Title: Lecture Seven
1Lecture Seven
- Scientific Economic Methodology
2Is Economics a Science?
- Economics textbooks use Robbins definition of
economics - "Economics is the science which studies human
behaviour as a relationship between ends and
scarce means which have alternatives uses"
(Lionel Robbins 1932 16). - Begs the question what is a science?
- At most basic level, science is about knowledge
- In pre-Enlightenment Europe, knowledge came
from reading The Great Works - Bible
- Aristotle
- Ptolemy, etc.
3What is a science?
- Science as attempt to gain knowledge from
observation, theory, experiment, flourished
during Renaissance - Frequently contradicted Great Works
- Greatest clash between Science Great Work was
between - Earth-centric view of universe
- Religion, Aristotle Ptolemy
- Sun-centric view of universe
- Copernicus, Galileo Tycho Brahe
- Great Work knowledge
- Bible, Aristotle, Ptolemy on nature of universe
- Psalm 931, Psalm 9610, and Chronicles 1630
- "the world is firmly established, it cannot be
moved.
4What is a science?
- Science knowledge
- Observe planets, develop explanation that fitted
observation - Sun had to be centre of universe
- Earth orbits the Sun
- Galileo, etc., persecuted for beliefs, but
ultimately prevail - Ultimate success of Copernican approach led to
science-dominated rather than religion-dominated
worldview - In 18th 19th century, position that science
meant observation first, explanation second
dominant - Empirico-inductive method seen as essence of
science - observe first, find explanation for observation
later
5Popper What is a Science?
- Karl Popper challenged this in early 20th century
- Argued that essence of science is conjecture and
refutation - Philosopher writing at time of collapse of
Austro-Hungarian empire (1912-1919) - Once convinced, then disillusioned, by Marxist
theory of history - Characterises these, psycho-analysis, astrology,
etc. as pseudo-science - Posed question 'What is wrong with Marxism,
psycho-analysis...? Why are they so different
from physical theories...?' ... these ...
theories, though posing as sciences, had ... more
in common with primitive myths than with
science... Conjectures Refutations
6Popper What is a Science?
- Rejected conventional explanations (empirical
inductive method) because pseudo-sciences (e.g.
astrology heavily empirical) - Noticed characteristic of pseudo-sciences
confirmation - admirers ... were impressed ... by their
apparent explanatory power. These theories
appeared to be able to explain practically
everything that happened within the fields to
which they referred - A Marxist could not open a newspaper without
finding ... confirming evidence for his
interpretation of history ... in the news, ...
its presentation and especially of course in
what the paper did not say.
7Popper What is a Science?
- Argued that confirmation meaningless every
conceivable case could be interpreted in the
light of the relevant theory they could not
be refuted - Therefore, by exclusion, a true science was one
which could be refuted - Developed 6 principles to
- distinguish science from pseudo-science
- distinguish good from bad scientific behaviour
8Popper What is a Science?
- Confirmations should count only if they are ...
risky ..., if, unenlightened by the theory ...,
we should have expected an event which ... would
have refuted the theory. - Every 'good' scientific theory is a prohibition
it forbids certain things to happen... - A theory which is not refutable by any
conceivable event is non-scientific... - Every genuine test of a theory is an attempt to
falsify it, or to refute it... - Confirming evidence should not count except when
it is ... a serious but unsuccessful attempt to
falsify the theory
9Popper What is a Science?
- ...re-interpreting the theory ad hoc in such a
way that it escapes refutation... is always
possible, but ... rescues the theory from
refutation only at the price of ... lowering, its
scientific status. - In summary
- the criterion of the scientific status of a
theory is its falsifiability...
10Popper How does a Science develop?
- The pre-history of a science is myth
- historically speaking allor very nearly
allscientific theories originate from myths ... - How to draw the line between myth science?
- to be scientific, must be capable of
conflicting with possible, or conceivable,
observations - Myths may be important
- a myth may contain important anticipations of
scientific theories - How do myths originate?
11Popper How does a Science develop?
