In modeling emissions, the literature has usually pursued two
approaches. One is to specify an explicit emission function, which
yields emissions as a by-product, depending on the level of the desired
output. The other is to specify a production function for (desired)
output in which emissions play the role of an input (or
"quasi-input"). While the emission function appears to be
quite straightforward and not to deserve much justification, treating
emissions as inputs is less self-evident. It is usually defended in a
heuristic way. For instance, a typical formulation states that the
treatment of emissions as production inputs "seems reasonable since
attempts ... to cut back on waste discharge will involve the diversion
of other inputs to abatement activities--thereby reducing the
availability of these other inputs for the production of goods.
Reductions in E [emissions], in short, result in reduced output"
(Cropper and Oates 1992, p. 678).
Recently, the materials balance has been invoked in the discussion
on the (proper) modeling of emissions. While early papers on the
materials balance have focused on linear frameworks with fixed
input-output coefficients (Ayres and Kneese 1969), the recent literature
investigated the role of the materials balance in nonlinear production
frameworks (Krysiak and Krysiak 2003; Baumgartner 2004; Pethig 2006). In
this view, production is essentially the transformation of materials
into desired outputs, using some nonmaterial inputs (capital, labor,
energy) as a second input type. Due to physical laws, this
transformation can never be complete: Some residual inadvertently arises
as a by-product, and material input, desirable output, and residual are
linked by the materials balance. In addition, the materials balance
implies that the marginal product of materials is bounded from above.
This article aims to shed some light on the validity of modeling
emissions via an emission function or as a production input, from the
point of view of the materials balance. It examines several alternative
representations of a given technology and shows that the technology can
equivalently be described by (i) a production function with material and
nonmaterial inputs and bounded marginal product of the material input,
(ii) a well-behaved production function with emissions as an input, and
(iii) a well-behaved emission function, if the materials balance is
accounted for as an additional condition.
Thus, three different ways of modeling emissions are (formally)
introduced and their relationship is clarified. It is proved that the
alternative representations of the technology are equivalent and it is
described how one can derive one from another. The contribution of this
article is to present a formal justification of what seems to exist as
inherited knowledge among environmental economists, but has never been
proven rigorously. Furthermore, the analysis brings out the significance
of the materials balance. The latter is an essential part of the
argumentation and constitutes the link between the different models.
The article is organized as follows. The first section introduces
the materials balance and derives some fundamental consequences given a
production function with material and nonmaterial inputs. The next
section investigates the alternative ways of modeling emissions and
shows that they are equivalent. In the last section, further
implications are derived, the relevance of our findings is discussed,
and the relationship to the literature is examined.
Basic Concepts and Relationships
At first, we discuss the materials balance and its implications.
The Meaning of the Materials Balance
Due to basic physical laws, every production process involves the
utilization of natural resources (materials). In the production process,
material inputs are transformed into some material outputs with
attributes possibly different from those of the inputs. These outputs
can be classified into desired outputs, which are the ultimate purpose
of production, and undesired outputs, which arise as a by-product or
residual. The First Law of Thermodynamics, that is, the Law of Mass
Conservation, implies the so-called materials balance principle,
according to which the mass of the material inputs equals the mass of
the desired and undesired outputs:
(1) M = Y + R,
where M = material input, Y = desired output, R = undesired output
(residual), all measured in units of mass.
The Second Law of Thermodynamics, that is, the Entropy Law, implies
that any incremental unit of material input can only incompletely be
transformed into the desired output or, in other words, that some
residual inevitably arises (Baumgartner et al. 2001):
(2) dR/dM > 0.
Two simple examples illustrate these properties of production (see
Anderson 1987). One is the making of potato chips, where the principal
material input is potatoes. The potato skins, which are not desired and
usually peeled off early in the production process, arise as an
inevitable by-product, and the potato mass included in the desired
output is less than the potato mass in the input. Similarly, in the
production of aluminum from bauxite ore, the ore is the material input
but only a fraction of it is actually usable in the production of
aluminum, and the aluminum output will be less than the input of ore. Of
course, one can conceive of production processes, which do not imply any
(significant amount of) residuals, like the making of confetti from
paper. We will neglect these cases and focus on processes that obey
condition (2).
