<p>Equations $11$) and $12$) are not derived, they are <em>assumed</em>. </p>

<p>Specifically, with eq. $9$) Lucas defines/assumes that the value-expected for the $t+1$ price level is the conditional expectation based on $x_t, x_{t+1},\eta_t$ (plus $\eta_t$ on its own). This is imposing the Rational Expectations Hypothesis.  </p>

<p>He then says "we will seek linear solutions..." which is translated "<em>assume</em> that the functional form of $E(P_{t+1}| x_{t}, x_{t-1}, \eta_{t})$ is linear in its arguments, and then determine (or estimate) the coefficients". Certainly, this is in all likelihood an approximation to the true functional form of this conditional expectation.</p>

<p>So <em>assuming</em> that </p>

<p>$$E(P_{t+1}| x_{t}, x_{t-1}, \eta_{t}) = \pi_{4} x_{t} +\pi_{5} x_{t-1} + \beta\eta_{t}$$</p>

<p>and inserting this into $9$) we get $12$) with the mapping $\pi_{6} = 1+\beta$.</p>

<p>Inserting $9$) in $10$) we get</p>

<p>$$(1+a) P_{t} - a [\pi_{4} x_{t} + \pi_{5} x_{t-1} + \pi_{6} \eta_{t}] = x_{t}$$</p>

<p>$$\implies P_{t} = \frac{1+a\pi_{4}}{1+a}x_t +\frac{a\pi_{5}}{1+a}x_{t-1}+\frac{a\pi_{6}}{1+a}\eta_{t}$$</p>

<p>which is $11$), after compacting and mapping the above coefficients to the $\pi_1, \pi_2, \pi_3$ ones.</p>

CC BY-SA 4.0
2018-05-15T20:19:33.617Z
Alecos: That was a beautiful answer. Thanks so much.
mark leeds
CC BY-SA 4.0
2018-05-14T07:42:59.510Z
2018-05-14T07:42:59.510Z
Alecos Papadopoulos
<p>Hi All: I have the Lucas, 1972b paper "Econometric Testing Of the Natural Rate Hypothesis" but unfortunately not as a pdf. ( it's from a book that contains a lot of Lucas' papers called "studies in business cycle theory").  Assuming that someone reading this question has read that paper and understood it, could you explain how equations 11) and 12) come about. Thank you very much for your help.</p>

<p>ADDENDUM TO ORIGINAL QUESTION:</p>

<p>I am going to write the equations that lead up to the two equations 
that I don't follow the derivation of. My hope is that not many people have
the pdf of the file so  the equations will obviously help.</p>

<p>1) $y_t = a(P_{t} - P^{*}_{t})$  (aggregate supply function ).</p>

<p>7) $y_{t} + P_{t} = x_{t}$ ( aggregate demand schedule )</p>

<p>8) $x_{t} =\rho_{1} x_{t-1} + \rho_{2} x_{t-2} + \epsilon_{t}$ ( AR(2) for $x_{t}$ ). </p>

<p>9)  $ P_{t}^{*} = E(P_{t+1}| x_{t}, x_{t-1}, \eta_{t}) + \eta_{t} $ 
( Definition of agent's expectation of the price at time $t+1$. )</p>

<p>10) $ (1+a) P_{t} - a P^{*} _{t} = x_{t} $ 
(obtained by straightforward algebraic manipulation of  (1) and (7). )</p>

<p>Meanings of variables:</p>

<p>1) $P_{t}$ is the price level at time t.</p>

<p>2) $P^{*}_{t}$ is the expected price level at time t+1 where the expectation is taken at time t. ( the agent's expectation of price level ). Essentially, $P_{t+1}$ is the next period's price level, the variable of which, $P^{*}_{t}$, is a forecast. </p>

<p>3) $y_{t}$ is the output at time t.</p>

<p>4) $x_{t}$ is the log of the money supply and is a shift parameter. It is part of a policy rule which gives the current value of $x_{t}$ as a function of the state of the system.</p>

<p>After these equations are explained,
the author then says: </p>

<p>"We shall seek linear solutions $P_{t}$ and $P^{*}_{t}$ to equations 9 and 10: "</p>

<p>11) $P_{t} = \pi_{1} x_{t} + \pi_{2} x_{t-1} + \pi_{3} \eta_{t} $</p>

<p>12)  $ P^{*}_{t} = \pi_{4} x_{t} + \pi_{5} x_{t-1} + \pi_{6} \eta_{t} $</p>

<p>Equations 11) and 12) are the equations whose derivation escapes me totally. Thanks a lot for your help.
                                               Mark</p>

<pre><code>                                                     Mark
</code></pre>

<p>P.S: For any newbies wrestling with the theory behind RE, this paper is the clearest and simplest that I have found, aside from the derivation of 11) and 12). I highly recommend it. I only found the book recently and have decided that out of all the top RE people, Lucas really stands out as far as the clarity of his writings. </p>