- Humans seek regularities, explanations for
reality theory precedes observation - Myth provides theories (conjectures) about the
world - We test theories by experience some experiences
contradict myth (refutations) - Science develops out of myth by conjectures
refutations - scientific theories were not the digest of
observations, but ... inventionsconjectures
boldly put forward for trial, to be eliminated if
they clashed with observations with observations
which were rarely accidental but as a rule
undertaken with the definite intention of testing
a theory by obtaining, if possible, a decisive
refutation.
12Popper The nature of science
- Dogmatism criticism are polar opposites
- Some dogmatism needed to avoid early abandonment
of theories but - science is critical (attempts to refute
theories), psuedo-science is dogmatic (attempts
to verify) - science develops by conjecture and refutation ..
boldly proposing theories ... trying ... to show
that these are erroneous ... accepting them
tentatively if our critical efforts are
unsuccessful.
13Popper The nature of science
- Evolutionary basis to science our conjectures,
suffer in our stead in the struggle for the
survival of the fittest. - Linear nature of science progresses from myth to
science to better science - Incremental nature of progress can never attain
complete truth but each conjecture/refutation
brings us closer to it - Novel useful perspective on science
- But some obvious problems with Poppers view
14Popper Problems
- Argues that theory precedes observation but
- Proposes that scientists more wedded to
observation than theory (which they attempt to
refute) - Schizophrenic view of behaviour of scientists
- In practice hard to delineate between myth
science - Example (shortly) was Ptolemys theory of
astronomy myth or science? - Failure of Poppers Positivism as guide to
History of Science led to Kuhns Paradigms - Thomas Kuhn, The Structure of Scientific
Revolutions - Developed alternate theory of science to Popper
because found difficult to delineate between
myth and science - Paradigms, normal science and scientific
revolutions
15Paradigms
- Scientific community wedded to its view of the
worldits paradigm - Theory selects observations which tend to confirm
it - Paradigm develops by extending range of phenomena
it can explain normal science - Paradigm embodied in textsprevious paradigms
ignored/forgotten/judged from point of view of
dominant paradigm - Anomaliesthings which contradict theoryat first
resisted - At limits of paradigm, only anomalies left to
resolve - Failure to resolve leads to revolutionoften from
outside
16Paradigms
- Paradigm includes
- Widely accepted explanation of relevant phenomena
(physics, chemistry, etc.) - Often embodied in textbooks of discipline
- Set of unresolved puzzles
- Problems research students get PhDs by solving
- Normal science as process of resolving these
puzzles - Paradigm starts to break down when some puzzles
fail to be resolved key anomalies - Switch to new paradigm involves
- Not merely incremental addition to previous
knowledge - But total change in world view
17Kuhn vs Popper on nature of progress
- Popper
- Incremental
- Science as a process
- Scientists wedded to conjecture refutation
process, not current theory - Each new discovery extends what we know
- Kuhn
- Incremental with periodic upheavals
- Science as history
- Scientists wedded to current paradigm, attempt to
extend its application - Ultimately anomalies lead to failure of paradigm
- New approach develops which transcends previous
ideasnot merely extending knowledge but change
in world view
18An example Astronomy
- Theory of the cosmos from Aristotle to Copernicus
- Aristotle theory of ordered universe
- 2 parts the earth the heavens
- Earth the place of change
- Heavens the place of perfection
- 5 elements Earth, Water, Air, Fire, Aether
- Earth heaviest, thus earth at centre (explains
gravity) - Aether lightest, thus in heavens (explains
orbits) - Heavenly bodies on circular orbits in concentric
spheres around earth in order of Moon, Mercury,
Venus, Sun, Mars stars
19Astronomy Aristotle/Ptolemy
- Universe finite, compact
- Spheres fit tightly together
- Fixed stars on outer sphere
- Beyond the stars, nothing the Void
- 2 sets of rules
- On earth, decay/change a stone falls to earth...
