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Exchange Rate Economics: Theories and Evidence

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344 Market microstructure approach<br />

be gauged by incorporating a piece of the common information set – say past<br />

exchange rate changes or the forward premium,– into equation (14.6),that is:<br />

s e j,t = X ′<br />

t + g ′<br />

j + β j s t−1 + u j,t ,(14.7)<br />

where X t ′ is the common forecast based on I less the lagged exchange rate change<br />

<strong>and</strong> g<br />

j ′ is the new individual bias. Specifying the equivalent equation for the average<br />

forecast <strong>and</strong> subtracting as earlier implies that:<br />

s e jt − se At = g ′<br />

j +[β j − β A ]s t−1 +[u jt − u At ]. (14.8)<br />

Individual biases exist if in an estimated version of (14.8) g ′<br />

j<br />

̸= 0,while<br />

idiosynchratic effects exist if β j − β A ̸= 0.<br />

In implementing (14.8),Ito (1990) uses the data set described in Section 14.1.1<br />

<strong>and</strong> finds that there are important differences between the different industrial<br />

classifications. In particular,he finds that around half of the forecasters have significant<br />

individual effects. This breaks down in the following way. First,exporters<br />

<strong>and</strong> trading companies are significantly heterogeneous for each of the three horizons<br />

<strong>and</strong> this is revealed solely in terms of individual biases (idiosynchratic effects<br />

are not significant). Constant biases are also shown to be important for importers<br />

at the 1-month horizon <strong>and</strong> banks at the 6-month horizon. Ito also reported<br />

‘group effects’ which relate to the fact that forecasters in the export sector are<br />

biased towards yen depreciation (relative to others) <strong>and</strong> importers are biased<br />

towards a yen appreciation (relative to others),<strong>and</strong> this is described as ‘wishful<br />

expectations’.<br />

Due to the international nature of their database,MacDonald <strong>and</strong> Marsh<br />

(1996b) are able to push the Ito tests a little further. In particular,the Consensus<br />

data set allows calculations of the earlier effects with respect to both the overall<br />

average <strong>and</strong> also to the relevant country average. This,in turn,allows an examination,amongst<br />

other aspects,of whether individuals are more inclined towards,<br />

say,a dollar appreciation than the overall average or their fellow countrymen. The<br />

distinction may be important if the information set is not common to all forecasters,<br />

due to time zone or language-induced informational differences: averaging within<br />

a country is less likely to result in problems arising from such informational asymmetries.<br />

MacDonald <strong>and</strong> Marsh find very strong evidence of heterogeneity for both<br />

the 3- <strong>and</strong> 12-month horizons. Using the country average or the ‘world’ average<br />

does not change this result,<strong>and</strong> MacDonald <strong>and</strong> Marsh infer from this that the<br />

informational asymmetries between nations are small <strong>and</strong> insignificant. In contrast<br />

to Ito,MacDonald <strong>and</strong> Marsh also find evidence of idiosynchratic effects using<br />

both the forward premium <strong>and</strong> the exchange rate change.<br />

Having established that forecasters are heterogeneous,MacDonald <strong>and</strong> Marsh<br />

then go on to test whether such differences of opinion translate into different forecast<br />

performances using a version of Prentice’s reduced rank statistic. Overall they<br />

find that differential forecast performance is indicated for all three currencies at<br />

both forecast horizons,but is strongest for the 12-month forecasts <strong>and</strong> especially

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