal Annual Tax Deduction 1600 EUR/year Mortgage Interest Rate (annual) 6.49% Term (of mortgage) 30 year Property Sales Tax Rate 5% Property Tax Rate (annual) 0.15% Maintenance Cost Rate (annual) 0.5% Down Payment 20% Initial House Price 100,000 EUR
  • 11. Results Figure 5 shows the results of simulation for the renting model (blue line, marked with “1”) and the buying model (red line, marked with “2”) in the “Scenario A” without tax deduction. Figure 5. Scenario (A), without tax deductions. Equity Inflow/Outflow Balance, Net Worth of Equity, ROE and Present Value of Equity. Equity Inflow/Outflow 900 660 420 180 -60 -300 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) EUR "Equity Inflow/Outflow Balance (Renting)" : # 1 1 1 1 1 1 "Equity Inflow/Outflow Balance (Buying)" : # 2 2 2 2 2 2 Net Worth of Equity 100,000 78,800 57,600 36,400 15,200 -6,000 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) EUR "Net Worth of Equity (Renting)" : # 1 1 1 1 1 "Net Worth of Equity (Buying)" : # 2 2 2 2 ROE 5 3 1 -1 -3 -5 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) Percent "ROE (Renting)" : # 1 1 1 1 1 1 1 "ROE (Buying)" : # 2 2 2 2 2 2 2 Present Value of Equity 30,000 23,940 17,880 11,820 5,760 -300 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) EUR "PV (Renting)" : # 1 "PV (Buying)" : # 2
  • 12. Figure 6 shows the results of simulation for the renting model (blue line, marked with “1”) and the buying model (red line, marked with “2”) in the “Scenario B” with tax deduction included. Figure 6. Scenario (B), with tax deductions. Equity Flow Balance, Net Worth of Equity, ROE and Present Value of Equity. Equity Inflow/Outflow 1,000 760 520 280 40 -200 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) EUR "Equity Inflow/Outflow Balance (Renting)" : # 1 1 1 1 1 1 "Equity Inflow/Outflow Balance (Buying)" : # 2 2 2 2 2 2 Net Worth of Equity 200,000 160,000 120,000 80,000 40,000 0 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) EUR "Net Worth of Equity (Renting)" : # 1 1 1 1 1 "Net Worth of Equity (Buying)" : # 2 2 2 2 ROE 5 3 1 -1 -3 -5 2 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) Percent "ROE (Renting)" : # 1 1 1 1 1 1 1 "ROE (Buying)" : # 2 2 2 2 2 2 2 Present Value of Equity 30,000 24,000 18,000 12,000 6,000 0 2 2 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1 1 0 54 108 162 216 270 324 Time (Month) EUR "PV (Renting)" : # 1 "PV (Buying)" : # 2
  • 13. Discussion & Conclusion Scenario (A) in Figure 5 clearly shows that at the moment, as described by parameters in Table 1, the renting scenario is optimal in comparison to the buying scenario. The equity flow is negative for the first 10 years (or 120 months) but afterwards it becomes and stays positive. The effective ROE bottoms out at around -0.8 percent in the first 10 years, but eventually it starts to increase as the capital invested from saving deposits grows and converges towards a 1 percent annual return. The renting scenario also allows higher savings due to a lower monthly cash outflow (around 400 EUR a month), which eventually leads to higher saving after consumption. At the end of the 30-year period, the equity from the initial 20,000 EUR accumulates to 91,382 EUR. The present value of equity future cash flows discounted by the average cost of capital set at 7% is equal to 28,159 EUR. In the buying scenario, the initial saving deposit is substantially decreased by the initial 5% property sales tax. The cash outflow due to mortgage payments is higher (505.13 EUR), and the equity flow is more negative and it takes 15 years (or 180 months) before it becomes positive. The net worth of equity is negative for substantial time, and the initial saving deposit invested as the part of equity is wiped out, and it takes 20 years (period between 240-360 months) when the equity to become positive, due to a higher portion of the principle payment at the mortgage term ending. After 30-years period, the net worth of equity is equal to 60,090 EUR, significantly lower in comparison to 91,382 EUR from the renting model. If we discount the future cash flow to equity with the discount rate of 7 percent, the present value of the future equity flow is only 11,713 EUR. The reason for such discrepancy between the two scenarios for Croatia is in the tax deduction which was abandoned in 2010. Before 2010, income tax deductions were recognized for mortgage interest payments to the amount up to 1,600 EUR annually. In Scenario (B) we model the market prior to 2010, therefore allowing the tax deduction. From Figure 6 we can conclude that the buying model is now the preferred one. The dynamics of both models looks fairly similar, but the buying model accumulates slightly
  • 14. more equity at the amount of 97,370 EUR, significantly higher than the 91,382 EUR accumulated in the renting model. These results have interesting policy implications as they provide evidence of tax policy effect on the housing market. In case the government wants to stimulate the real estate market and the construction sector, it should allow for tax deductions on mortgage interest or similar measures that make the buying strategy preferred when compared to the renting strategy. On the other hand, if the government perceives a housing bubble is being supported by a certain tax policy, it should reconsider its policy aims and adjust tax rates and incentives accordingly. For further research we would like to introduce the inflation rate and discuss real values and nominal values when making housing investment decisions.
  • 15. References 1. Khan, S., Finance and Capital Markets: Housing, in Videos on finance and macroeconomics, S. Khan, Editor 2014, Khan Academy. 2. Shiller, R.J., Understanding Recent Trends in House Prices and Homeownership. Housing, Housing Finance and Monetary Policy, 2008: p. 85-123 3. Conerly, B. Should You Buy A House Or Rent? The Economics Of Homeownership. Forbes, 2013. 4. Oh, D. and J.R. Burns. Estimating the Home-Purchase Cost of Seoul Citizens in International System Dynamics Conference 2010. 2010. Seoul, Korea. 5. Blanchflower, D.G. and A.J. Oswald, Does High Home-Ownership Impair the Labor Market? National Bureau of Economic Research Working Paper, 2013(No. 19079). 6. CBS. Croatian Bereau of Statistics - Croatian Economic Survey. 2013; Available from: http://www.dzs.hr/default_e.htm. 7. CNB. Croatian Nationa Bank - Bulletin - Statistical Survey. Available from: http://www.hnb.hr/eindex.htm. 8. Yamaguchi, K., Money and Macroeconomic Dynamics - Accounting System Dynamics Approach. 2013: Japan Futures Research Center.