- In heavens, eternity heavenly bodies rotate
forever - Fits with religious view Earthly corruption
Heavenly perfection
20Astronomy Aristotle/Ptolemy
The Void
The Elements
Earth
Water
The Heavens
Air, Fire
Aether
Moon
Sun
Stars
21Astronomy Aristotle/Ptolemy
- Aristotles system couldnt be maintained
- Not all orbits circular
- Planets reversed direction
- sometimes moved to east across the sky, other
times to west - Paradigmatic puzzle how to resolve observed
behaviour of planets to core of paradigm that
earth is centre of universe - Ptolemy solves puzzle with Excentric, epicycle,
and equant motion
22Astronomy Aristotle/Ptolemy
Eccentricity of orbits explained
Reversal of direction possible
Universal centre
Earth
Centre of rotation
- Core of paradigm maintained
- Puzzle now to accurately place heavenly bodies
on spheres
23Astronomy Aristotle/Ptolemy
- Ptolemaic view breaks down by Renaissance
- Astronomical tables lose accuracy
- Navigation by mariners relies upon but also
contradicts Ptolemaic celestial predictions - Calendar becoming inaccurate
- Equinox moved from 21st to 11th Jan/July
- Copernicus proposes alternative paradigm
- Sun centre of universe (1st proposed by
Archimedes, 212BC!) - Earth planets have circular orbits around it
- Stars fixed at great distance (given parallax
effect) - Alternative tables slightly more accurate than
Ptolemaic - But explanation involves complete shift in
viewpoint
24Astronomy Copernicus
Completely different view of universe Not a
linear change from previous view (as in Popper)
but a complete change in vision a paradigm
shift
25Astronomy Copernicus
Explanation for why stars dont move completely
different Not on a fixed sphere but at a
great distance
No apparent parallax for stars
Must be at enormous distance from earth
26Astronomy Copernicus
- Lukewarm to hostile initial reception
- Clashed with Ptolemaic world view
- How would stones fall to earth if it wasnt
centre of universe? - How can stones thrown straight up fall in same
place if earth rotates/moves? - Why is there a Void between Saturn the stars?
- Clashes with bible, etc.
- Initial tables less accurate and as complicated
as Ptolemys - But became dominant after 25-50 years
27Paradigms vs Positivism
- Ptolemaic view based on myth (religious view of
universe) - But were Aristotle et al unscientific?
- Complex model of universe, accurate tables, acute
observations - Did they attempt to refute theory?
- No, Ptolemys revised orbs maintains
earth-centric view - Was Copernicus hailed as refutation of Ptomelys
conjecture? - No, strong resistance
- Paradigm approach regarded as more accurate model
of scientific behaviour
28The Paradigm develops
- Later work by Feyerabend, Lakatos,
extends/modifies concept of paradigm - Lakatos Methodology of Scientific Research
Programs (MSRP) - Theories have hard core which adherents do not
attempt to falsify - Hard core surrounded by protective belt of
hypotheses which may be adjusted to defend hard
core - Positive heuristic (like Kuhns puzzles
normal science) where most development effort of
program occurs - An MSRP can be progressive (positive heuristic)
or degenerative (negative heuristicadjusting
protective belt to save hard core from attack)
29Positivist v Paradigm view of Economics
- Positivist view of incremental progress
- In favour Refinement of economic theory from
Physiocrats to neoclassicals Apparent linear
progress - Against concepts like utility as irrefutable
- Why did the chicken cross the road? To maximise
its utility. Explains everything therefore
explains nothing - Paradigm/MSRP view
- History Sequence of paradigms, each with own
world view, puzzles to solve, anomalies... - Mercantilist Classical Keynesian Neoclassical
- Today Competing MSRPs, part progressive, part
degenerative - Neoclassical
- Post Keynesian
- Econophysics
30Is Economics a Science?
- What is the status of economics as a science?
- Lacks some features of hard sciences
- E.g., Absence of controlled experiment
- Has some problems they dont
- E.g., Impact of observer on data
- Is economics a science in same sense as
physics, astronomy? - Point of debate between economists
- Has own methodology of scientific economics as
well - Commences with Robbins definition
- Key modern argument given by Friedman
31Within Economics Instrumentalism
- Friedman An instrumental vision of economics
- Proper test of a theory is by its predictions
- Realism of assumptions irrelevant
- the more significant the theory, the more
unrealistic the assumptions a hypothesis is
important if it explains much by little - as if assumptionsfirms behave as if
maximising expected returns, etc.valid even if
firms do not consciously do so. - Reason for paper to counter perennial criticism
of orthodox economic theory as unrealistic - Friedmans argument a good theory explains very
much using very little therefore its assumptions
will be unrealistic
32Within Economics Instrumentalism
- Truly important and significant hypotheses will
be found to have assumptions that are wildly
inaccurate descriptive representations of
reality, and, in general, the more significant
the theory, the more unrealistic the assumptions
(in this sense) - A hypothesis is important if it explains much
by little, that is, if it abstracts the common
and crucial elements from the mass of complex and
detailed circumstances surrounding the phenomena
to be explained and permits valid predictions on
the basis of them alone. - To be important, therefore, a hypothesis must be
descriptively false in its assumptions it takes
account of, and accounts for, none of the many
other attendant circumstances, since its very
success shows them to be irrelevant for the
phenomena to be explained.
