Authors:Pallav Kumar, NMIMS ; Ashish Agrawal, NMIMS
In spite
of the consistent attempts being made for stabilizing the commodities market,
it still remains to be the most volatile one. Several steps are being taken in
order to overcome the volatility. In the agricultural commodities for example,
commodity buffer stock scheme has been used, the idea behind this is to store a
part of the production in the years when there is good harvest, thus increasing
the price from what it would have been and sell the stored goods in the years
when there is less production, thus reducing the price from what it would have
been.
While the neo classical commodity market models
(which promotes efficient markets hypothesis) believe the rational speculators
to be a key element in the price stability in the commodities market, the
speculators are proving themselves to be a major cause of price instability. As
per the chartists and fundamental approach, the interaction between
heterogeneous agents, chartists and fundamentalists, may cause a skewed
movement of asset prices. As per simulations, whenever the govt. imposes a
minimum price to support the producers, the volatility decreases, however the
average price of the commodities declines too. Likewise, when the government
imposes a maximum price to support the consumers, the volatility decreases, but
the average price which consumers pay, increases. This puzzling outcome is
because of the dynamic lock in effect.
When the price of the
commodities has crossed a critical upper limit the bull market turns into a
bearish one. When the govt. intervenes to inhibit this shift it puts a cap on
the price of the commodity. As a
result, the average price becomes higher than what it would have been without
the cap. Moreover, since the price is fluctuating at a high
level, it reaches the price cap repeatedly so that the buffer
stock is likely to finish rather quickly. Alternating
between a lower and an upper price boundary can be seen as one of the ways to
counter this problem. The price volatility thus gets decreased but the
market still remains distorted. This
process of changing the level of price limiters and on-off switching
however leads to severe bubbles, crashes or volatility clusters. Hence
commodity markets are extremely volatile and regularly display severe bubbles and crashes. Such price dynamics
may, of course, be triggered by demand and supply shocks.
As per the cobweb model,
complicated price movements can be attributed to nonlinearities.
However, apart from this there exists an additional source of market
instability. As most of the commodities are traded at stock exchanges,
speculators can also prove to be the deciding factor in commodity markets.
Surprisingly, this aspect has received only little attention so far. In
a market basically three types of agents interact i.e. the consumers, the
producers and the speculators. Speculators are considered to be the
heterogeneous one since they are used to both technical and fundamental trading
strategies, and, at the inception of each trading period, they choose one of
the two strategies as their own trading strategy for that given trading period.
Their behavior can be regarded to be rational since they decide between these
two strategies depending upon the market.
We are assuming that the price
adjustment on the commodity markets may be given by a log-linear price function.
Hence, the log of price S at
time t + 1 is
St+1 = St +
a (Dt + WtC Dt + WtF Dt )
Here ‘a’ corresponds to the
positive scaling coefficient in order to calibrate the price adjustment speed; Dt corresponds
to the excess demand of the real economy, the technical and the
fundamentalist analysts respectively at time t.
The weight of the chartists at
time t is given as WtC, whereas the weight of the fundamentalists is
given as WtF
To illustrate the demand and supply decisions
for the real economy we are introducing a reduced form assuming that the supply
schedules of both the consumers and the producers are log-linear. The excess of demand for the real economy
can be expressed as
Dt =
m (F − St),
Here ‘m’ refers to the slopes of the supply and demand
curves and F corresponds to the long-run equilibrium price (also called the
fundamental price). When the value of the price is
equal to the value of the long-run equilibrium
price F, the excess demand of the real economy turns out to be zero.
We can then assume that the economic structure is quite stable and there are no or very few
permanent demand and supply shocks. As a result, the value of F remains constant over time. In the absence of speculators,
WtC = WtF = 0,
In this case law of motion of the commodity’s log
price has a unique fixed point at St =F, Such a state is obviously efficient. Speculators are
familiar with both technical and fundamental analysis.
Dt =
b (St - F)
Where ‘b’ is a positive reaction coefficient and F is the long-run equilibrium price (also
called the fundamental price). The
technical analysts believe typically in bear and bull markets. As long as the price is above the fundamental value,
chartists regard the market to be bullish.
Since a further price increase is expected, chartists believe in buying the commodity. However, if the price drops below the fundamental
value then the chartists tend to lose
faith in the stock. In a bear market, chartists sell the commodity.
Since changes in excess demand
are positively correlated with changes in price, it is in a broader sense consistent with positive feedback
trading.
Fundamental analysts believe
that prices tend to revert back to their fundamental value. If the price is above its equilibrium value, lower
prices are expected and fundamental analysts tend to sell the commodity. In the
same way if the price is below its equilibrium value, higher prices are
expected and fundamental analysts tend to buy the commodity. The excess of demand generated by fundamental analysts can be given as
Dt = c(F − St).
Here c is the reaction
coefficient.
The Speculators tend to
exploit interchangeably the bull and the bear market situations. However, when
the price deviates more from its
fundamental value, speculators perceive more risk for the bull or bear market to collapse. As a result,
an increasing number of speculators tend
to go for fundamental trading. The market share of speculators who tend to
apply technical analysis may thus be
given as
t =1/ 1+d (F−St)
2.
The higher the switching
parameter d is greater than 0, faster
the speculators tend to switch to fundamental analysis.
The weight of fundamentalists
is
WtF = 1
− WtC
Although producers and
consumers are the two primary participating agents in the commodity markets,
there are also other participants, such as speculators, who may have a definite
effect on the degree of price variability and on the success of any commodity price stabilization
scheme.
Thus we can say that the chartists are a source of
market
instability. Also weak reaction of
the speculators (either the fundamentalists or the chartists) can push
the market to be either a bull or a bear market and strong reaction of the speculators causes market prices to fluctuate irregularly between bull
and bear markets.
Nice article
ReplyDeleteDear Folks,
ReplyDeleteGood one, I appreciate the initiative taken by the NMIMS capital market team. Now its time for you to over a period of time have a synergistic approach. You could work on ANN, with Sahitha and may be wonders might happen :).