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Exchange Rate Economics: Theories and Evidence

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Market microstructure approach 355<br />

the level of allowable inventories. When inventory follows a r<strong>and</strong>om walk it will<br />

reach the upper or lower bounds in a finite number of trades,with a probability of<br />

one (see Ross 1983). Dynamic optimisation models (see,for example,Amihud <strong>and</strong><br />

Mendelson 1980 <strong>and</strong> Ho <strong>and</strong> Stoll 1981) resolve this problem. In such models the<br />

market maker faces a stochastic order flow <strong>and</strong> will optimise his bid–ask spread<br />

over time by shifting both the bid <strong>and</strong> ask downward (upward) <strong>and</strong> increase the<br />

width of the spread when a positive (negative) inventory has accumulated.<br />

For example,in the price-inventory model of Amihud <strong>and</strong> Mendelson (1980) a<br />

market maker is faced with buy <strong>and</strong> sell order flows <strong>and</strong> these flows are assumed<br />

to arrive as independent Poisson processes. The buy <strong>and</strong> sell arrival rates,defined<br />

as d <strong>and</strong> x,respectively,are assumed to be a function of the bid,B,<strong>and</strong> ask,A,<br />

prices quoted by the broker:<br />

d = D(A) <strong>and</strong> x = X (B). (14.22)<br />

The inventory level is denoted by k:<br />

k ∈{−, ..., },<br />

where <strong>and</strong> denote the largest allowable short <strong>and</strong> long positions,respectively,<br />

<strong>and</strong> d k an x k denote the order arrival rates when prices are set as functions of the<br />

inventory level:<br />

d k = D(A(k)) <strong>and</strong> x k = X (B(k)). (14.23)<br />

The expected time at position k is given by the Poisson process known as<br />

1/(d k + x k ). Given this,the probability that the next order will be a buy (sell)<br />

order is d k /(d k + x k )(x k /(d k + x k )). Hence the expected cash flow per unit of time<br />

at position k is given by:<br />

[<br />

Q (k) =<br />

x ]<br />

k<br />

· B(k) · (d k + x k )<br />

d k + x k<br />

d k<br />

· A(k) −<br />

d k + x k<br />

= d k · A(k) − x k · A(k). (14.24)<br />

The objective of the market maker is to maximise the expected profit per unit<br />

of time,as given by:<br />

π =<br />

∑<br />

k=−<br />

k Q (k),<br />

where is the probability of being at inventory level k. The solution to the optimising<br />

problem gives values for A(k) <strong>and</strong> B(k). The market maker controls inventory<br />

by adjusting prices up (down) to make an investor sale (purchase) more likely when<br />

the inventory level is low (high). As the inventory nears its bounds the spread must<br />

widen to avoid the issue of inventory following a r<strong>and</strong>om walk.

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