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A Thesis Paper
On the
URBAN AIRPOLLUTION:
AN ANALYSISOFTHE
ENVIRONMENTAL KUZNETSCURVE
IN ASIANCITIES
Submitted by:
GATDULA, Valerie B.
TOLENTINO, Richmay Anne C.
To:
Dr. Rosalina Tan
Professor
In partial fulfillment ofthe
requirements in
Economics 171: Economics Research I
February 2011
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INTRODUCTION
A. Background ofthe Problem
Sustainable development has been one ofthe alarming concerns inthe twenty-first
century. Anderson and Brooks (1996) discus how given the fact that “the supply of most
natural resources and environment services” are limited, it is of urgent concern to monitor
and control resource usage for one to even hope for continued economic activity inthe years
to come. Furthermore, the incessant population and per capita growth exacerbates the
problem as they are indicative ofthe continuous growth in economic activity (Anderson &
Brooks, 1996).
Sustainable development has significant implications on the extent of economic
activity inthe future. Anderson and Brooks (1996) elaborate saying, “scientific basis
supporting the relationship between business activity, resource depletion and the environment
has grown stronger in recent years.”After all, economic activity is limited and defined by the
state ofthe environment in which businesses operate, get raw materials from, etc.
The call for sustainable development has been even more urgent for Asian countries
where majority of economic growth is happening and where two ofthe most populous
countries inthe world China and India are located. Anderson and Brooks (1996) note the
implications of having the two most populous citiesofthe world in Asia the exponential
increase in pollution levels given the magnitude of economic activity inthe area, as well as
the alarming damage it may cause to human beings given the high population level inthe
region.
In spite ofthe magnitude of importance of studying and determining the mechanisms
between income and the environment in Asia, there have been limited studies on the subject
matter. As discussed during an interview with Ms. May Ajero of Clean-Air initiative for
Asian Countries (CAI-ASIA), there is no quantitative study yet which analyzes the empirical
relationship between income and air pollution levels (2010).
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B. Objective ofthe Research
In line with the importance of establishing or disproving the income-environment
relationship in Asia, this paper will conduct a regression analysisof three air pollutants (PM-
10, SO2, and NO2) on per capita income through theEnvironmentalKuznetsCurve (EKC)
equation. The regression will be made for a panel data of seven Asian countries observed for
a period of eight years. The contribution of this paper is the creation of a scientific
relationship between income and pollution backed by empirical data. This is not only of
academic importance; rather, it brings significant policy implications. After all, research
studies are one ofthe bases of policies made. For instance, observations ofthe EKC in certain
countries lead to the assumption that environment depletion will eventually subside as
income increases. This perspective is highly problematic as it automatically assumes that the
environment becomes better as income increases. Furthermore, one ofthe criticisms ofthe
EKC is that it has an anti-environmentalist tone because it downplays the urgency ofthe
environment problem and provides an escape route inthe explanation that with higher
income levels, pollution will inevitably decrease (Escobar, 2011). In line with the results of
the regression, this study will also discuss possible reasons for the relationship as well as
recommend policies for the care ofthe environment.
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C. Statement ofthe Hypothesis
According to theEnvironmentalKuznetsCurve (EKC):
At low levels of development measured by per capita GDP, environment pollution will
increase. As a country reaches a certain level of GDP, environmental pollution tends to
decrease as income increases.
The EnvironmentalKuznetsCurve (EKC) basically describes the relationship
between the concentrations ofair pollution inthe country relative to its gross national income
per capita. It is stated that as a country starts to develop (as depicted by the increase of
GNP/capita), air pollution level rises due to the increase in production of commodities. At a
certain income per capita, pollution levels begin to decrease due the country being able to
invest in more efficient technologies and production methods.
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D. Methodology
Air pollution measurements for seven Asian countries (China, Hong Kong, India,
Japan, South Korea, Singapore and Thailand) over eight years (1998-2005) were obtained
through CAI-ASIA. There were three air pollutants observed: PM-10, SO2 and NO2.
National income and population levels used to compute for income per capita were obtained
from the World Bank database. Population density, industrialization level, R&D expenditure,
Gross capital formation and road sector energy consumption data were obtained from the
World Bank database. The pollutants were regressed on theof income per capita (its square
and cubic forms), 3-year lag GDP per capita (its square and cubic), population density,
industrialization level, R&D expenditure, gross capital formation and road sector energy
consumption levels ofthe seven countries for eight years. The regression equation used was
the Grossman and Krueger EKC equation. Panel regression was conducted while holding for
fixed effects to control for time-constant factors that affect Y.
However, as the cubic coefficients are observed to be insignificant, they are dropped
altogether and analysis focuses on the squared form ofthe equation.
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E. Scope and Limitations
The study will contribute to the field of both economic and environment study as it
will provide empirical basis to support or negate the EKC phenomenon for Asian countries.
