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lectures/supply_demand_multiple_goods.md

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## From utility function to demand curve
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Let
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Our study of consumers will use the following primitives
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* $\Pi$ be an $m \times n$ matrix,
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* $c$ be an $n \times 1$ vector of consumptions of various goods,
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* $b$ be an $m \times 1$ vector of bliss points,
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* $e$ be an $n \times 1$ vector of endowments, and
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* $p$ be an $n \times 1$ vector of prices
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We assume that $\Pi$ has linearly independent columns, which implies that $\Pi^\top \Pi$ is a positive definite matrix.
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* it follows that $\Pi^\top \Pi$ has an inverse.
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We will analyze endogenous objects $c$ and $p$, where
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* $c$ is an $n \times 1$ vector of consumptions of various goods,
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* $p$ is an $n \times 1$ vector of prices
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The matrix $\Pi$ describes a consumer's willingness to substitute one good for every other good.
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We shall see below that $(\Pi^T \Pi)^{-1}$ is a matrix of slopes of (compensated) demand curves for $c$ with respect to a vector of prices:
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We assume that $\Pi$ has linearly independent columns, which implies that $\Pi^\top \Pi$ is a positive definite matrix.
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* it follows that $\Pi^\top \Pi$ has an inverse.
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We shall see below that $(\Pi^\top \Pi)^{-1}$ is a matrix of slopes of (compensated) demand curves for $c$ with respect to a vector of prices:
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$$
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\frac{\partial c } {\partial p} = (\Pi^T \Pi)^{-1}
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\frac{\partial c } {\partial p} = (\Pi^\top \Pi)^{-1}
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$$
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A consumer faces $p$ as a price taker and chooses $c$ to maximize the utility function
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$$
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-.5 (\Pi c -b) ^\top (\Pi c -b )
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- \frac{1}{2} (\Pi c -b) ^\top (\Pi c -b )
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$$ (eq:old0)
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subject to the budget constraint
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p^\top (c -e ) = 0
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$$ (eq:old2)
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We shall specify examples in which $\Pi$ and $b$ are such that it typically happens that
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We shall specify examples in which $\Pi$ and $b$ are such that
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$$
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\Pi c < < b
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\Pi c \ll b
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$$ (eq:bversusc)
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so that utility function {eq}`eq:old2` tells us that the consumer has much less of each good than he wants.
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This means that the consumer has much less of each good than he wants.
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The deviation in {eq}`eq:bversusc` will ultimately assure us that competitive equilibrium prices are positive.
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Condition {eq}`eq:bversusc` will ultimately assure us that competitive equilibrium prices are positive.
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### Demand Curve Implied by Constrained Utility Maximization
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For now, we assume that the budget constraint is {eq}`eq:old2`.
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So we'll be deriving what is known as a **Marshallian** demand curve.
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Our aim is to maximize [](eq:old0) subject to [](eq:old2).
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Form a Lagrangian
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$$ L = -.5 (\Pi c -b) ^\top (\Pi c -b ) + \mu [p^\top (e-c)] $$
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$$ L = - \frac{1}{2} (\Pi c -b)^\top (\Pi c -b ) + \mu [p^\top (e-c)] $$
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where $\mu$ is a Lagrange multiplier that is often called a **marginal utility of wealth**.
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Equation {eq}`eq:old4` tells how marginal utility of wealth depends on the endowment vector $e$ and the price vector $p$.
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**Remark:** Equation {eq}`eq:old4` is a consequence of imposing that $p^\top (c - e) = 0$. We could instead take $\mu$ as a parameter and use {eq}`eq:old3` and the budget constraint {eq}`eq:old2p` to solve for $W.$ Which way we proceed determines whether we are constructing a **Marshallian** or **Hicksian** demand curve.
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```{note}
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Equation {eq}`eq:old4` is a consequence of imposing that $p^\top (c - e) = 0$.
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We could instead take $\mu$ as a parameter and use {eq}`eq:old3` and the budget constraint {eq}`eq:old2p` to solve for wealth.
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Which way we proceed determines whether we are constructing a **Marshallian** or **Hicksian** demand curve.
