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*The views expressed in this brief are the authors’ and not those of the United Nations. Online
publication or dissemination does not imply endorsement by the United Nations.
Brief for GSDR 2015
Measuring the SDGs Progress with DEA
By Sten Thore, the IC2, Institute, the University of Texas at Austin, USA (Emeritus); Boaz Golany,
Technion – Israel Institute of Technology, Israel; Ruzanna Tarverdyan, the Geneva Consensus
Foundation, Switzerland; Nicole Adler, Ekaterina Yazhemsky, Hebrew University of Jerusalem, Israel*
The synthesis report of the Secretary-General,
entitled “The Road to Dignity by 2030” (§ 133)
states: “Progress in sustainable development
will depend on vibrant economies and
inclusive growth to keep pace with growing
populations and longer life expectancies, and
to generate employment, wages, and revenues
for social programmes. But for making our
economies inclusive and sustainable, our
understanding of economic performance, and
our metrics for gauging it, must be broader,
deeper and more precise.”
Background: Agenda 21, along with the of the
UN Rio+20 outcome document “The future we
want”, spell out the commitment of the
international community towards the common
cause of a sustainable future. Global
deliberations on the post-2015 development
agenda call for forging a political consensus to
fight poverty, inequality, and hunger amongst
other goals. The Secretary- General’s report,
“A Life of Dignity for All,” provides a vision for
bold action to achieve the MDGs and calls for a
new and responsive sustainable development
framework that meets the needs of both the
people and the planet.
Analytical challenges: Good strategies for
sustainable development integrate and
balance multiple goals where possible, and
provide trade-offs between its multiple
dimensions where necessary. Past strategies
have not always succeeded in this respect,
even when sustainable development and
poverty reduction were the objectives of policy
interventions. An integrated analysis and
evaluation of trade-offs between policy goals
involves a multiple-input and multiple-output
framework. Existing metrics fail to adequately
capture the multidimensional character of the
development. Due to the non-commensurate
nature of policy and performance variables
and the absence of market prices reflecting
social and environmental costs and benefits,
traditional tools fail to adequately measure
societal well-being and capture the progress
beyond-GDP.
Political Commitment: There is a new
consensus among major development
stakeholders to move away from input-
oriented impact monitoring to output and
outcome- based approaches that help shift the
emphasis of technical cooperation programs to
development priorities and results and policy
outcomes. The UN High-level Political Forum
(HLPF) established in 2012 is mandated to
provide political guidance on sustainable
development and to strengthen the science-
policy interface by enhancing evidence-based
decision-making at all levels.
How do you gauge the accomplishments of
policy and its failures? While a number of
nations are successful in maximizing a
socioeconomic welfare function, others are
woefully falling short of the optimal frontier.
2
Diagnostics for a Globalized World proposes a
reformulation of the inherited theory of
economic and social policy (codified in the
1950s by Jan Tinbergen) to find a diagnostic
tool in measuring the effectiveness of
economic and social policy. Using a logarithmic
adaptation of data envelopment analysis, the
authors explain how to assess the progress of
attainment of nations of multidimensional
goals such as those expressed by the UN
Millennium Development Goals (MDGs) and
upcoming Sustainable Development Goals
(SDGs).
Composite indicators: The UN secretary
general backs the 17 goals and 169 targets
proposed by the UN working group with the
launch of his synthesis report, The Road to
Dignity by 2030. Despite the difficulty member
states may have in communicating them, he
has ruled out any immediate cut in the
number. Single indices measuring multi-
dimensional and complex phenomena, are
popular amongst policy makers, because of
their communication potential, but are often
criticized on methodological and scientific
grounds.
Principal component analysis combined with
data envelopment analysis (PCA-DEA), has
been applied to solve the problem of efficiency
over-estimation through data aggregation.
Using PCA-DEA, the authors solve the multi-
dimensional problem of relative efficiency
estimation and benchmarking, using small
space analysis to present the issues
graphically.
A solution: Considering the large number of
SDGs and development targets, the
accomplishments and failures of nations and
their policy performance will always be multi-
dimensional. Once we have agreed on a single
measure of such progress, it becomes possible
to document numerically how policymakers
succeed (or fail) in achieving their goals and
communicate them politically.