CC BY-SA 4.0
2018-05-04T19:21:49.463Z
I suspect that anyone who has read the paper probably won't remember what equations (11) and (12) are. So it's a good idea to at least type those equations out in your post.
Herr K.
CC BY-SA 4.0
2018-05-04T20:22:40.530Z
thanks for advice. I put all of the equations in the edited question.
mark leeds
<natural-rate-unemployment>
question regarding econometric testing of the natural rate hypothesis
mark leeds
# question regarding econometric testing of the natural rate hypothesis

(Asked by: username_0 on 2018-05-04)

Hi All: I have the Lucas, 1972b paper "Econometric Testing Of the Natural Rate Hypothesis" but unfortunately not as a pdf. ( it's from a book that contains a lot of Lucas' papers called "studies in business cycle theory").  Assuming that someone reading this question has read that paper and understood it, could you explain how equations 11) and 12) come about. Thank you very much for your help.
ADDENDUM TO ORIGINAL QUESTION:
I am going to write the equations that lead up to the two equations 
that I don't follow the derivation of. My hope is that not many people have
the pdf of the file so  the equations will obviously help.
1) $y_t = a(P_{t} - P^{*}_{t})$  (aggregate supply function ).
7) $y_{t} + P_{t} = x_{t}$ ( aggregate demand schedule )
8) $x_{t} =\rho_{1} x_{t-1} + \rho_{2} x_{t-2} + \epsilon_{t}$ ( AR(2) for $x_{t}$ ). 
9)  $ P_{t}^{*} = E(P_{t+1}| x_{t}, x_{t-1}, \eta_{t}) + \eta_{t} $ 
( Definition of agent's expectation of the price at time $t+1$. )
10) $ (1+a) P_{t} - a P^{*} _{t} = x_{t} $ 
(obtained by straightforward algebraic manipulation of  (1) and (7). )
Meanings of variables:
1) $P_{t}$ is the price level at time t.
2) $P^{*}_{t}$ is the expected price level at time t+1 where the expectation is taken at time t. ( the agent's expectation of price level ). Essentially, $P_{t+1}$ is the next period's price level, the variable of which, $P^{*}_{t}$, is a forecast. 
3) $y_{t}$ is the output at time t.
4) $x_{t}$ is the log of the money supply and is a shift parameter. It is part of a policy rule which gives the current value of $x_{t}$ as a function of the state of the system.
After these equations are explained,
the author then says: 
"We shall seek linear solutions $P_{t}$ and $P^{*}_{t}$ to equations 9 and 10: "
11) $P_{t} = \pi_{1} x_{t} + \pi_{2} x_{t-1} + \pi_{3} \eta_{t} $
12)  $ P^{*}_{t} = \pi_{4} x_{t} + \pi_{5} x_{t-1} + \pi_{6} \eta_{t} $
Equations 11) and 12) are the equations whose derivation escapes me totally. Thanks a lot for your help.
                                               Mark
                                                     Mark

P.S: For any newbies wrestling with the theory behind RE, this paper is the clearest and simplest that I have found, aside from the derivation of 11) and 12). I highly recommend it. I only found the book recently and have decided that out of all the top RE people, Lucas really stands out as far as the clarity of his writings.

**Tags:** natural-rate-unemployment
> **Comments:**
> **username_1**: I suspect that anyone who has read the paper probably won't remember what equations (11) and (12) are. So it's a good idea to at least type those equations out in your post.  
> **username_0**: thanks for advice. I put all of the equations in the edited question.  

---

## 1 answers

### Answer by username_2 on 2018-05-14. Score: 0 | Accepted answer

Equations $11$) and $12$) are not derived, they are *assumed*.

Specifically, with eq. $9$) Lucas defines/assumes that the value-expected for the $t+1$ price level is the conditional expectation based on $x\_t, x\_{t+1},\eta\_t$ (plus $\eta\_t$ on its own). This is imposing the Rational Expectations Hypothesis.

He then says "we will seek linear solutions..." which is translated "*assume* that the functional form of $E(P\_{t+1}| x\_{t}, x\_{t-1}, \eta\_{t})$ is linear in its arguments, and then determine (or estimate) the coefficients". Certainly, this is in all likelihood an approximation to the true functional form of this conditional expectation.

So *assuming* that

$$E(P\_{t+1}| x\_{t}, x\_{t-1}, \eta\_{t}) = \pi\_{4} x\_{t} +\pi\_{5} x\_{t-1} + \beta\eta\_{t}$$

and inserting this into $9$) we get $12$) with the mapping $\pi\_{6} = 1+\beta$.

Inserting $9$) in $10$) we get

$$(1+a) P\_{t} - a [\pi\_{4} x\_{t} + \pi\_{5} x\_{t-1} + \pi\_{6} \eta\_{t}] = x\_{t}$$

$$\implies P\_{t} = \frac{1+a\pi\_{4}}{1+a}x\_t +\frac{a\pi\_{5}}{1+a}x\_{t-1}+\frac{a\pi\_{6}}{1+a}\eta\_{t}$$

which is $11$), after compacting and mapping the above coefficients to the $\pi\_1, \pi\_2, \pi\_3$ ones.

> **Comments:**
> **username_0**: Alecos: That was a beautiful answer. Thanks so much.  

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