
"Change in the Rate of Change"
~Being a stock & options trader
(investor in some cases), I listen to many talks
business professionals give on TV & read data in the printed
media.
~One expression that has become
popular recently is the 2nd derivative. They use this to indicate a
trend in economic conditions measuring a given quantity (like a stock
price, interest rates, unemployment, etc.).
~To understand this, one must understand
the 1st derivative & what it measures in calculus. So, let's review that.
More mathematical detail in given on this web page: See The Derivative.
~The 1st derivative of a function has
various interpretations, both geometric & in general terms. Geometrically,
it measures the slope of the tangent line drawn to the curve at a specified
point. For a non-linear curve, there are many different tangent lines with
various slopes. As you move along a non-linear curve, each point has its
own tangent line with its own slope. So, the derivative is a way of describing a
function at an isolated point (by means of the slope of its tangent line). A
Very powerful tool & gives rise to solutions of many dynamic problems. For
the first time we are able to isolated a function at an instant (point) &
describe or modify its behavior.
~In general terms, it measures the
instantaneous rate of change of the function with respect to the independent
variable, usually x. This is equivalent to above geometrical description,
since the slope of a tangent line at a point measures the instantaneous rate of
change of y with respect to x at a specific point. Since slopes change as we
move along the curve, this rate of change gives us information on the behavior
of y at each point along the curve. It describes how the quantity y changes as x
changes along the curve.
~If the 1st derivative is negative, y will
decrease as x increases. Graphically speaking, the graph of the function will
fall from left to right. If the 1st derivative is positive, y will increase as x
increases & the graph of the function will rise from left to right.
~In the business world, the function could
be a number of popular quantities. Stock price is probably the most popular. The
independent variable is usually time.
~So, if the 1st derivative of stock price
wrt (with respect to) time is positive, the price is on the upswing. Similarly,
a negative 1st derivative, means the stock price is
falling.
~Now for the 2nd derivative. It measures
the instantaneous rate of change of the 1st derivative. It gives us the same
information about the 1st derivative as the 1st derivative gave about the
function y. It will tell us if the first derivative is increasing or decreasing.
~When the 1st derivative increases, the
slopes of the tangent lines (geometric interpretation of the derivative) are
increasing. This will shape the graph of the function being measured in a very
distinct way. It will be CONCAVE UP. Like a U. Be careful here, the graph could also look
like a partial backwards C, just make
sure no vertical lines cut it more than once (destroys the function
property).
In this case the 2nd derivative is
POSITIVE.
~When the 1st derivative is decreasing, the
slopes of the tangent lines are decreasing. This forces the curve to become
CONCAVE DOWN. Like an inverted U. Also, be careful here, the graph could look
like a piece of a C, just make sure the piece does not have vertical lines
cutting it more than once (destroys the function
property).
In this case the 2nd derivative is NEGATIVE.
~One way to remember this is the
following:
2nd derivative positive: Concave
up----Curve holds water.
2nd derivative negative: Concave
down-----Curve spills water.
~The important feature in business is the
fact that the curve can be falling and still become concave up. The point where
the concavity changes is called the INFECTION POINT. This is the point where the
TREND REVERSAL BEGINS. The curve is still falling (i.e., stock
price is still on the decline, but the rate of decline has reversed). The
tendency after this point is for the rate of decline to become less & less
until the curve finally hits bottom & swings upward.
~The 2nd derivative can also give a
negative trend reversal, as well. In that case, we would go from a concave up
situation to a concave down (but still increasing curve) to a high point,
then to a decline in the curve.
~In economics, if y measures OUTPUT of
a business, and x measures INPUT ( a quantity invested in the business,
i.e, dollars, workers, equipment, etc.), this infection point
(a change from concave up to concave down)
is referred to as "The point of diminishing returns". At this point of
trend reversal, less & less output is gained from
more input.
~Important case in business: Let's
take the case where the stock price (could be any other quantity of
interest) is rising and the shape of the curve is concave down. This
would indicate a negative trend for the quantity. However, as it rises
the curve could reach an inflection point (reversal in concavity) at a
point at the very top of it's concave down shape and become concave up
there afterwards. This would indicate a "breakout" situation for the
quantity and a positive trend for that quantity. This type of
inflection point is of popular focus in the business world. The
inflection point here is high and gives a "flat point" on the curve
(i.e., the first derivative is also equal to zero).
~So, in summary, when
a business commentator mentions the 2nd derivative, it usually refers
to this trend reversal. Keep in mind, that a quantity being measured can still
be falling & its graph has become concave up (positive trend
reversal) or the quantity could still be rising & its graph has
become concave down (negative trend reversal). What many do not mention
(and should) is the sign of the reversal. In other words, they should say,
"We have reached a point where the 2nd derivative has become positive".
This would indicate a positive trend reversal or "We have reached a point
where the 2nd derivative is negative", indicating a negative trend
reversal.