Data envelopment analysis (DEA), co-
developed by Abraham Charnes and William
Cooper in 1978, is ideally suited for the
purpose, delivering a metric that evaluates the
performance of Decision Making Units DMUs
(nations, regions, cities, enterprises, banks,
schools, etc.) according to their ability to use
inputs, and marshal economic and social policy
to attain a spectrum of desired goals. We
propose a DEA framework to assess an
empirical production function and to serve as
an interactive-iterative policy evaluation
system for monitoring the multi-dimensional
3
progress various nations make towards
achievement of the SDGs. The DEA scores:
• transcend the standard measures of
economic, social, and environmental
performance;
• can serve as the basis for
comprehensive packages of policy advice for
regional, industry, and global agendas.
A PCA-DEA score to highlight effective SDG
policies!
Added value: The proposed framework draws
on the concept of a frontier of optimal policy
performance and is substantially more
informative than existing ones. It enables an
analysis of the current level of multiple
dimensional development of a nation,
achieved through the optimal use of available
resources and can be used for the allocation of
official development assistance (ODA) and
other financial resources effectively and
efficiently in order to support positive future
trends toward meeting SDG targets. The
derived scores are based on the estimates of
relative values rather than a- priori
impositions.
This iterative framework can incorporate
expert opinion and additional preference
information into the following phases of the
analysis and would also enable the main
development stakeholders to analyze different
peer-country sub-group behaviours. The model
results might provide an early warning signal
about poor development trends and could
serve as a basis for the development of an
integrated package of policy advice helping to
track progress towards selected policy goals.
The framework could also become a strategic
means of institutional support to UN member
states, contributing to the achievement of
SDGs and ultimately ensuring a sustainable
future by improving global welfare using a
statistical analysis of past trends as a base.
The Way Forward: Our empirical analysis
reveals that most of the countries record a
“sustainable development deficit” and derives
numerical estimates of such deficits. The
proposed framework can be used to deliver to
the HLPF with the analytical underpinnings in
order to take evidence-based policy decisions,
ensuring policy coherence in a highly
globalized world whilst accounting for
sustainability too. It will contribute to ongoing
UN efforts for implementation of the post-
2015 Development Agenda toward
harmonious convergence of the relationship
between environmental protection, economic
development, and social progress.

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GSDR-Measuring the SDGs Progress with DEA

  • 1. 1 *The views expressed in this brief are the authors’ and not those of the United Nations. Online publication or dissemination does not imply endorsement by the United Nations. Brief for GSDR 2015 Measuring the SDGs Progress with DEA By Sten Thore, the IC2, Institute, the University of Texas at Austin, USA (Emeritus); Boaz Golany, Technion – Israel Institute of Technology, Israel; Ruzanna Tarverdyan, the Geneva Consensus Foundation, Switzerland; Nicole Adler, Ekaterina Yazhemsky, Hebrew University of Jerusalem, Israel* The synthesis report of the Secretary-General, entitled “The Road to Dignity by 2030” (§ 133) states: “Progress in sustainable development will depend on vibrant economies and inclusive growth to keep pace with growing populations and longer life expectancies, and to generate employment, wages, and revenues for social programmes. But for making our economies inclusive and sustainable, our understanding of economic performance, and our metrics for gauging it, must be broader, deeper and more precise.” Background: Agenda 21, along with the of the UN Rio+20 outcome document “The future we want”, spell out the commitment of the international community towards the common cause of a sustainable future. Global deliberations on the post-2015 development agenda call for forging a political consensus to fight poverty, inequality, and hunger amongst other goals. The Secretary- General’s report, “A Life of Dignity for All,” provides a vision for bold action to achieve the MDGs and calls for a new and responsive sustainable development framework that meets the needs of both the people and the planet. Analytical challenges: Good strategies for sustainable development integrate and balance multiple goals where possible, and provide trade-offs between its multiple dimensions where necessary. Past strategies have not always succeeded in this respect, even when sustainable development and poverty reduction were the objectives of policy interventions. An integrated analysis and evaluation of trade-offs between policy goals involves a multiple-input and multiple-output framework. Existing metrics fail to adequately capture the multidimensional character of the development. Due to the non-commensurate nature of policy and performance variables and the absence of market prices reflecting social and environmental costs and benefits, traditional tools fail to adequately measure societal well-being and capture the progress beyond-GDP. Political Commitment: There is a new consensus among major development stakeholders to move away from input- oriented impact monitoring to output and outcome- based approaches that help shift the emphasis of technical cooperation programs to development priorities and results and policy outcomes. The UN High-level Political Forum (HLPF) established in 2012 is mandated to provide political guidance on sustainable development and to strengthen the science- policy interface by enhancing evidence-based decision-making at all levels. How do you gauge the accomplishments of policy and its failures? While a number of nations are successful in maximizing a socioeconomic welfare function, others are woefully falling short of the optimal frontier.
