@@ -58,21 +58,38 @@ plt.rcParams["figure.figsize"] = (11, 5) #set default figure size
5858
5959## Environment
6060
61- TODO add timing and basic ideas of OLG
61+ We assume that time is discrete, so that $t=0, 1, \ldots$,
6262
63- We assume that
63+ An individual born at time $t$ lives for two periods: $t$ and $t + 1$.
6464
65- - time is discrete, so that $t=0, 1, \ldots$,
66- - individuals born at time $t$ live for two periods: $t$ and $t + 1$,
67- - capital depreciates fully after one period (TODO to be checked)
65+ We call an agent
6866
67+ - "young" during the first period of their lives and
68+ - "old" during the second period of their lives
6969
70- First let's consider the household side.
70+ Young agents work, supplying labor and earning labor income.
71+
72+
73+ They also decide how much to save.
74+
75+ Their savings and the prevailing rate of interest determine their second
76+ period income.
7177
78+ Old agents do not work, so all income is financial.
79+
80+ The wage and interest rates are determined in equilibrium by supply and
81+ demand.
82+
83+ To make the algebra slightly easier, we are going to assume a constant
84+ population size.
85+
86+ We normalize the constant population size in each period to 1.
7287
7388
7489## Supply of capital
7590
91+ First let's consider the household side.
92+
7693### Consumer's problem
7794
7895Suppose that utility for individuals born at time $t$ take the form
@@ -84,114 +101,103 @@ Suppose that utility for individuals born at time $t$ take the form
84101```
85102
86103Here
87- - $u: \mathbb R_ + \to \mathbb R$ is the flow utility function satisfying some properties
104+
105+ - $u: \mathbb R_ + \to \mathbb R$ is the flow utility function, which is
106+ strictly increasing
88107- $\beta \in (0, 1)$ is the discount factor
89108- $c^1_t$ is time $t$ consumption of the individual born at time $t$
90109- $c^2_ {t+1}$ is time $t+1$ consumption of the same individual (born at time $t$)
91110
92- Savings by an individual of generation $t$, $s_t$, is determined as a
93- solution to:
111+ Their savings behavior is determined by the optimization problem
112+
94113
95114``` {math}
96115:label: max_sav_olg
97- \begin{aligned}
98- \max_{c^1_t, c^2_{t+1}, s_t} \ & \left \{ u(c^1_t) + \beta u(c^2_{t+1}) \right \} \\
99- \mbox{subject to } \ & c^1_t + s_t \le w_t \\
100- & c^2_{t+1} \le R_{t+1}s_t\\
101- \end{aligned}
116+ \max_{c^1_t, c^2_{t+1}}
117+ \, \left \{ u(c^1_t) + \beta u(c^2_{t+1}) \right \}
102118```
103119
104- where
105- - $w_t$ is the wage rate at time
106- - $R_ {t+1}$ is time $t+1$ rental rate of capital.
120+ subject to
121+
122+ $$
123+ c^1_t + s_t \le w_t
124+ \quad \text{and} \quad
125+ c^2_{t+1} \le R_{t+1} s_t
126+ $$
127+
128+ Here
129+
130+ - $s_t$ is savings by an individual born at time $t$
131+ - $w_t$ is the wage rate at time $t$
132+ - $R_ {t+1}$ is the interest rate on savings invested at time $t$, paid at time $t+1$
133+
134+ Since $u$ is strictly increasing, both of these constraints will hold as equalities.
107135
108- The second constraint incorporates the notion that individuals only spend
109- money on their own end of life consumption. Also, Since $u$ is strictly increasing, both constraints will hold as equalities.
110136
111- Substituting $s_t$ from the first constraint into the second we get $c^2 _ {t+1}$ in terms of $c^1_t$, i.e.,
137+ Substituting $s_t$ from the first constraint into the second we get
112138
113139``` {math}
114140:label: c_2_olg
115141 c^2_{t+1} = R_{t+1}(w_t - c^1_t)
116142```
117- Thus first-order condition for a maximum can be written in the
118- familiar form of the consumption Euler equation by plugging $c^2_ {t+1}$ into the objective function and taking derivative with respect to $c^1_t$
143+ Thus first-order condition for a maximum can be obtained
144+ by plugging $c^2_ {t+1}$ into the objective function, taking the derivative
145+ with respect to $c^1_t$, and setting it to zero.