In addition to material inputs, production processes involve
nonmaterial inputs, which are labor, capital, and energy. These serve to
actually perform the transformation process described above. As the
above examples suggest, it is reasonable to assume that as more
nonmaterial input is added, better utilization of a given amount of
material inputs is possible (e.g., by more precise peeling of the
potatoes). This implies that more desired output can be produced from a
given quantity of the material input (subject to the limits imposed by
(1) and (2)). Thus there exist nonlinear production processes, which
involve some substitution possibilities between material and nonmaterial
inputs. It is this type of process we are concerned with.
Implications of the Materials Balance
Given the considerations of the preceding subsection, we consider a
simple production process and assume that an output Y [greater than or
equal to] 0 is produced by means of two factors M [greater than or equal
to] 0 and N [greater than or equal to] 0, where M represents a material
and N a nonmaterial factor like labor, capital or energy. The technology
is described by a production function F, i.e.,
(3) Y = F(M, N).
F is supposed to possess the usual properties (see below).
This description is augmented by the materials balance (1)
introduced above which can be restated in the form R = M - Y, where R
[greater than or equal to] 0 represents a residual, an undesired output,
which has to be disposed in the environment. As above, it is assumed
that output Y, material M, and residual R are measured by mass.
Furthermore, it is assumed that the undesired output is strictly
increasing in the material input as stated in (2).
As a direct implication of this set-up, we get Y < M and
[F.sub.M](M, N) < 1 for M > 0, where [F.sub.M] denotes the partial
derivative of Y w. r. t. M (since M = F(M, N) + R). Thus, the imposition
of the materials balance restricts the class of feasible production
functions F. In particular, the Inada condition [lim.sub.M [right arrow]
0] [F.sub.M](M, N) = [infinity] is ruled out when the materials balance
is accounted for. As noted in earlier literature (Pethig 2003;
Baumgartner 2004), this makes popular functional forms like the
Cobb-Douglas function inapplicable. An additional straightforward
implication of the materials balance constraint is that the frequently
postulated property of weak disposability (see Shephard 1970) is not
admissible. Weak disposability means that the outputs Y and R can be
reduced proportionately at any given level of the inputs (M and N in our
case). This is obviously inconsistent with the system (1) and (2).
Modeling the Production Process
Several approaches to the modeling of production and emissions are
common in environmental economics. One is to treat emissions as a
by-product, whose quantity depends on the quantity of the desired
output. Another treats emissions as a production input. We now examine
whether and under what conditions these approaches are valid, given the
restrictions (1) and (2).
Taking into account the framework and results of the preceding
section, we suppose that F is defined on [R.sup.2.sub.+] and satisfies
Condition F
(4a) F is twice continuously differentiable on [R.sup.2.sub.+].
(4b) F(0, N) = 0.
(4c) For every Y > 0 there is (M, N) such that Y = F(M, N).
(4d) 0 < [F.sub.M] < 1 and 0 < [F.sub.N] for (M, N)
>> 0,
where the notation (M, N) > > 0
means that M > 0 and N > 0.
(4e) F is strictly concave in (M, N)
for (M, N) >> 0 (i.e. [F.sub.MM] < O,
[F.sub.NN] < 0 and [F.sub.MM] [F.sub.NN] - [F.sup.2.sub.MN]
[greater than or equal to] 0).
The production function is thus characterized by positive and
decreasing marginal products; the marginal product of material is
bounded, and F is strictly concave. Material is a necessary input for
production and the production function is not bounded. Differentiability
is a regularity condition simplifying the presentation. The undesired
output is determined by the materials balance R = M - Y = M - F(M, N).
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