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The Useful Economic Model: Social Surplus Modeling and the Inductive Approach
1. The Useful Economic
Model
Social Surplus Modeling and the Inductive
Approach
Nicola Matthews
UMKC
2. Contents:
Introduction
Modeling and Credibility
Nature of the Model
Role of Ontology-Epistemology
Model Credibility
Social Surplus Models
The Useful Model
3. Intro.
Modeling is both an orthodox and heterodox approach
and is dated back to the Classical economists of the
1700s
Modeling is the what conventional economists do: “If it
isn’t modeled, it isn’t economics, no matter how
insightful” (Colander, 2004)
The practice and type of modeling in standard
economic theory is non-controversial
The practice and type of modeling in heterodox
economic theory is controversial
4. Cont. Intro
3 Heterodox Perspectives Towards Modeling (Lee, 2014)
1. Models are mathematically overly complex and do not reflect the
real world, thus they should be avoided as a choice of method
2. Models are credible, if they are built on heterodox theory
3. Models are credible and can contribute to the advancement of
economic theory, if they are empirically grounded
5. What Is an Economic Model?
A model is an abstract intellectual representation of a system, a
miniature world
A system is set of interacting and interdependent elements which together
constitute a whole; a system may be nested and its size can vary
Systems are typically complex and difficult to analyze
Closed-modeling and Linear modeling limit the amount of assistance the
model can provide
Thus, modeling is a systems approach towards science that is, it is a
METHOD towards science
An advantage of using economic models as a method is that they can
be manipulated to reveal structural relationships
2 General Approaches Toward Model construction
Deductive
Inductive
6. Conventional, Deductive Economic Models
Currently one dominant form of reasoning in conventional model
construction—deduction
Begin with a series of presuppositions based on “reductive” and “idealized”
framework (ex. individualism, rational acting, profit seeking, etc.)
Create axioms based on presuppositions
Deduce model from these premises; choice of math technique assumed prior to
presuppositions
Note: there is no ‘discovery’ process in the formation of the model, although
there is a minimal amount of induction
Original assumptions are not derived in a vacuum but based partially on
observation
Problem: used reductionism and idealization (like a caricature, blow up one
feature)
Model becomes distorted
Reductionist modeling
7. Alternative, Inductive Economic Model
Inductive reasoning towards model construction
Begin with a series of presuppositions based on cumulative
observations (capitalist state, agency, class analysis)
Make observations, collect data, categorize
Sort, combine and filter data based on ``recipe making”
framework
Build model on categorical data; primary math technique
depends on applicability and assessed after data collection
Discovery process begins at the start of model construction; the
type of structures are not assumed a priori
Limited distortions
Constructivist modeling
One should subordinate deduction to induction, and
discover the empirical regularities first...(Kaldor, 1985)
8. Role of Ontology-Epistemology in Model
Building
The world and the universe are real and can be
measured but…..
All science is practiced through the human habitual
mind and its associated culture/history/politics, making
direct (appearances) and indirect (essence)
measurements imprecise
How do we know this? Failure of theories and the
existence of paradigms
9. Role of Ontology-Epistemology in Model
Building
Obstacles towards precise science
Neurath’s Boat—science conducted ON Neurath’s boat, can’t bring
the boat to land for complete overhaul
The “active” element of science is how we rebuild and navigate
the boat not that the objective world exists (passive)
No such thing as a view from nowhere (Barker and Feiner, 2004;
Nelson, 1996)
Multiple sets of conditions which may yield same or very similar
results (Lowe, 1936)
Duhem-Quine Theory—impossible to test a single hypothesis in
isolation = logical-positivism untenable
Theory dependence of observation—the actual process of
observing, collecting, recording and categorizing data is not
free from subjectivity-bias as it is dependent upon theories to
do so (Hanson,1965 [1958]) (more relevant to inductive
modeling)
Deductive reasoning weak, one break in chain, entire theory
invalid (Peirce, 1868)
10. Model Credibility
Conventional Deductive Models
Credibility relies on predictive power; Positivism
No criteria to model building apart from linked-chain
deductive reasoning
Subjective benchmarks for prediction (Lee, 2014)
Model is intended to support the underlying axioms and
math, NOT to be used as a method in theory
development
Result: Reductionist Model-Theory
Duhem-Quine Thesis = logical positivism not credible
whether the data is correlated to the real world or not
Singular deductive approach is weak
Suffers from subjectivity-bias; the choice of tool prior to the
development of axioms; the model behaves as the theory
not as a method
11. Model Credibility
Heterodox Inductive Models
Credibility relies on real world observations and
measurements
