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Slides 2: Extending the RBC Model
Endogenous Labour Supply and Real
Rigidities
Bianca De Paoli
November 2009
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1 The social planner's maximisation problem
In previous lectures presented the following problem:
maxEt
8<:1Xi=0
�i
0@C1��t+i
1� �
1A9=;s.t.
Yt+i = Ct+i +Kt+i � (1� �)Kt+i�1;Yt+i = Zt+iK
�t+i�1;
Zt+i = Z(1��)Z�t+i�1 exp ("t+i) :
Labour supply is �xed at 1 for all t.
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We solved for the decision rules (for all t):
C��t = �EtnC��t+1
�1 + �Zt+1K
��1t � �
�o;
ZtK�t�1 = Ct +Kt � (1� �)Kt�1;
and derived the deterministic steady state
R =1
�;
K =
0@ 1� � 1 + ��
1A1
��1
;Y =
0@ 1� � 1 + ��
1A���1
;
I = �
0@ 1� � 1 + ��
1A1
��1
;C =
0@ 1� � 1 + ��
1A���1
� �
0@ 1� � 1 + ��
1A1
��1
:
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Endogenising labour supply -why?
� A model with capital accumulation alone can only have an importante�ect on the dynamics of the economy when the underlying technology
shock is persistent;
� Technology shocks do not have strong e�ects on realised or expectedreturns on capital (relating to obsereved low capital share in output);
� Capital accumulation does not generate a short- or long-run multiplierin the sense that the output response to an underlying shock is never
larger (in percentage terms) than the shock itself.
So we need to introduce an endogenous labour choice. This model is a
simple extension of the neoclassical model studied in the previous lectures.
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The social planner's maximisation problem
The maximisation problem now becomes
maxEt
8<:1Xi=0
�iU (Ct+i; Nt+i)
9=;s.t.
Yt+i = Ct+i +Kt+i � (1� �)Kt+i�1;Yt+i = Zt+iK
�t+i�1N
(1��)t+i ;
Zt+i = Z(1��)Z�t+i�1 exp ("t+i) :
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We set up utility as follows
U (Ct+i; Nt+i) =C1��t+i
1� �� �
N1+'t+i
1 + ':
� In this particular set up, the agent derives disutility from supplying
labour because doing so leaves less time to derive utility from leisure.
� But this is not a universal formulation - e.g. other speci�cations maybe nonadditively separable or may incorporate agents that derive utility
from leisure, rather than disutility from working.
� Two new parameters: � and ' represent the preference weight of
leisure in utility (used maily to calibrate the steady state value for N)
and the inverse of the Frisch elasticity of labour supply, respectively.
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Solving for decision rules
The Lagrangean for this problem is
maxEt
2664 1Xi=0
�i
8>><>>:C1��t+i1�� � �
N1+'t+i1+'
��t+i�Kt+i � Zt+iK�t+i�1N
(1��)t+i � (1� �)Kt+i�1 + Ct+i
�9>>=>>;3775 :
� Nt, Ct and Kt are now the planner's choice variables.
� Zt and Kt�1 are again the state variables.
� �t is the Lagrange multiplier.
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The �rst order conditions to this problem for all t are as follows:
Ct : C��t = �t:
Kt : �t = �Et
��t+1
�1 + �Zt+1K
(��1)t N
(1��)t+1 � �
��:
Nt : �N't = �t (1� �)ZtK
�t�1N
�a:
�t : ZtK�t�1N
(1��)t = Ct +Kt � (1� �)Kt�1:
The last condition is the resource constraint. Combining the �rst two
conditions, we obtain the familiar Euler equation (EE)
C��t = �Et
�C��t+1
�1 + �Zt+1K
��1t N
(1��)t+1 � �
��:
Combining the �rst and third conditions we get
�N't = C
��t (1� �)ZtK�t�1N��:
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We can express the previous condtion in terms of log deviations from mean
nt =1
'
hzt + �kt�1 � �nt � �ct
iwhich shows that:
� " Marginal product of labour (� real wage) �! " Labour e�ort;
� " Ct (marginal utility# ) �! # Labour e�ort;
� We can think of these in terms of income and substitution e�ects.
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The System
Rearranging conditions above gives
C��t =Et
��C��t+1
�1 + �Zt+1K
��1t N
(1��)t+1 � �
��;
�N't
C��t= (1� �)ZtK�t�1N�a;
� These �rst two equations of the system impose equality between mar-
ginal rates of substitution and transformation.