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```
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## Endowment economy
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We'll set $\mu=1$.
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**Exercise:** Verify that setting $\mu=1$ in {eq}`eq:old3` implies that formula {eq}`eq:old4` is satisfied.
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```{exercise}
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:label: sdm_ex1
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Verify that setting $\mu=1$ in {eq}`eq:old3` implies that formula {eq}`eq:old4` is satisfied.
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```
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**Exercise:** Verify that setting $\mu=2$ in {eq}`eq:old3` also implies that formula {eq}`eq:old4` is satisfied.
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```{exercise}
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:label: sdm_ex2
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Verify that setting $\mu=2$ in {eq}`eq:old3` also implies that formula
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{eq}`eq:old4` is satisfied.
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```
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## Digression: Marshallian and Hicksian Demand Curves
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**Remark:** Sometimes we'll use budget constraint {eq}`eq:old2` in situations in which a consumers's endowment vector $e$ is his **only** source of income. Other times we'll instead assume that the consumer has another source of income (positive or negative) and write his budget constraint as
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Sometimes we'll use budget constraint {eq}`eq:old2` in situations in which a consumers's endowment vector $e$ is his **only** source of income.
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Other times we'll instead assume that the consumer has another source of income (positive or negative) and write his budget constraint as
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$$
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p ^\top (c -e ) = W
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p ^\top (c -e ) = w
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$$ (eq:old2p)
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where $W$ is measured in "dollars" (or some other **numeraire**) and component $p_i$ of the price vector is measured in dollars per unit of good $i$.
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where $w$ is measured in "dollars" (or some other **numeraire**) and component $p_i$ of the price vector is measured in dollars per unit of good $i$.
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Whether the consumer's budget constraint is {eq}`eq:old2` or {eq}`eq:old2p` and whether we take $W$ as a free parameter or instead as an endogenous variable will affect the consumer's marginal utility of wealth.
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Whether the consumer's budget constraint is {eq}`eq:old2` or {eq}`eq:old2p` and whether we take $w$ as a free parameter or instead as an endogenous variable will affect the consumer's marginal utility of wealth.
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Consequently, how we set $\mu$ determines whether we are constructing
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* a **Marshallian** demand curve, as when we use {eq}`eq:old2` and solve for $\mu$ using equation {eq}`eq:old4` below, or
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* a **Hicksian** demand curve, as when we treat $\mu$ as a fixed parameter and solve for $W$ from {eq}`eq:old2p`.
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* a **Hicksian** demand curve, as when we treat $\mu$ as a fixed parameter and solve for $w$ from {eq}`eq:old2p`.
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Marshallian and Hicksian demand curves contemplate different mental experiments:
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* For a Marshallian demand curve, hypothetical changes in a price vector have both **substitution** and **income** effects
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For a Marshallian demand curve, hypothetical changes in a price vector have both **substitution** and **income** effects
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* income effects are consequences of changes in $p^\top e$ associated with the change in the price vector
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* income effects are consequences of changes in $p^\top e$ associated with the change in the price vector
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* For a Hicksian demand curve, hypothetical price vector changes have only **substitution** effects
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For a Hicksian demand curve, hypothetical price vector changes have only **substitution** effects
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* changes in the price vector leave the $p^\top e + W$ unaltered because we freeze $\mu$ and solve for $W$
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* changes in the price vector leave the $p^\top e + w$ unaltered because we freeze $\mu$ and solve for $w$
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Sometimes a Hicksian demand curve is called a **compensated** demand curve in order to emphasize that, to disarm the income (or wealth) effect associated with a price change, the consumer's wealth $W$ is adjusted.
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Sometimes a Hicksian demand curve is called a **compensated** demand curve in order to emphasize that, to disarm the income (or wealth) effect associated with a price change, the consumer's wealth $w$ is adjusted.
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We'll discuss these distinct demand curves more below.