146+
147+ This leads to
119148
120149``` {math}
121150:label: euler_1_olg
122151 u'(c^1_t) = \beta R_{t+1} u'( R_{t+1} (w_t - c^1_t))
123152```
124153
125- From the first constraint we get
126- ``` {math}
127- :label: c_1_olg
128- c^1_{t} = w_t - s_t
129- ```
154+ This restriction is called the ** Euler equation**
155+
156+ From the first constraint we get $c^1_ {t} = w_t - s_t$,
157+ so the Euler equation can also be expressed as
130158
131- With it the Euler equation (4) becomes
132159``` {math}
133160:label: euler_2_olg
134161 u'(w_t - s_t) = \beta R_{t+1} u'( R_{t+1} s_t)
135162```
136163
164+ This implies that savings can be written as a fixed function of $w_t$ and
165+ $R_ {t+1}$.
137166
167+ We write this as
138168
139- From this we can solve for savings analytically or, if necessary, numerically
140169``` {math}
141170:label: saving_1_olg
142171 s_t = s(w_t, R_{t+1})
143172```
144173
174+ Since the population size is normalized to 1, this is also total savings in
175+ the economy at time $t$.
145176
146177
147- Let $L_t$ be the time $t$ labor.
148-
149- Furthermore let's assume a constant population size, i.e., $L_ {t+1}=L_t=L$ for all $t$.
150-
151- Total savings in the economy will be equal to
152- ``` {math}
153- :label: total_savings_1_olg
154- S_t = s_t L
155- ```
178+ ### Example: log preferences
156179
157- In our closed economy, net saving this period will be equal to supply next period, i.e.,
180+ In the special case $u(c) = \log c$, the Euler equation simplifies to
158181
159- ``` {math}
160- :label: aggregate_supply_capital_1_olg
161- K_{t+1} = K^S(w_t, R_{t+1}) = S_t = L s_t = L s(w_t, R_{t+1})
162- ```
163-
164- Here $K^S$ is a time-invariant function mapping wage $w_t$ and capital return rate $R_ {t+1}$ to aggregate capital supply $K_ {t+1}$.
165-
166-
167-
168- ### Special case: log preference
169-
170- Assume $u(c) = \log c$.
171-
172- The Euler equation simplifies to
173182``` {math}
174183:label: saving_log_1_olg
175184 s_t= \beta (w_t - s_t)
176185```
177186
178- Solving for saving,
187+ Solving for saving, we get
188+
179189``` {math}
180190:label: saving_log_2_olg
181191 s_t = s(w_t, R_{t+1}) = \frac{\beta}{1+\beta} w_t
182192```
183193
184194
185195
186- And hence
187- ``` {math}
188- :label: aggregate_supply_capital_log_olg
189- K_{t+1} = K^s(R_{t+1}) = Ls_t = L \frac{\beta}{1+\beta} w_t
190- ```
191196
197+ ## Demand for capital
192198
199+ Now let's pin down the demand for capital.
193200
194- ## Demand for capital
195201
196202### Firm's problem
197203
@@ -205,15 +211,19 @@ For each integer $t \geq 0$, output $Y_t$ in period $t$ is given by
205211Here $K_t$ is capital, $L_t$ is labor, and $\alpha$ is the output elasticity of capital in the ** Cobb-Douglas production function** .
206212
207213
208- Demand for labor $L$ and capital $K_t$ is determined by the profit maximization problem
214+ Demand for labor $L$ and capital $K_t$ is determined by the profit
215+ maximization problem
216+
209217``` {math}
210218:label: opt_profit_olg
211219 \max_{K_t, L} \{ K^{\alpha}_t L^{1-\alpha} - R_t K_t - L w_t \}
212220```
213221
214222### Demand for capital
215223
216- The first-order conditions for a maximum can be obtained by taking the derivative of the objective function with respect to capital and labor respectively and setting it to zero:
224+ The first-order conditions for a maximum can be obtained by taking the
225+ derivative of the objective function with respect to capital and labor
226+ respectively and setting it to zero:
217227
218228``` {math}
219229:label: wage
@@ -238,6 +248,24 @@ Rearranging [](interest_rate) gives the aggregate demand for capital
238248
239249## Equilibrium
240250
251+ In our closed economy, net saving this period will be equal to supply next period, i.e.,
252+
253+ ``` {math}
254+ :label: aggregate_supply_capital_1_olg
255+ K_{t+1} = K^S(w_t, R_{t+1}) = S_t = L s_t = L s(w_t, R_{t+1})
256+ ```
257+
258+ Here $K^S$ is a time-invariant function mapping wage $w_t$ and capital return rate $R_ {t+1}$ to aggregate capital supply $K_ {t+1}$.
259+
260+
261+ And hence
262+ ``` {math}
263+ :label: aggregate_supply_capital_log_olg
264+ K_{t+1} = K^s(R_{t+1}) = Ls_t = L \frac{\beta}{1+\beta} w_t
265+ ```
266+
267+
268+
241269The equality of aggregate demand [ ] ( aggregate_demand_capital_olg ) and aggregate supply [ ] ( aggregate_supply_capital_log_olg ) for capital yields the equalibrium.
242270
243271Specifically we have
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