� The �rst means that the marginal rate of intertemporal substitutionin consumption equals the marginal product of capital net of depreci-
ation.
� The second equates the marginal rate of substitution between lesiureand consumption with the marginal product of labour.
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ZtK�t�1N
(1��)t = Ct +Kt � (1� �)Kt�1;
Zt+i = Z(1��)Z�t+i�1 exp ("t+i) :
� The third equation is the resource constraint while the fourth is thelaw of motion for productivity.
� Other variables are de�ned recursively:
Output: Yt = ZtK�t�1N
(1��)t
Investment: It = Kt � (1� �)Kt�1Return on capital: Rkt = 1 + �ZtK
��1t N
(1��)t � �
Real wages: Wt = (1� �)ZtK�t�1N��t
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Solving the deterministic steady state (DSS)
The DSS for this model di�ers slightly from that derived in the previous
lecture. We now set the steady state level of labour supply at 0.25
(as suggested in Cochrane (2001) - but Prescott (1996) suggest a higher
number as households alocate 1/3 of their time to market activities), so
N = 0:25:
(but Prescott (1996) suggest N = 0:33 as households allocate 1/3 of their
time to market activities)
The steady state gross return on capital and level of productivity are
R =1
�; Z = 1:
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Using this in Rt we obtain
K
N=
0@ 1� � 1 + ��
1A1
��1
;
We can express the other steady state values in terms of KNor, indeed, the
deep parameters.
Y = N
K
N
!�= N
0@ 1� � 1 + ��
1A���1
I = �N
K
N
!= �N
0@ 1� � 1 + ��
1A1
��1
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C = N
" K
N
!�� �
K
N
!#= N
26640@ 1� � 1 + �
�
1A���1
� �
0@ 1� � 1 + ��
1A1
��13775 :
However we still have a free paramater, �: In steady state,
� = N�' C�� (1� �) K
N
!�:
This expression can be expressed entirely in terms of deep paramaters, for
a given N; so it can be calibrated.
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The responses to a productivity shock:
C��t = �EtnC��t+1 (Rt+1)
o;
Rt = 1 + �ZtK��1t N
(1��)t � �;
�N't = C
��t Wt;
Wt = (1� �)ZtK�t�1N�a
ZtK�t�1N
(1��)t = Ct +Kt � (1� �)Kt�1;
Zt+i = Z(1��)Z�t+i�1 exp ("t+i) :
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Varying the Frisch elasticity:
Calibration:
� = 0:3; � = 0:025;� = 0:5:
� We vary ' to see what happens to the responses.
' = [0:1; 0:5; 1:0; 1:5; 10]
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K
00.10.20.30.40.50.60.70.80.91
1 6 11 16 21 26 31 36 41 46 51 56 61 66 71 76
1.5 10
0.1 0.5
No Labour 1
Y
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1No Labour1
Z
0
0.2
0.4
0.6
0.8
1
1.2
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
C
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1No Labour1
R
0.03
0.02
0.01
0
0.01
0.02
0.03
0.04
0.05
0.06
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1No LabourSeries2
H
0.6
0.4
0.2
0
0.2
0.4
0.6
0.8
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
10 1.5
0.5 0.1
1
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I
1
0
1
2
3
4
5
6
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1NO L SIG 1.51
U'(C)
1.1
0.9
0.7
0.5
0.3
0.1
0.1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1No L1
I_Y
0.2
0
0.2
0.4
0.6
0.8
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1No L1
C_Y
1
0.8
0.6
0.4
0.2
0
0.2
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1NO L SIG 1.51
C
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
101.50.50.1NO L SIG 1.51
W
0
0.2
0.4
0.6
0.8
1
1.2
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
10 1.5
0.5 0.1
1
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Discussion
� The red dotted line in each chart shows the response from the modelwe discussed in the last session - i.e a model without labour and � =0:5:
� When ' = 10, labour supply is inelastic. The respsonse of the econ-omy is similar to that obtained from a model with an exogenous laboursupply.
� We see that at high values of the Frisch elasticity (i.e when 1' is high,
so ' is low), labour supply initially increases sharply to take advantageof higher productivity.