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## Dynamics and Risk as Special Cases of Pure Exchange Economy
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## Dynamics and Risk as Special Cases
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Special cases of our $n$-good pure exchange model can be created to represent
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* dynamics
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- by putting different dates on different commodities
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* risk
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- by interpreting delivery of goods as being contingent on states of the world whose realizations are described by a **known probability distribution**
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* **dynamics** --- by putting different dates on different commodities
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* **risk** --- by interpreting delivery of goods as being contingent on states of the world whose realizations are described by a *known probability distribution*
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Let's illustrate how.
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Suppose that we want to represent a utility function
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$$
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-.5 [(c_1 - b_1)^2 + \beta (c_2 - b_2)^2]
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- \frac{1}{2} [(c_1 - b_1)^2 + \beta (c_2 - b_2)^2]
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$$
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where $\beta \in (0,1)$ is a discount factor, $c_1$ is consumption at time $1$ and $c_2$ is consumption at time 2.
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The relative price $\frac{p_1}{p_2}$ has units of time $2$ goods per unit of time $1$ goods.
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Consequently, $(1+r) = R \equiv \frac{p_1}{p_2}$ is the **gross interest rate** and $r$ is the **net interest rate**.
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Consequently,
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$$
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(1+r) := R := \frac{p_1}{p_2}
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$$
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is the **gross interest rate** and $r$ is the **net interest rate**.
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### Risk and state-contingent claims
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Before the outcome is realized, the the consumer's **expected utility** is
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$$
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-.5 [\lambda (c_1 - b_1)^2 + (1-\lambda)(c_2 - b_2)^2]
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- \frac{1}{2} [\lambda (c_1 - b_1)^2 + (1-\lambda)(c_2 - b_2)^2]
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$$
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where
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The firm's total revenue equals $p^\top q$ and its total cost equals $C(q)$ where $C(q)$ is a total cost function
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$$
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C(q) = h ^\top q + .5 q^\top J q
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C(q) = h ^\top q + \frac{1}{2} q^\top J q
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$$
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where
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$$
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H = .5 (J + J')
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H = \frac{1}{2} (J + J')
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$$
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An $n \times 1$ vector of marginal revenues for the price-taking firm is $\frac{\partial p^\top q}
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So the monopolist's total profits as a function of its output $q$ is
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$$
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[\mu^{-1} \Pi^\top (b - \Pi q)]^\top q - h^\top q - .5 q^\top J q
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[\mu^{-1} \Pi^\top (b - \Pi q)]^\top q - h^\top q - \frac{1}{2} q^\top J q
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$$ (eq:monopprof)
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After finding
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first-order necessary conditions for maximizing monopoly profits with respect to $q$
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and solving them for $q$, we find that the monopolist sets
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$$
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q = (H + 2 \mu^{-1} \Pi^T \Pi)^{-1} (\mu^{-1} \Pi^\top b - h)
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q = (H + 2 \mu^{-1} \Pi^\top \Pi)^{-1} (\mu^{-1} \Pi^\top b - h)
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$$ (eq:qmonop)
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We'll soon see that a monopolist sets a **lower output** $q$ than does either a
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* a competitive equilibrium
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**Exercise:** Please verify the monopolist's supply curve {eq}`eq:qmonop`.
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```{exercise}
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:label: sdm_ex3
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Please verify the monopolist's supply curve {eq}`eq:qmonop`.
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```
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Our welfare maximization problem -- also sometimes called a social planning problem -- is to choose $c$ to maximize
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$$
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-.5 \mu^{-1}(\Pi c -b) ^\top (\Pi c -b )
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- \frac{1}{2} \mu^{-1}(\Pi c -b) ^\top (\Pi c -b )
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$$
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minus the area under the inverse supply curve, namely,
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$$
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h c + .5 c^\top J c .
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h c + \frac{1}{2} c^\top J c
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$$
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So the welfare criterion is
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$$
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-.5 \mu^{-1}(\Pi c -b) ^\top (\Pi c -b ) -h c - .5 c^\top J c
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- \frac{1}{2} c^\top J c
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$$
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In this formulation, $\mu$ is a parameter that describes how the planner weights interests of outside suppliers and our representative consumer.
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* the inverse demand curve, or
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* the inverse supply curve
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<!-- #endregion -->
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<!-- #region -->
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