  • 2. 2 Diagnostics for a Globalized World proposes a reformulation of the inherited theory of economic and social policy (codified in the 1950s by Jan Tinbergen) to find a diagnostic tool in measuring the effectiveness of economic and social policy. Using a logarithmic adaptation of data envelopment analysis, the authors explain how to assess the progress of attainment of nations of multidimensional goals such as those expressed by the UN Millennium Development Goals (MDGs) and upcoming Sustainable Development Goals (SDGs). Composite indicators: The UN secretary general backs the 17 goals and 169 targets proposed by the UN working group with the launch of his synthesis report, The Road to Dignity by 2030. Despite the difficulty member states may have in communicating them, he has ruled out any immediate cut in the number. Single indices measuring multi- dimensional and complex phenomena, are popular amongst policy makers, because of their communication potential, but are often criticized on methodological and scientific grounds. Principal component analysis combined with data envelopment analysis (PCA-DEA), has been applied to solve the problem of efficiency over-estimation through data aggregation. Using PCA-DEA, the authors solve the multi- dimensional problem of relative efficiency estimation and benchmarking, using small space analysis to present the issues graphically. A solution: Considering the large number of SDGs and development targets, the accomplishments and failures of nations and their policy performance will always be multi- dimensional. Once we have agreed on a single measure of such progress, it becomes possible to document numerically how policymakers succeed (or fail) in achieving their goals and communicate them politically. Data envelopment analysis (DEA), co- developed by Abraham Charnes and William Cooper in 1978, is ideally suited for the purpose, delivering a metric that evaluates the performance of Decision Making Units DMUs (nations, regions, cities, enterprises, banks, schools, etc.) according to their ability to use inputs, and marshal economic and social policy to attain a spectrum of desired goals. We propose a DEA framework to assess an empirical production function and to serve as an interactive-iterative policy evaluation system for monitoring the multi-dimensional
  • 3. 3 progress various nations make towards achievement of the SDGs. The DEA scores: • transcend the standard measures of economic, social, and environmental performance; • can serve as the basis for comprehensive packages of policy advice for regional, industry, and global agendas. A PCA-DEA score to highlight effective SDG policies! Added value: The proposed framework draws on the concept of a frontier of optimal policy performance and is substantially more informative than existing ones. It enables an analysis of the current level of multiple dimensional development of a nation, achieved through the optimal use of available resources and can be used for the allocation of official development assistance (ODA) and other financial resources effectively and efficiently in order to support positive future trends toward meeting SDG targets. The derived scores are based on the estimates of relative values rather than a- priori impositions. This iterative framework can incorporate expert opinion and additional preference information into the following phases of the analysis and would also enable the main development stakeholders to analyze different peer-country sub-group behaviours. The model results might provide an early warning signal about poor development trends and could serve as a basis for the development of an integrated package of policy advice helping to track progress towards selected policy goals. The framework could also become a strategic means of institutional support to UN member states, contributing to the achievement of SDGs and ultimately ensuring a sustainable future by improving global welfare using a statistical analysis of past trends as a base. The Way Forward: Our empirical analysis reveals that most of the countries record a “sustainable development deficit” and derives numerical estimates of such deficits. The proposed framework can be used to deliver to the HLPF with the analytical underpinnings in order to take evidence-based policy decisions, ensuring policy coherence in a highly globalized world whilst accounting for sustainability too. It will contribute to ongoing UN efforts for implementation of the post- 2015 Development Agenda toward harmonious convergence of the relationship between environmental protection, economic development, and social progress.