� With labour supply higher, the capital stock is increased with sharpincreases in in investment. With higher labour and capital, output alsoinitially rises and we observe an output multiplier e�ect.
� To balance desired investment with savings the real interest rate rises.
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Alternative discussion:
� The initial increase in productivity raises both the marginal productsof capital and labour;
� Therefore capital is gradually increased (as it cannot jump), whilelabour supply (which can jump) increases sharply.
� This results in higher output.
� Both consumption and investment are higher, but investment moreso, as agents realise that the higher productivity environment is only
temporary.
� Again, the interest rate adjusts to attract savings.
� Income vs Substitution e�ect.
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Homework
Consider the case in which the utility function is given by:
U (Ct+i; Nt+i) =(C�t+i(1�Nt+i)1��)1��
1� �
-Calculate the equilibrium conditions and the steady state (which value of
� is consistent with N = 0:25?)
- Simulate the impulse response to a productivity shock for di�erent values
of � and �
- How does the responses compare with the case of separable labour
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Real Rigidities:
Consumption Habits
Habits make agents very sensitive to small changes in consumption. They
increase agents' motivation to smooth (near) changes not levels. Techni-
cally, habits make the utility function temporally nonseparable.
� Habits can be speci�ed as di�erences or as a ratio. We use the
di�erence form
U(Cj;t+i) =
�Cj;t+i � �Xj;t+i
�1��1� �
;
in which Cj;t+i and Xj;t+i represent the consumption and habit levels
of an individual, or cohort, j at time t+ i; respectively.
� The parameter � measures preference weight for reference level of
habit.
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� Habits can be Internal or External (\keeping up with the Joneses"),and this is re ected by the way in which we specify Xj;t :
� Habits are Internal if e.g. Xj;t = Cj;t�1 ! U(Cj;t+i) =(Cj;t��Cj;t�1)
1��
1�� !when optimising w.r.t.Cj;t; we would need to worry about 2nd term in
brackets, as in this case, Cj;t+i appears in consecutive time periods.
� Habits are External ifXj;t = Ct�1 8j; t! U(Cj;t+i) =(Cj;t��Ct�1)
1��
1�� !when optimising w.r.t.Cj;t; we would ignore 2nd term in brackets.
� We use the di�erence form and assume habits are external.
� NB: we will have FOCs for individuals - need to derive aggregatedecision rules.
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Capital adjustment costs
� Adding capital adjustment costs to a model with habits ensures thatnot only do agents care a lot about changes in consumption, they
are also prevented from easily smoothing through uctuations. Con-
sumers cannot costlessly adjust their production to see out bad states
of the world.
� Many di�erent speci�cations for adjustment costs - could be in termsof capital or investment.
� Provide a formal framework for q theory of investment.
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� Often they are quadratic - implying it is: (i) increasingly costly tochange investment with size of change; and (ii) as costly to decumulate
as accumulate capital.
� We use the following quadratic form:
Yt+i = Zt+iK�t+i�1N
(1��)t+i � �
2(Kt+i �Kt+i�1)2 :
� � dictates how costly it is to change capital.
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The social planner's maximisation problem (for an individual, j)
The maximisation problem incorporating both habits and adjustment costs
becomes
maxEt
8><>:1Xi=0
�i
0B@�Cj;t+i � �Xj;t+i
�1��1� �
� �N1+'j;t+i
1 + '
1CA9>=>;
s.t.
Zt+iK�j;t+i�1N
(1��)j;t+i � �
2
�Kj;t+i �Kj;t+i�1
�2= Cj;t+i +Kj;t+i � (1� �)Kj;t+i�1;
Yj;t+i = Zt+iK�j;t+i�1N
(1��)j;t+i � �
2
�Kj;t+i �Kj;t+i�1
�2;
Zt+i = Z(1��)Z�t+i�1 exp ("t+i) :
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Solving for decision rules
The Lagrangean for this problem is
maxEt
1Xi=0
�if
�Cj;t+i � �Xj;t+i
�1��1� �
� �N1+'j;t+i
1 + '
��j;t+i[Kj;t+i � Zt+iK�j;t+i�1N(1��)j;t+i
� (1� �)Kj;t+i�1 + Cj;t+i +�
2
�Kj;t+i �Kj;t+i�1
�2]g:
� As stated, we treat the habit as external ! so no need to optimise
w.r.t Xj;t+i
� Nj;t, Cj;t and Kj;t are the planner's choice variables for the jth indi-vidual.