The empirical study will result in a quantitative association between income and environment
pollution levels, particularly the relationship of income with three widely monitored air
pollutants: PM-10, SO2 and NO2. The study will also look into the effect of other variables
such as population density, gross capital formation, road sector energy consumption and
other variables which may significantly affect pollution levels. Furthermore, the study is
made for pollution levels with a span of eight years, resulting in a larger data base and more
strongly based regression results.
However, the study will not analyze the possible reasons for the evolution of pollution
levels. It will not conduct an econometric study of pollution levels on a wide array of non-
income variables as it first needs to establish the soundness ofthe EKC equation for the
simple per capita income. Hence, it will not be able to determine an empirically based
relationship between variables such as education, literacy, policy applications, etc. on
pollution levels.
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II. REVIEW OF RELATED LITERATURE
A. Theoretical
According to Bruvoll and Medin (2002), theEnvironmentalKuznetsCurve (EKC)
was postulated due to the increasing concern on the relationship between economic growth
and the environment (i.e., increase air, water and land pollution, etc).
The EKC describes the relationship between the concentrations of pollution to a
country’s income per capita; as a country starts to develop, air pollution level rise. However,
after a certain income per capita, pollution levels begin to decrease as the country is able to
invest in more efficient technologies and production methods.
Figure 1: EnvironmentalKuznetsCurve having an inverted-U shape. Shows the relationship ofair
pollution relative to the level of development of a country. (Peters & Murray, 2006)
The EKC is associated with the development stages of a country. During the
agricultural stage, a country has low levels of income per capita at the same time it also has
low levels of pollution. As it approaches the industrial stage, there is an increase inthe
production of goods and as such increase inair pollution. This is mainly brought about by
factory outputs and the use of excessive fossil fuel to run the machines for production. An
improvement inair quality begins to follow as a country stars to invest in technology. This is
clearly depicted by the diagram below. As one can see, the quality ofair pollution depends on
the level of income per capita. Furthermore, based on the theory it follows an inverted-U
shape.
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Stage 1
Air pollution concentration
Stage 2
Start of
industrial
development
Initiation of
emissions
control
Stabilization
of air quality
Stage 3
Stage 4
Improvement
of air quality
High Technology applied
Low
Level of development
High
Development ofair pollution
problems incities according
to development status
WHO Guideline or
national standard
Stage 0
%Figure 2: Relationship between air pollution problems incities and the level of development. As a
city experiences development, theair pollution problems inthe city increase rapidly, before
stabilizing and declining as air pollution controls are implemented (Peters & Murray, 2006)
There are three main economists suggesting the relationship between income and the
environment as well as the reasons for the inverted-U shape ofthe model: Grossman (1995),
Borghesi (1999) and (Yandle et al., 2004).
Grossman (1995) offers three main explanations as to how exactly income affects the
environment. First, is the ‘scale effect of income on the ‘environment’. As more outputs are
produced, more inputs (natural resources included) are required and more wastes and
emissions as by-products are created during the process. Thus, resulting inthe use of more
natural resources to provide inputs and at the same time more polluting by-products leading
to the degradation ofthe environment. Second, is the technology composition effect. This
refers to the technology as a percent of GDP. A higher technology composition effect
improves the state ofthe environment as there are more efficient means of manufacturing and
producing goods. A higher technology composition is assumed to imply more sophisticated
end efficient technology that is beneficial for the environment. Last, is the technique effect.
Technique pertains to the research and development (R&D) of a country. Countries with
better techniques experience improving environment conditions as R&D enables the country
to discover means and ways of doing things that are more efficient. That is, technique leads
to the substitution of crude production processes to more efficient and cleaner ones. The first
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effect demonstrates the negative effect of development on the environment, happening during
the early stages. On the other hand, the last two shows how the environment would improve
as brought about by more economic progress.
Furthermore, Borghesi (1999) suggested that market signals or the ‘existence ofan
endogenous self-regulatory market mechanism for the use of natural resources’ may also
explain the shape ofthe EKC. According to him, during the early stages of development there
is heavy exploitation of natural resources leading to a reduction of natural capital. However,
at a certain time, there comes an increase inthe price of natural resources. This leads to a
reduction in its exploitation. Furthermore, there is an ‘accelerated shift towards less resource-
intensive technologies’.
In addition, (Yandle et al., 2004) offers another reason as to why the EKC is shaped,
as it is. According to his reasoning, environment quality is a luxury good at higher levels of
income. This indicates that ‘the income elasticity of demand for environmental resources
varies with the level of income’. As a country is at its early stages of development, the
income elasticity for such is less than one. However, after a certain threshold the income
elasticity becomes greater than one. That is, the change in demand for high quality
environment becomes larger than the change in income. The increasing demand for good
quality environment results inan improvement inthe environment.