33Within Economics Instrumentalism
- To put this point less paradoxically,
- the relevant question ask about the assumptions
of a theory is not whether they are descriptively
realistic, for they never are, - but whether they are sufficiently good
approximations for the purpose in hand. - And this question can be answered only by seeing
whether the theory works, which means whether it
yields sufficiently accurate predictions. - The two supposedly independent tests thus reduce
to one test. (Friedman 1953 14-15)
34Within Economics Instrumentalism
- Friedman thus rules out evaluating theory on
basis of its assumptions. Paraphrasing Friedman - Perfect competition assumes an infinite number
of firms? This is unrealistic, therefore theory
false? - Irrelevant only question is whether theory makes
realistic predictions - Dont need to ask businessmen how they behave
- Monetarism treats money as bits of paper
dropped from helicopters and concludes that
inflation is caused by printing money This is
unrealistic, therefore theory false? - Irrelevant only question is whether theory makes
realistic predictions - Dont need to know actual process of money
creation
35Within Economics Instrumentalism
- Problems with Instrumentalism
- Friedmans defended his economics with
instrumentalism - But how have his predictions fared?
- Friedman championed monetarism
- Control inflation by controlling rate of growth
of money supply - Adopted by UK Thatcher, USA Reagan governments,
plus many others in 1980s - Eventually abandoned after continual failures to
meet monetary growth targets - Monetarism therefore an empirical failure
- But mainstream money theory hasnt changed a
great deal from monetarism
36Within Economics Instrumentalism
- Friedman describes assumptions as simplifying
- Ignore unnecessary detail to focus on what
matters - But some assumptions not simplifying but
counter-factual - E.g., assumption of rising marginal cost
essential to model of perfect competition - Empirical research finds most firms have falling
marginal costs - The overwhelmingly bad news here (for economic
theory) is that, apparently, only 11 percent of
GDP is produced under conditions of rising
marginal cost. (Blinder et al., Asking About
Prices, 1998 p. 102)
37Within Economics Instrumentalism
- Blinders survey of firms
- only 11 have rising marginal costs
- 89 have falling or constant marginal costs
- Perfect competition cant work if marginal cost
falls - So how can assumption be irrelevant if theory
depends on it? - Assumption not simplifying but counter-factual
- Economic theory often fails instrumental test
- But instrumentalism has its own problems
38Within Economics Instrumentalism?
- Instrumentalism doesnt describe how economists
actually behave (including Friedman himself) - All schools of thought do judge other theories on
the basis of their assumptions - Development of macro driven by desire to make
macro consistent with assumptions micro - Neoclassical economists criticise assumptions of
other theories (Marxian, Post Keynesian, etc.) - (Conventional Marxian) assumption of labor theory
of value criticised by everyone from Bohm Bawerk
to Samuelson - Papers submitted to journals often criticised for
not making conventional assumptions (rationality,
etc.) - If assumptions dont matter, these criticisms
would be invalid
39Within Economics Assumptions Do Matter!