� �j;t is the Lagrange multiplier for the jth individual.
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The �rst order conditions, for the jth individual, and treating the habit as
external, are as follows (for all t) :
Cj;t :�Cj;t � �Xj;t
���= �j;t:
Kj;t : �j;th1 + �
�Kj;t �Kj;t�1
�i= �Et
n�j;t+1
h1 + �Zt+1K
��1j;t N1��j;t+1 � � + �
�Kj;t+1 �Kj;t
�io:
Nj;t : �N'j;t = �j;t (1� �)ZtK
�j;t�1N
��j;t :
�j;t : ZtK�j;t�1N
(1��)j;t � �
2
�Kj;t+i �Kj;t+i�1
�2= Cj;t +Kj;t � (1� �)Kj;t�1:
� Marginal utility now depends on how far the agent is from his or her
habit level.
![Page 29: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/29.jpg)
Aggregate Decision Rules
To return to the representative agent framework we have to aggregate each
decision rule and express it in per capita terms. De�ning
Ct =nXj=1
1
nCj;t , �t =
nXj=1
1
n�j;t , Kt = , Yt = :::etc
and writing the habit level as
Xj;t = Ct�1 8j; t
we can aggregate the �rst FOC to give
(Ct � �Ct�1)�� = �t:
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We can aggregate the other conditions in similar fashion:
(Ct � �Ct�1)�� = �t:
�t [1 + � (Kt �Kt�1)]= �Et
n�t+1
h1 + �Zt+1K
��1t N1��t+1 � � + � (Kt+1 �Kt)
io�N
't = �t (1� �)ZtK
�t�1N
��t :
ZtK�t�1N
(1��)t � �
2(Kt+i �Kt+i�1)2 = Ct +Kt � (1� �)Kt�1:
� Zt, Kt�1 and additionally Ct�1 are now the state variables.
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� Combining the �rst two conditions, we obtain an Euler equation (EE)which is still equating MRS =MRT
(Ct � �Ct�1)��
= Et
8<:� (Ct+1 � �Ct)�� h1 + �Zt+1K��1t N1��t+1 � � + � (Kt+1 �Kt)
i[1 + � (Kt �Kt�1)]
9=; :� Labour supply condition from 1st and 3rd condition (very similar to
last week's condition)
Nt =
"(1� �)�
h(Ct � �Ct�1)�� ZtK�t�1N��t
i# 1':
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� Resource constraint (written as net output) and law of motion for
productivity are written as
ZtK�t�1N
(1��)t � �
2(Kt+i �Kt+i�1)2 = Ct +Kt � (1� �)Kt�1;
Zt+i = Z(1��)Z�t+i�1 exp ("t+i) :
� Capital adjustment costs leave less resources available for consump-tion/investment.
![Page 33: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/33.jpg)
� The recursive de�nitions for other variables are now
(Net) Output : Yt = ZtK�t�1N
(1��)t � �
2(Kt+i �Kt+i�1)2
Investment : It = Kt � (1� �)Kt�1
Return on capital : Rkt+1 =
h1 + �Zt+1K
��1t N1��t+1 � � + � (Kt+1 �Kt)
i[1 + � (Kt �Kt�1)]
Real wages : Wt = (1� �)ZtK�t�1N��t
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Solving the deterministic steady state (DSS)
In steady state we know that Kt = Kt�18t & Ct = Ct�18t , thereforethe adjustment cost terms disappear from the expressions above and the
DSS in this model is the same as in a model without adjustment costs or
habits.
N = 0:25:
The steady state gross return on capital and level of productivity are
R =1
�; Z = 1:
Using this in Rt we obtain
K
N=
0@ 1� � 1 + ��
1A1
��1
;
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We can express the other steady state values in terms of KNor, indeed, the
deep parameters.
N = 0:25; R =1
�; Z = 1;
K
N=
0@ 1� � 1 + ��
1A1
��1
;
I = �N
K
N
!= �N
0@ 1� � 1 + ��
1A1
��1
; Y = N
K
N
!�= N
0@ 1� � 1 + ��
1A���1
;
C = N
" K
N
!�� �
K
N
!#= N
26640@ 1� � 1 + �
�
1A���1
� �
0@ 1� � 1 + ��
1A1
��13775 :
![Page 36: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/36.jpg)
We still have a free paramater, �: In steady state,
� = N�'�(1� �)C
���(1� �)
K
N
!�:
This expression can be expressed entirely in terms of deep paramaters, for
a given N; so it can be calibrated.