Regarding the limitations ofthe EKC, Stern (2004) offers a comprehensive study
regarding of its theoretical confines. First, there is ‘no feedback from environmental damage
to economic production given that income is given as an exogenous variable”. It is
immediately assumed that any economic activity done by the country is sustained by the
environment. This might seem problematic because environmental damage might reduce
economic activity; thus, potentially stopping economic growth and development. ‘If higher
levels of economic activity are not sustainable, attempting to grow fast during the early stages
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of development, when environmental degradation is rising, may prove to be
counterproductive’. Second, the decrease in some air pollutant levels as brought about by
greater investment in technology might only mean a shift inthe kind ofair pollutant now
being produced. In other words, although specific air pollutant levels might be decreasing,
the aggregate might still be the same or even worse.
Third, the effects of trade are not considered inthe theory. According to the
Hecksher-Ohlin trade theory, under free trade countries would tend to specialize on economic
activities that the country has abundant resource on. Thus, developed countries would
concentrate on labor and service production while developing countries would put emphasis
on human capital and manufactured capital-intensive activities. As such, this might explain
for the further degradation of environment ofthe latter, while improvement for the former.
Lastly, stringent environmental policies ofthe developed countries might lead to
polluting activities gravitating towards developing countries. As a result, ‘these effects would
exaggerate any apparent decline in pollution intensity with rising income along the EKC’.
[...]... used: PM10, SO2 and NO2 Taking the logarithm ofthe pollutant results in a slightly different interpretation of results -the coefficient would be indicative ofthe effect ofthe change in the independent variable on the change inthe pollutant A positive coefficient means that an increase inthe rate of change of per capita GDP results in a similar increase inthe rate of change of pollutant levels This... development, Asiancities are implementing effective air pollution control measures Instead ofthe inverted U curve synonymous with the typical EKC curve, the graphs indicate the emergence ofan “L-shape” EKC for air pollutants inAsiancities It is proposed that this is due to lowering of income turning points and the shortening ofthe stages of economic development accompanying deteriorating air quality Furthermore,... particulate matter (In 2003 dollars, the figures would be about $15,200 and $16,900.) Both the figures are significantly higher than the estimates from Grossman and Krueger Seldon and Song attribute the higher turning points to the use of aggregate air- quality data, which includes readings from both rural and urban areas, rather than theurban data used by Grossman and Krueger The turning-point for environmental. .. However, Grossman and Krueger noted that the addition of these variables “reduce residual variance and make the coefficients more precise.” Lastly, the Grossman and Krueger included the “cubic of average GDP per capita inthe preceding three years to proxy for the effect of permanent income, and because past income is likely to be a relevant determinant of current environmental standards” (Grossman and Kruegar,... Empirical Inan empirical analyses ofthe EKC, two topics are of main interest: first, the calculation ofthe threshold where environmental quality improves with rising per capita income and second, whether a given indicator ofenvironmental degradation displays an inverted- U relationship in association with rising levels of per capita income In terms ofthe calculated threshold, studies done by Grossman and... high income levels, the positive sign of Lagged_GDP_2 for PM-10 is interpreted as resulting inan increase in pollution levels inthe long-run This results in a U-shaped curve, instead ofthe inverse-U defined by the EKC This may be explained by the fact that the low-income countries (China, India and Thailand) are not primarily agricultural economies with low level of pollution On the contrary, China,... One ofthe most prominent econometric models formulated to quantify theEnvironmentalKuznetsCurve (EKC) is that of Grossman and Krueger’s (1995) The theoretical model states that at the low levels of per capita income, where development and industrialization is intensive, one can expect rising pollution levels The rapid depletion ofthe environment at low income levels is a result ofthe increasing... This allows for the possibility that a downturn in pollution (at the peak ofthe inverted U) can be followed by a later upturn, that is, a reversal ofthe tendency for pollution levels to decline with further increases in per capita income These findings imply that beyond some point, high-income levels, rather than being conducive to further improvement inair and water quality, can have the opposite... Levinson and Wilson (2002), Carson (2009), etc do not agree with the EKC model due to the limitations of the theory and the assumptions incorporated in it In terms ofthe shape ofthe EKC, debates and further studies have shown other variations from the inverted-U shape originally proposed: cubic function and L-shaped curves Torras and Boyce (1998) suggested that instead of a quadratic function, the. .. quality Furthermore, it is a possible that the “L-shape” EKC is due to the low number of countries in Asia experiencing the earliest stages of economic development 14 | P a g e and consequential high levels of urban air pollution This could result inthe majority of countries being near the EKC turning points or inthe descending curve, creating the appearance ofan “L-shape” (Peters & Murray, 2006) . effect of the change in the
independent variable on the change in the pollutant. A positive coefficient means that an
increase in the rate of change of per. 1"|"P age"
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A Thesis Paper
On the
URBAN AIR POLLUTION:
AN ANALYSIS OF THE
ENVIRONMENTAL KUZNETS CURVE
IN ASIAN CITIES