Model is intended to aid in the discovery process and
assist in theory development
Result: Constructivist Model-Method
But still….. Theory Dependence of Observation, Neurath’s
Boat
No Guarantee that observations, measurements and
categorization represents ultimate reality of the objective
world
12. 3 Heterodox Perspectives (Lee, 2014)
1. Models are mathematically overly complex and do not reflect the
real world, thus they should be avoided as a choice of method
2. Models are credible, if they are built on heterodox theory
3. Models are credible and can contribute to the advancement of
economic theory, if they are empirically grounded
13. Surplus Models: Sraffa
Sraffian Model
Presuppositions:
Circular production (basic commodities go into all production, indecomposable)
Homogenous labor
Fixed technical coefficients
Convergence (uniform rates of profit)
Real wages (commodity numeraire)
Closed System
Value determined by social system of production
Fixed Technology
Given Surplus (difference between the social product and the total amount of intermediate
inputs)
Class Analysis
Capitalist State
No Agency
Results:
Inverse relation between wages and profits
Role of Prices = are exchange ratios of commodities relative to the numeraire, coordinate
economic activity
14. Sraffian Surplus Model
Credibility of Sraffian Model
Model is semi-deductive, semi-inductive
Quasi model-theory, model-method
Sraffa closes his system by assuming a given surplus, a given
technical condition and no agency
Surplus is a residual, meaning there is no explanation for the level
and composition of the social product
Able to solve for prices in the system independent of Supply &
Demand
Critique of the Marginal Theory of Value and Distribution
Model devised to support theory not to discover it
Model is a theoretical exposition
Taking a host of givens, certain properties fall out of the model
15. Surplus Models: Frederic S. Lee
Lee’s Model
Presuppositions:
Circular production (basic commodities go into all production, production
indecomposable); input-output
Heterogeneous labor
Fixed technical coefficients
No convergence (parameters are not fixed)
Nominal wages
Open System
Value determined by social system of production
Surplus not given
Class Analysis
Capitalist State
State Money
Agency
Results:
Surplus = determined by capitalist investment decisions and government spending
decisions
No inverse relation between wages and profits
Role of Prices = serve to reproduce the system (going-concern prices), not to
coordinate the system
Matrix Algebra
16. Lee’s Heterodox Surplus Model
Credibility of Lee’s Model
Model is primarily inductive; constructed from the ground-up
Surplus is not a residual, meaning there is an explanation for the level
and composition of the social product
Investment and government decisions determine surplus, surplus determines
the social product
Price theory explains how prices are determined (based on budgeted
output) and their role (going-prices) but nothing more
Model created to assist in the discovery process and theory
development
Model credible in that it was built from real world observations and
measurements where structures and patterns emerged
But….still do not know for certain (Theory Dependence of
Observation)
Yet…in the right direction – induction
17. Induction vs. Deduction
Lee’s Heterodox Model has built upon the Social
Surplus Approach
Philosophy ought to imitate the successful sciences in its
methods, so far as to proceed only from tangible
premises which can be subjected to careful scrutiny, and
to trust rather to the multitude and variety of its arguments
than to the conclusiveness of any one. Its reasoning
should not form a chain which is no stronger than its
weakest link, but a cable whose fibers may be ever so
slender, provided they are sufficiently numerous and
intimately connected (Peirce, 1868)
18.
19. Model as Method, Model as Abduction =
Model as Useful, Model as Tool
Sometimes we do not know how to weave the fibers in the thread; can
use abduction
Abduction is a type of inference that generates a conjectured solution
to a problem that is not readily traceable (Peirce, 1933)
It is ``a sudden advance towards the solution...[it is] a bright idea, a good
idea, a happy thought, a brain-wave” (George Polya, 1945, p.146)
Abduction is an interruption of habitual thinking
Abductive inference can be triggered by:
Reorganizing, reshuffling, decomposing and recombining, through lateral
thinking, through creative thinking, through brainstorming or even through
the use of analogies
Michael Polanyi (1958) and Charles Wright Mills1(1959) some of the
above technique as ``ransack[ing] our memory for any similar problem"
(p.128) and ``get[ing] a comparative grip on the materials” respectively
20. Humble the Model = Model as Tool
General perceptions of Models and Modeling
At Best—viewed as a sense of accomplishment, rigorous
At Worst—viewed as a theory
To use model as a tool for theory development, it must be
subdued, it must be humbled
Opens the door to inquiry, specifically inquiry of the
presuppositions
Facilitates the abductive process
Empirically grounded modeling can be credible but only to a
degree
Empirically grounded modeling has value as a method;
applicable mathematical techniques do not negate this