![Page 37: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/37.jpg)
The responses to a productivity shock:
Varying the habit weight (in a model without capital adjustment costs)
Calibration:
� = 0:3; � = 0:025;� = 0:5; ' = 0:5
� We vary � to see what happens to the responses.
� = [0:2; 0:4; 0:8]
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K
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.2
0.4
No_habits
Y
0
0.2
0.4
0.6
0.8
1
1.2
1.4
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
No Habits
Z
0
0.2
0.4
0.6
0.8
1
1.2 C
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
0.5
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
No Habits
R
0.02
0.01
0
0.01
0.02
0.03
0.04
0.05
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
No habits
H
0.3
0.2
0.1
0
0.1
0.2
0.3
0.4
0.5
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
No Habits
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I
1
0
1
2
3
4
5
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
No Habits
U'(C)
1
0.8
0.6
0.4
0.2
0
0.2
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
No Habits
0.2
0.4
I_Y
0.2
0
0.2
0.4
0.6
0.8
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
No Habits
C_Y
1
0.8
0.6
0.4
0.2
0
0.2
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8 0.4
0.2 No Habits
K_Y
14
12
10
8
6
4
2
0
2
4
6
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
NO Habits
W
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
0.8
0.4
0.2
No Habits
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Varying the cost of adjusting capital (in a model with habits):
Calibration:
� = 0:3; � = 0:025;� = 0:5; ' = 0:5;� = 0:8
� Now we vary � to see what happens to the responses.
� = [1; 5; 10; 20]
� We also show responses from (1) a model without habits or adjustmentcosts; and (2) a model with habits, but no adjustment costs.
![Page 41: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/41.jpg)
K
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201510No_habitsHab_No_ACosts
Y
0
0.2
0.4
0.6
0.8
1
1.2
1.4
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No HabitsHab_No_ac
Z
0
0.002
0.004
0.006
0.008
0.01
0.012
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
C
0
0.1
0.2
0.3
0.4
0.5
0.6
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No HabitsHab_No_Ac
R
0.25
0.2
0.15
0.1
0.05
0
0.05
0.1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No habitsHab_No_Ac
H
1.2
1
0.8
0.6
0.4
0.2
0
0.2
0.4
0.6
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No HabitsHab_No_Ac
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I
1
0
1
2
3
4
5
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No HabitsHab_No_Ac
U'(C)
2.3
1.8
1.3
0.8
0.3
0.2
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
20No Habits5101Hab_No_Ac
I_Y
0.2
0
0.2
0.4
0.6
0.8
1
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No HabitsHab_No_Ac
C_Y
1
0.8
0.6
0.4
0.2
0
0.2
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No HabitsHabits_no adj costs
K_Y
14
12
10
8
6
4
2
0
2
4
6
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105NO Habitshab_no_Ac
W
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75
201105No HabitsHab_No_Ac
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Discussion - a model with habits
� The black dotted line in each chart shows the response obtained from amodel without habits or adjustment costs, while the brown dotted line
shows the responses from a model with habits, but still no adjustment
costs.
� Habits, in isolation, do not seem to have a great e�ect on the re-
sponses.
� Interestingly, even though the output response is little changed froma model without habits, there is a compositional di�erence - look at
the investment- and consumption to output ratios.
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Discussion - adding capital adjustment costs
� Immediately we see that the investment and capital responses aremuted. The greater the value of �; the less pronounced are the
responses of these two variables.
� The positive output response is also lower.
� We �nd that even though there is a substitution towards investmentfrom current consumption, it is not as dramatic as in a model without
adjustment costs. And the more costly it is to change capital, the
lower the substituion towards investment.
� The productivity shock enables agents to consume more without hav-ing to supply extra labour. In fact, as the capital stock rises and
remains above steady state for a prolonged period, agents can achieve
higher than steady state level of consumption by working less - i.e. the
income e�ect dominates.
![Page 45: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/45.jpg)
� Importantly, we see that marginal utility is far more volatile whenadjustment costs are added to a habits model. This will lead to
increased volatility in the stochastic discount factor, which is one of
the prerequisites for producing a plausible risk premium in these kinds
of models.
