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Empirical Tests for Spatial Price Analysis<br />

3.3.2.1 Threshold models<br />

In threshold cointegration models, the basic assumption is that prices show a<br />

tendency to return to their long run equilibrium only when price differentials<br />

exceed a certain threshold 34 . In other words, when deviations in prices exceed this<br />

“neutral band”, which accounts for transaction costs, a sort of regime switching is<br />

triggered (Goodwin and Piggot 2001, p.303).<br />

Some basic threshold cointegration models used in agricultural commodity<br />

markets studies are the Eq-TAR representation and the Band-TAR representation<br />

(see Balke and Fomby 1997; Brooks et al. 2005; Balcombe et al. 2007).<br />

In the Eq-TAR representation (equation 3.34, where only the error correction<br />

I<br />

term, zt-1, and its adjustment coefficients, α z ) , are presented), when<br />

i<br />

( t−1<br />

deviations from the long run equilibrium, zt, exceed the threshold’s width, λ,<br />

prices are attracted towards the centre of the threshold interval. The subscripts I<br />

and O denote the within and without π adjustment speed.<br />

α (<br />

I<br />

z<br />

i<br />

−1<br />

) t<br />

= π<br />

i,<br />

O<br />

i,<br />

I<br />

z<br />

= π z<br />

t−1<br />

t−1<br />

if<br />

if<br />

z<br />

z<br />

t−1<br />

t−1<br />

> λ<br />

< λ<br />

(3.34)<br />

In general, the speed of adjustment is allowed to differ depending on prices to<br />

be inside or outside the interval; if πi,I collapses to zero, this means that, inside the<br />

band, the price spread will follow a random walk. In other words, this implies that<br />

if the price differential is smaller than the transport costs the arbitrage<br />

mechanisms will not be active and the two series will not be cointegrated; a price<br />

differential smaller than the transport costs will not justify any shipment of the<br />

commodities.<br />

Differently from the Eq-TAR model, in the Band TAR model when prices are<br />

outside the threshold they are attracted to the edge of the threshold band, rather<br />

than to the middle of it. So, the Band -TAR representation is given by equation<br />

(3.35):<br />

34 Threshold models show the difference existing between cointegration and efficient arbitrage: if efficient<br />

arbitrage takes place, unit root behaviour in price margins should be observed (this happens up to and right at<br />

the parity bound); only when imperfect arbitrage takes place we should observe cointegration between the<br />

prices (since cointegration implies GC in at least one direction, profits could be made predicting one with the<br />

past values of the other; Dercon 1999, p.6; see also paragraph 3.3).<br />

43

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