General Background for Financial
Engineering
Some
theories, originated from a very technical area, because of their deep insight
and analytical power, become the foundation of much broader fields. Modern
astronomy, founded by Copernicus, Kepler,
In this notes, we will examine the
parallels between finance and astronomy to understand why the progress in
financial research will revolutionize the whole foundation of social science.
We will discuss several common
properties of finance and astronomy that make them the pioneer subjects that
trigger much deeper changes in the foundation of sciences.
First, both the study of astronomy
and finance are heavily data driven. Astronomy is the oldest precise science.
Data of celestial observation have been accumulated over thousand of years. As
observation became more accurate over time, it became easier to test
alternative theories. Financial data are the most frequently and abundantly
recorded data set. For each stock, each transaction price, bid-ask price, the
size of the trade, and many other information are recorded on computerized
systems. The abundance of real time financial data makes financial theories
much easier to test than economic theories, since economic data are less
frequent, less reliable and often subject to different interpretation.
The second is the simplicity of
astronomy and finance. Astronomy, which Wiener termed as “an ideally simple
science”, studied the orbits of isolated planets with little disturbance from
other sources. Finance studies cash flows under uncertainty or price innovation
of market securities, abstracted from all the intrigues of social and
organizational complexities. Although many complicated forces are at work in
the financial market, the low transaction costs determines that prices alone already
reflect most of the interaction of these forces.
The simplicity of astronomy and
finance makes the alternative theories easy to test. In astronomy, two
alternative theories at the time were the earth centered universe and the sun
centered universe. As the data became very accurate and sophisticated
mathematical tools were developed, the alternative theories became easy to
test. In finance, the default theories
are the irrelevance of financial structure in corporate finance and efficient
market theory in investment. Both theories are empirically testable. This is in sharp contrast to the general
economic theory, where utility function can be defined in many different ways.
It is difficult to test whether economic agents maximize “utility” because it
cannot be precisely defined.
Third,
it is usually in simple subjects where sophisticated mathematical theories are
developed and applied with great effectiveness. Calculus was invented by
Fourth, both astronomy and finance
are of immense practical value. A new theory doesn’t grow from vacuum. Before a
new theory germinates, there always exists an established paradigm in any area
of research. Before Copernican theory, theology was the foundation of the
cosmology. Currently, general equilibrium theory is the foundation of economics
and finance. Given the dominant status of theology then and the neoclassical
economics today, why Copernican theory in astronomy and new theories in
finance, such as behavioral finance, got established. This is because both astronomy
in Copernicus’ day and finance today have tremendous practical values. People
tend to neglect the ideological differences on issues of practical values. For
example, in general economic theory, dissident opinions rarely surface in major
economic journals, although the problems of neoclassical economics are apparent
to many people. In finance, however, papers on alternative theories, such as
behavioral finance, have already occupied top tier finance journals for a long
time.
Fifth, both astronomy and finance
were pure mathematical theories initially but gradually turned to physics.
Astronomy was a part of mathematical science in the ancient time. But starting
from Kepler, people looked for physical causes to offer a unified understanding
of celestial movements. Eventually,
The simplicity of research subjects,
the objectivity of research methodologies and powerful mathematics enabled the
researchers in astronomy to break into the dominant paradigms of the time: the
earth centered universe. In the process, a physical theory, rational mechanics,
was developed to understand much broader phenomena. Since then, rational
mechanics has become the dominant paradigm in natural science and social
science. These same qualities in financial research help us establish a new
paradigm: the analytical thermodynamic theory in social science and life
science.