A Triple-Bottom-Line Approach-Based Clustering Study for the Sustainable Development Goals of the European Countries: Sustainable Development Concept

A Triple-Bottom-Line Approach-Based Clustering Study for the Sustainable Development Goals of the European Countries: Sustainable Development Concept

Esin Kişi, Mustafa Zihni Tunca
DOI: 10.4018/978-1-6684-5113-7.ch015
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Abstract

The Sustainable Development Goals (SDGs) are universal actions that provide a common plan and agenda to maintain the balance of sustainability and development. This study is aimed to measure and analyze the sustainability performances of the European countries in the context of Sustainable Development Goals in three (social, economic, and environmental) dimensions. In this respect, it is aimed to cluster the countries within the scope of the European Economic Area according to their success in achieving each sustainable development goal with its social, environmental, and economic dimensions. This study highlights the similar European country groups based on social, economic, and environmental dimensions in terms of sustainable development. The study also enables us to identify the development topics where the clusters obtained as a result of the analysis are weak and strong. The findings of this chapter create a point of view to determine development politics for countries.
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Introduction

Increasing demand in parallel with the increasing world population has increased the production rate. This situation has led to the emergence of global competition with the effect of globalization. In this competitive environment where industrialization has accelerated, economies have focused on quantitative dimensions to survive. However, environmental and social values were mostly ignored. In the early twentieth century, negotiations started at the global level in order to prevent the damage of industrial production to nature and ecological balance (National Geographic Society, 2020).

While the countries are primarily focused on growth and economic activities, production continues with snowballing speed and innovative products. Although most people living in OECD countries have standards that enable them to access goods and services along with some basic needs, poverty and deprivation problems still cannot be eliminated worldwide (Brundtland Commission, 1987). In order to eliminate the destructive results that occur with the increasing global competition, the fact that natural resources are not an inexhaustible raw material should be accepted and development strategies should be determined while making use of resources for needs (OECD, 2012).

In order to create a global agenda program under the leadership of the United Nations, the World Commission on Environment and Development met for the first time in Stockholm in 1987 under the chairmanship of the then Norwegian Prime Minister, Gro Harlem Brundtland. As a result of the conference, the concept of sustainable development was officially defined for the first time and the World Environment and Development Commission Our Common Future Report was published in order to examine critical issues related to both environment and development and to find solutions to problems (OECD Environmental Outlook, 2012).

The United Nations is developing policies in order to maintain sustainability and development balance by moving away from the devastating policies of the current order and it is also working to ensure that all member states adopt Sustainable Development Goals (SDG) centered on environmental, economic and social development.

Ensuring corporate sustainability requires radical changes in social, economic and environmental performance. The relationship between social and environmental issues and corporate reporting has gained a new dimension after the definition of the concept of sustainable development in the report. A movement towards sustainability reporting is emerging in companies and government agencies in various countries. The multidimensional approach of sustainability and the aim of sustainable development raise the issue of how to balance institutional goals and how to evaluate the success or failure situation. The concept of the Triple Bottom Line (TBL), which deals with the measurement of corporate sustainability with its social, environmental and economic dimensions has guided the way businesses, nonprofits, and governments measure sustainability and the performance of projects or policies (Elkington, 1997).

There are some difficulties in implementing the TBL. These difficulties are; measuring each of the three categories separately, obtaining the data to be implemented, and calculating the contribution of a project or policy to sustainability. These difficulties aside, the TBL framework allows organizations to evaluate the consequences of their decisions in the long term from a different perspective (Slaper and Hall, 2011).

The aim of this study is to measure and analyze the sustainability performances of the European countries in the context of Sustainable Development Goals. In this respect, In this direction, it is aimed to cluster the countries according to their success in achieving the sustainable development goal in social, economic and environmental dimensions.

Key Terms in this Chapter

Sustainable Development Goals: Sustainable development goals are an urgent call strategies for action about peace and prosperity adopted by all United Nations Member States, provides a shared blueprint for people and the planet, now and into the future.

Sustainable Development: Sustainable development is the meeting the needs of the present without compromising the ability of future generations to meet their own needs.

Data Processing: Preparing and pre-processing the data is one of the most important stages of data mining for the solution of data problems that would prevent the application of any type of analysis on the data and to achieve meaningful data analysis. It consists of data cleaning, data merging, data transformation and data reduction stages.

Bruntdland Report: The report titled “Our Common Future” published by the World Commission on Environment and Development (WCED) in 1987 is also known as the “Brundtland Report” because of the commission chairman, Gro Harlem Brundtland.

Weka (“Waikato Environment for Knowledge Analysis”): Weka is an open source software developed at the University of Waikato. It includes many of the machine learning algorithms and tools for data preparation, classification, regression, clustering, association rules mining, and visualization.

Triple Bottom Line: The concept of the Triple Outcome Line (TBL), which deals with the measurement of corporate sustainability with its social, environmental, and economic dimensions, is an approach to measuring the sustainability of businesses, non-profit organizations and governments and the performance of related projects or policies.

Clustering Analysis: Cluster analysis is one of the Pattern Recognition techniques that may be characterized by the use of resemblance or dissemblance measures between the objects to be identified. Clustering analysis is a computer-oriented data analysis technique that is a product of many research fields: statistics, computer science, operations research, and pattern recognition.

Data Mining: Data mining is the process of modeling, selecting and discovering knowledge from large amounts of data to discover implicit knowledge or relationships in order to derive clear and useful results from the available data.

Simple K-Means Clustering: K-means is one of the most commonly used clustering algorithms. The method initially selects K randomly from the data set and generates K membership clusters. It is aimed that the intra-cluster similarity is maximum and the inter-cluster similarity is minimum.

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