- Neoclassical economists often reject other
theories simply because of their assumptions - E.g., Federal Reserve Governor Ben Bernanke on
Minsky - Hyman Minsky (1977) and Charles Kindleberger
(1978) have argued for the inherent instability
of the financial system but in doing so have had
to depart from the assumption of rational
economic behavior - I do not deny the possible importance of
irrationality in economic life however it seems
that the best research strategy is to push the
rationality postulate as far as it will go. - Only reference to Minsky in Bernanke (2000),
Essays on Great Depression, Princeton, p. 43
40Within Economics Instrumentalism
- Logical consistency of assumptions has been
challenged (Sraffa), not just realism (future
lecture) - Sciences do attempt to build theories which are
essentially descriptions of reality - Musgrave argues Friedmans significant theory,
unrealistic assumptions position invalid - Classifies assumptions into 3 classes
- Negligibility assumptions
- Domain Assumptions
- Heuristic Assumptions
41Within Economics Instrumentalism
- Negligibility Assumptions
- Assert that some factor is of little or no
importance in a given situation - e.g., Galileos experiment to prove that weight
does not affect speed at which objects fall - dropped two different size lead balls from
Leaning Tower of Pisa - assumed (correctly) air resistance negligible
at that altitude for dense objects, therefore
ignored air resistance - Domain assumptions
- Assert that theory is relevant if some assumed
condition applies, irrelevant if condition does
not apply
42Within Economics Instrumentalism
- e.g., Newtons theory of planetary motion
assumed there was only one planet - if true, planet follows elliptical orbit around
sun. - if false planets relatively massive, motion
unpredictable. Poincare (1899) showed - there was no formula to describe paths
- paths were in fact chaotic
- planets in multiple planet solar systems
therefore have collisions - present planets evolved from collisions between
proto-planets - evolutionary explanation for present-day
roughly elliptical orbits
43Classes of assumptions
- Heuristic
- assumption known to be false, but used as
stepping stone to more valid theory - e.g., in developing theory of relativity,
Einstein assumes that distance covered by person
walking across a train carriage equals
trigonometric sum of - forward movement of train
- sideways movement of passenger
Then says We shall see later that this result
cannot be maintained in other words, the law
that we have just written down does not hold in
reality. For the time being, however, we shall
assume its correctness. (Einstein 1916)
passenger
0.9 c
train
0.9 c
lt 1.0 c
sum
44Within Economics Instrumentalism
- Sun/planets example of the right way to use
assumptions - Assume influence of other planets negligible
- Then earth will follow elliptical orbit around
sun - Other planets (Jupiter, Saturn) not negligible
- Then elliptical orbit only applies in solar
systems without large planets (domain assumption) - Drop assumption of non-impact
- assumption heuristic device on way to more
general theory - 3-body problem no general solution possible
- Chaos theory explanation for planet orbits
- More realistic assumption, more accurate theory
45Classes of assumptions
- Friedmans instrumentalism only valid with
respect to negligibility assumptions, but - often used by economists to defend domain
assumptions - or presented to students as if heuristic
assumptions - i.e., implied that more sophisticated models
remove restrictive assumptions, - when in fact more sophisticated models can
involve even more restrictive assumptions - example Sharpes Efficient Markets Hypothesis
46Key assumptions of Efficient Markets
- In order to derive conditions for equilibrium in
the capital market we invoke two assumptions. - First, we assume a common pure rate of interest,
with all investors able to borrow or lend funds
on equal terms. - Second, we assume homogeneity of investor
expectations investors are assumed to agree on
the prospects of various investmentsthe expected
values, standard deviations and correlation
coefficients described in Part II. - Needless to say, these are highly restrictive and
undoubtedly unrealistic assumptions. - However, since the proper test of a theory is not
the realism of its assumptions but the
acceptability of its implications, - and since these assumptions imply equilibrium
conditions which form a major part of classical
financial doctrine, - it is far from clear that this formulation should
be rejectedespecially in view of the dearth of
alternative models leading to similar results. - (Sharpe 1964 emphases added)
47Just where are markets efficient?
- The Efficient Markets Hypothesis assume
- All investors have identical accurate
expectations of future - All investors have equal access to limitless
credit - Negligible, Domain or Heuristic assumptions?
- Negligible? No if drop them, then according to
Sharpe The theory is in a shambles (Sharpe
1970) - Heuristic? No, EMH was end of the line for
Sharpes logic no subsequent theory developed
which - replaced risk with uncertainty, or
- took account of differing inaccurate assumptions,
different access to credit, etc.
48Just where are markets efficient?