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2 Centralised and decentralised representations
Three equivalent representations:
� Social planner problem: benevolent social planner allocates capital andlabour to ensure maximum utility
� Rental model: households own factors of production and pay the costsassociated with them. They rent these to �rms in rental markets and
get capital and labour income in return to use to �nance consumption.
� \Capital ownership" model: �rms own their own capital and pay capitaladjustment costs. They issue shares which entitle holders to whatever
dividends are paid. Households get wage income and �rms' pro�ts.
These are all exactly equivalent!
![Page 47: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/47.jpg)
Some important assumptions:
� Perfectly competitive goods markets and rental markets for factors ofproduction.
� No distortions from, eg, taxes.
� Closed economy.
![Page 48: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/48.jpg)
The rental model
� Social planner: total production output directed to consumption. Oneagent consumes, sleeps, works, invests.
� Rental version: total production output divided into rental streams(c.f. National Accounts). \Firms" demand factors and \households"
rent them to �rms.
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Firms' maximisation problem
Assume that a large number of �rms seeks to maximise period-by-period
pro�ts, subject to technology constraints and rental rates for labour and
capital:
maxYa;t+i �Wt+iNa;t+i � rkt+iKa;t+i�1s.t.
Ya;t+i = Zt+i�Ka;t+i�1
�� �Na;t+i
�(1��)and
Zt+i = Z(1��)Z�t+i�1 exp ("t+i) :
� Ka;t+i�1 and Na;t+i represent the demand by �rm for capital and
labour, respectively, at the real capital rental rate rkt+i and real wage
rate Wt+i .
![Page 50: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/50.jpg)
� The �rm chooses capital and labour - the FOC's (for �rm a) are
rkt = �Ya;t
Ka;t�1
Wt = (1� �)Ya;t
Na;t
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Households' maximisation problem
The maximand for this problem is the same as previously:
maxEt
8>><>>:1Xi=0
�i
0BB@�Cj;t+i � �Xj;t+i
�1�1�1� 1
�
� �N1+!j;t+i
1 + !
1CCA9>>=>>; :
Bj;t+i +Kj;t+i + Cj;t+i = (1 + rt+i)Bj;t+i�1 +Wt+iNj;t+i + rkt+iKj;t+i�1
+(1� �)Kj;t+i�1 ��
2
�Kj;t+i �Kj;t+i�1
�2:
� Bj;t represent consumer j0s holdings of real (private) consumptionbonds at time t: These are not government bonds { in aggregate they
are in zero net supply.
� Note that it is the household that �nds it costly to adjust the capitalstock { it maintains the capital stock.
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Euler's Theorem on Homogenous functions tells us that
Y = F (K;N) = FK (K;N)K + FL (K;N)N
if the function F (�) is homogenous of degree one - i.e.
F (aK; aN) = aF (K;N) 8a
This is necessary in order to have the competitive equilibrium solution
identical to the social planner's version of the economy. This holds in our
set up.
![Page 53: Slides 2: Extending the RBC Model Endogenous Labour …personal.lse.ac.uk/DEPAOLI/RBC_slides2.pdf · Slides 2: Extending the RBC Model Endogenous Labour Supply and Real Rigidities](https://reader031.vdocuments.site/reader031/viewer/2022030107/5b7b15337f8b9aa74b8bddd8/html5/thumbnails/53.jpg)
Household budget constrain in centralized model
Yj;t+i = Zt+iK�j;t+i�1N
(1��)j;t+i = Cj;t+i +Bj;t+i +Kj;t+i
� (1� �)Kj;t+i�1 � (1 + rt+i)Bj;t+i�1 +�
2
�Kj;t+i �Kj;t+i�1
�2Household budget constrain in decentralized model
Wt+iNj;t+i + rkt+iKj;t+i�1 = Bj;t+i +Kj;t+i + Cj;t+i � (1� �)Kj;t+i�1
� (1 + rt+i)Bj;t+i�1 +�
2
�Kj;t+i �Kj;t+i�1
�2Equivalents, given that
Wt+iNj;t+i+rkt+iKj;t+i�1 = (1��)
Yj;t+i
Nj;t+iNj;t+i+�
Yj;t+i
Kj;t+i�1Kj;t+i�1 = Yj;t+i
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The Lagrangean for households is
maxEt
26666666641Xi=0
�i
8>>>>>>>><>>>>>>>>:
(Cj;t+i��Xj;t+i)1�1�
1�1�� �
N1+!j;t+i1+!
