American Journal of Energy Research, 2014, Vol. 2, No. 1, 9-17
Available online at http://pubs.sciepub.com/ajer/2/1/2
© Science and Education Publishing
DOI:10.12691/ajer-2-1-2
Energy Efficiency with Undesirable Output at the
Economy-Wide Level: Cross Country Comparison in
OECD Sample
Nevzat Simsek
*
Department of Economics, Dokuz Eylul University, Izmir, Turkey and Department of Economics, Hoca Ahmet Yesevi International
Turkish-Kazakh University, Turkestan, Kazakhstan
*Corresponding author: nevzat.simsek@deu.edu.tr
Received January 04, 2014; Revised February 14, 2014; Accepted February 16, 2014
Abstract Measuring the environmental efficiency of countries is important in the climate change process. The
aim of this paper is to measure the energy efficiency of OECD countries with undesirable output. For this purpose,
the Bad Output index (non-radial and non-oriented, CRS) developed by Tone (2001) is used in order to obtain the
efficiency scores for the period 1995-2009. In this paper, I focus on the production process where labour, capital
stock (mostly omitted in such papers), and energy consumption are inputs, GDP is a desirable output and CO
2
emission is an undesirable output. To see the energy inefficiencies separately, if there are any, energy input is
considered as three separate variables in the model. For this purpose, oil and natural gas consumption are
incorporated as one input. Hydropower and nuclear are incorporated as another input. Coal is the third input. An
important contribution of this paper is to use various proxy variables for the capital stock. Determining the reasons
of these inefficiencies is important for these countries. But modelling the factors behind these inefficiencies is the
subject of another paper.
Keywords: energy efficiency, environmental efficiency, Bad Output model, DEA, climate change, sustainable
development
Cite This Article: Nevzat Simsek, “Energy Efficiency with Undesirable Output at the Economy-Wide Level:
Cross Country Comparison in OECD Sample.” American Journal of Energy Research, vol. 2, no. 1 (2014): 9-17.
doi: 10.12691/ajer-2-1-2.
1. Introduction
Energy is closely related to policy making discussions
because of its importance to the social, economic and
environmental development of many countries. Two issues
seem to define the current debate on energy markets and policy.
Firstly, the world depends to a great extent on a limited number
of countries for their supply of fossil fuels. Energy usage is
very important in every phase of a country’s economic
development. In the past the dependency of industries on oil in
national economies was high due to its being relatively cheap.
The 1970s energy crisis caused by the sharp hike in oil prices
led to serious problems for both developed and developing
countries. After the 1970s oil crisis, the energy problem, and
especially the relationship between supply and demand, began
to come to the fore for policy-makers. In the 1970s and early
1980s, energy efficiency, which can be achieved either by
decreasing total energy use or increasing production rate per
unit of energy consumed, was considered to be one of the
major components of energy policies in the countries for
reasons of security of supply, and as a way of returning to
some kind of economic optimality. Improving energy
efficiency will enhance the energy security of countries.
Secondly, the large amount of climate gas emissions by
developed and developing countries seriously threatens the
climate. Especially in the early 1990s, major environmental
concerns arose, regarding the greenhouse effect that was
strongly related to fossil fuel combustion, which gave new
impetus to the improvement in energy efficiency
(Bosseboeuf et al., 1997, Phylipsen et al., 2002, Grösche,
2008). It is obvious that combating climate change requires
the international community to work together to reduce the
total amount of CO
2
emissions globally, ultimately stabilizing
its atmospheric concentration at a level that would prevent
dangerous anthropogenic interference with the climate
system. At the third conference in Kyoto in 1997, legally
binding emission reduction targets were determined for
Annex-I countries (OECD countries and the countries of
Eastern Europe and the former Soviet Union). But the
concept of the Clean Development Mechanism in the Kyoto
Protocol is implicitly based on this assumption: Developing
countries are not very energy-efficient, and cheap emission
reduction options can be found in those countries (Phylipsen
et al., 2002). That is why improving energy efficiency in
these countries is thought to be an important option for
limiting energy-related greenhouse gas emissions, especially
in the fast-growing industry sectors
1
(Stern, 2007).
Over the last few years there has been an increasing need to
provide governments with useful information to assist them in
1
See also Price et al., 2000a and Price et al., 2000b for details.