- When failure of theory addressed, even
neoclassicals note role of false assumptions - The attraction of the CAPM is that it offers
powerful and intuitively pleasing predictions
about how to measure risk and the relation
between expected return and risk. - Unfortunately, the empirical record of the model
is poorpoor enough to invalidate the way it is
used in applications. (Fama French 2004) - Why? Because of unrealistic assumptions
- Sharpe (1964) and Lintner (1965) add two key
assumptions to the Markowitz model to identify a
portfolio that must be mean-variance-efficient.
49Unrealistic assumptionsunrealistic theory
- The first assumption is complete agreement,
given market clearing asset prices at t-1,
investors agree on the joint distribution of
asset returns from t-1 to t. - And this distribution is the true onethat is, it
is the distribution from which the returns we use
to test the model are drawn. - The second assumption is that there is borrowing
and lending at a risk-free rate, which is the
same for all investors and does not depend on the
amount borrowed or lent - The efficiency of the market portfolio is based
on many unrealistic assumptions, including
complete agreement and either unrestricted
risk-free borrowing and lending or unrestricted
short selling of risky assets. (Fama French
2004, The Capital Asset Pricing Model Theory
and Evidence, Journal of Economic Perspectives)
50Within Economics Instrumentalism
- Some assumptions can be challenged for validity
- Risk as proxy for uncertainty (Keynes)
- Domain validity of Arrow-Debreu general
equilibrium with risky but not uncertain future - cannot apply in this universe
- Nature of fixed capital (Sraffa)
- Internal consistency of marginal productivity
theory of income distribution (Sraffa/Garengani) - Equilibrium as normal state of economy
- Statics equilibrium as long-run outcome of
dynamic processes - Linearity as valid approximation to nonlinear
processes
51Within Economics Instrumentalism
- Logic aside, Friedmans Instrumentalism still
dominant in economics - From critics point of view, simply a way to
defend neoclassical theory from criticism - From Lakatoss point of view, can be seen as
protective belt hypothesis to shield hard
core of neoclassicism from criticism - Economics also has other schools of thought
- With different approaches to economic
methodology - Two main strands
- Post Keynesian methodological pluralism
- Critical Realism
52Other Methodologies
- Post Keynesian School (Political Economy 200065)
- Reject neoclassical method in general however
- Methodological pluralism
- Horses for courses
- Realism
- Insist assumptions of models must be realistic
- Critical Realism (Political Economy 200065)
- Emphasises open nature of economic social
systems - Hard sciences based on closed systems
- Experiments can be replicated
- Social systems openevolve over time
- Social science must be more historical
inductive in economic thinking - versus neoclassical ahistorical, deductive
approach
53Postscript Even physics has its problems
- Physics the essence of hard science
- But issue of what is science? occasionally
arise - Generally only one paradigm
- Newton
- Newton/Maxwell
- But for whole of 20th century, two paradigms
- Einstein 1 relativitylarge scale
- Einstein 2 quantum mechanicsminute scale
- Models disagree at extremes
- Physics driven by desire to unite two
- Major issue general relativity gives theory of
gravity (warping of time-space continuum) - Quantum mechanics has no theory of gravity
54Postscript Even physics has its problems
- About 20 years ago, new paradigm emerged
string theory - Matter not point-like with wave-particle
duality (quantum mechanics, standard model),
but - Strings of vibrating energy far smaller than
fundamental particles - Different harmonies of string give different
perceived particles - Strings vibrate in 11-dimensional space
- Problems
- Energy levels needed to test theory enormous
(billions of times current power levels) - Attempt to replace messy Standard Model with 8
parameters resulted in String Theory with 150
parameters
55Postscript Even physics has its problems
- Enormous number of potential universes
predicted by theory (10 followed by between 500
and 2000 zeros) - No testable hypotheses after 20 years of theory
- Now there are critics asking Is this science?
56Postscript Even physics has its problems
- More than twenty years of intensive research
by thousands of the best scientists in the world
producing tens of thousands of scientific papers
has not led to a single testable experimental
prediction of the theory. - This unprecedented situation leads one to ask
whether one can really describe superstring
theory research as scientific research in the
field of physics (p. 208) - So even Physics can have
- Different schools of thought (competing
Scientific Research ProgramsLakatos) - Crises
- Disputes over whether what one school does is a
science - Emphasises importance of empirical testing in
science
57Other Methodologies
- Next week, the oldest non-neoclassical School of
economic thought Marxian economics