��j;t+i
0BB@Bj;t+i +Kj;t+i + Cj;t+i
+�2
�Kj;t+i �Kj;t+i�1
�2 � (1 + rt+i)Bj;t+i�1�Wt+iNj;t+i � rkt+iKj;t+i�1 � (1� �)Kj;t+i�1
1CCA
9>>>>>>>>=>>>>>>>>;
3777777775:
� Cj;t, Kj;t, Nj;t and also Bj;t are the choice variables for the jth indi-vidual.
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� The �rst order conditions, for the jth individual, treating the habit asexternal, are as follows (for all t) :
Cj;t :�Cj;t � �Xj;t
��1� = �j;t:Kj;t : �j;t = �Et
8<:�j;t+1h1 + rkt+1 � � + �
�Kj;t+1 �Kj;t
�ih1 + �
�Kj;t �Kj;t�1
�i9=; :
Nj;t : �N!j;t = �j;tWt:
Bj;t : �j;t = Etn�j;t+1� (1 + rt+1)
o:
�j;t :
24 Bj;t +Kj;t + Cj;t = (1 + rt�1)Bj;t�1 +WtNj;t
+rktKj;t�1 + (1� �)Kj;t�1 ��2
�Kj;t �Kj;t�1
�2:
35
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� The FOC w.r.t Cj;t and Nj;t are identical to the conditions obtainedfrom a social planner's version.
� The FOC w.r.t Kj;t looks di�erent, but we will show later that it
implies the same consumption Euler equation as before.
� The FOC w.r.t Bj;t implies that at an optimum the consumer equates
the marginal cost of consuming a bit less today with the discounted
marginal bene�t of saving today and consuming a bit more tommorow.
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� In a deterministic model (which eliminates the expectation operatorfrom the above system), return on bonds equal's return on capital.
Dividing the 2nd condition by the 4th gives
Rt+1 = (1 + rt+1) =
h1 + rkt+1 � � + �
�Kj;t+1 �Kj;t
�ih1 + �
�Kj;t �Kj;t�1
�i :
and in steady state
R� 1 = r = rk � �
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Aggregate Decision Rules
Again, we have to aggregate each decision rule and express it in per capita
terms. De�ning
Ct =nXj=1
1
nCj;t , �t =
nXj=1
1
n�j;t , Kt = , Yt = :::etc:
Also in aggregate,
Bt = 08t:
� NB The conditions and recursive de�nitions are exactly the same asthose obtained from a social planner's model.
� In steady state we know that Kt = Kt�18t & Ct = Ct�18t , thereforethe adjustment cost terms disappear from the expressions above and
the DSS in this model is the same as in the social planner's version
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The capital ownership model
� Rental version: total production output divided into rental streams(c.f. National Accounts). Firms demand factors and households rent
them to �rms.
� Capital ownership: �rms own capital - they invest and face adjust-
ment costs. Shares, representing claims on production, are issued to
households, who still supply labour at the real wage rate.
� We can now explicitly solve for the value of equity issued by �rms.
� We will show that in terms of aggregate dynamics, this version of themodel is also identical to the social planner's version.
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Firms' maximisation problem
� Large number of �rms seek to maximise the sum of discounted lifetimedividends, subject to a period-by-period resource constraint.
� The `value of the �rm' is normally assumed to be the sum of discountedlifetime dividends - so we can think that each �rm wishes to maximise
its own value.
maxEt
1Xi=0
�ia;t+i�Da;t+i
�Da;t+i = Ya;t+i �Wt+iNa;t+i � Ia;t+i
Ya;t+i = Zt+iK�a;t+i�1N
(1��)a;t+i �
�
2
�Ka;t+i �Ka;t+i�1
�2Ia;t+i = Ka;t+i � (1� �)Ka;t+i�1
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� Na;t+i represents labour used by �rm a at real wage rate Wt+i .
� Da;t+i represents dividends paid by �rm a - they are the di�erence be-tween output (= revenue) and outlays on total wages and investment.
� a;t+i can be thought of as the shadow value of capital.
� The �rm chooses capital and labour - the FOC's (for �rm a;and forall t) are
Na;t : Wt = (1� �)Ya;t
Na;t
Ka;t : 1 = �Et
8>><>>:a;t+1
a;t
2664�Ya;t+1Ka;t
+ (1� �) + ��Ka;t+1 �Ka;t
�1 + �
�Ka;t �Ka;t�1
�37759>>=>>;
= �Et
(t+1t
Rkt+1
)
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Households' maximisation problem
The maximand for this problem is the same as previously:
maxEt
8>><>>:1Xi=0
�i
0BB@�Cj;t+i � �Xj;t+i
�1�1�1� 1
�
� �N1+!j;t+i
1 + !
1CCA9>>=>>; :
The budget constraint now takes account of equity share holdings and lack
of investment decisions,
Bj;t+i + Cj;t+i + Vt+iSj;t+i = (1 + rt+i)Bj;t+i�1 +Wt+iNj;t+i
+(Vt+i +Dt+i)Sj;t+i�1
� Vt+i and Sj;t+i represent the value and quantity of shares. Dt+i arethe dividends earned from holding shares.
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� We de�ne the total return from holding a share asRyt+1 =�Vt+1+Dt+1
Vt
�i.e
it is the sum of the capital gain from holding the share and its dividend
yield.
� Private bonds are again in zero net supply.
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� The �rst order conditions are as follows (for all t) :
Cj;t :�Cj;t � �Xj;t
��1� = �j;t:Sj;t : �j;t = Et
(�j;t+1�
(Vt+1 +Dt+1)
Vt
)= Et
n�j;t+1�R
yt+1
o:
Nj;t : �N!j;t = �j;tWt:
Bj;t : �j;t = Etn�j;t+1� (1 + rt+1)
o:
�j;t :hBj;t+i + Cj;t+i + Vt+iSt+i = (1 + rt+i)Bj;t+i�1 +Wt+iNj;t+i + (Vt+i +Dt+i)St+i�1
i� The FOCs w.r.t Cj;t ,Nj;t and Bj;t are identical to the conditionsobtained from the rental model - see last lecture for intuition.
� The additional FOC w.r.t Sj;t implies that at an optimum the con-
sumer equates the marginal cost of consuming a bit less today with
the discounted marginal bene�t of holding an equity claim today, and
selling it and consuming its proceeds tommorow.
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Aggregate Decision Rules
We aggregate as before (please see previous notes) but with the additionalcondition that share holdings of all j households must sum to 1.
1Xj=1
Sj;t = 18t
� Additionally because the households collectively own the �rmst+1t
=�t+1�t
� the FOCs of the �rm with respect to capita, and households FOCs forBj;t and Sj;t imply that
Etn�j;t+1�R
kt+1
o= Et
n�j;t+1�Rt+1
o= Et
n�j;t+1�R
yt+1
o:
� Again, in a deterministic setting,
Rt+1 = Ryt+1 = R
kt+1
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The Value of the Firm
So, in a deterministic setting
Vt =Vt+1 +Dt+1
Ryt+1
=Vt+1 +Dt+1(1 + rt+1)
Iterating this forward -e.g.
Vt =1
(1 + rt+1)
1
(1 + rt+2)Vt+2+
1
(1 + rt+1)Dt+1+
1
(1 + rt+1)
1
(1 + rt+2)Dt+2
We can therefore write
Vt =1X
s=t+1
0@ sYj=t+1
1
1 + rj
!1ADs
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Now in steady state
D = Y � �K �WN:
From last week's session: Euler's Theorem tells us that
Y = rkK +WN ;
and in steady state that
rk = r + �:
So,
D = (r + �)K +WN � �K �WN = rK:
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Therefore
V = rK1Xs=1
�1
1 + r
�sExpanding this gives
V = K
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Asset pricing:
We have equities and bonds in the model above, so have a candidate asset
pricing model
1 = �Et
(�t+1�t
Rt+1
)
1 = �Et
(�t+1�t
Ryt+1
)
If we assume that these bonds are risk-free - i.e. they deliver a unity of
consumption in each period, the �rst equation can be written as:
1 = �Rt+1Et
(�t+1�t
)
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� Rt+1is known in period t
� So, can we compute the equity risk premium?
� Let's use our numerical solution (Note: have to advise the programthat Rt+1is known in period t- how?)
� What will be the outcome? Homework