Working Papers

This paper proposes the use of synthetic training data generated by large language models
to improve machine learning SDG classifiers. It shows that supplementing existing training data with
synthetic data produced by the ChatGPT tool improves the performance of the SDGClassy classifier.
This addition of synthetic data is especially useful in building SDG classifiers given the limited availability
of properly labeled data and the complex, interconnected nature of the SDGs. Synthetic data thus enables
more effective machine-learning applications in this context.

Lack of fiscal space and the risk of sovereign debt distress remain key stumbling blocks to achieving Sustainable Development Goals (SDGs) in developing countries. Because the allocation of concessional funds and debt relief is essentially reserved to Low Income countries (LICs), official financing strategies and mechanisms to support developing countries provide insufficient support to non-LICs that may need and deserve special consideration concerning official financing. This paper discusses how official financial support allocation could consider countries’ vulnerabilities in critical dimensions, with special reference to Small Island Developing States (SIDS). It explores how a…

Does digitalization reduce corruption? What are the benefits of data-driven digital government innovations to strengthen public integrity and advance the Sustainable Development Goals? While the correlation between digitalization and corruption is well established, there is less actionable evidence on the effects of specific digitalization reforms on different types of corruption and the policy channels through which they operate. This paper unbundles the integrity dividends of digital reforms that the pandemic has accelerated. It analyses the rise of integrity-tech and integrity analytics in the anticorruption space, deployed by data-savvy integrity institutions. It also assesses the…

The pandemic-induced global economic crisis has contributed to the re-emergence of sovereign default risk, especially for emerging and developing economies, and has directed attention to the impact of the institutions that are tasked with attempting to predict defaults: the international credit rating agencies. This paper describes four main challenges posed by credit rating agencies, especially from a developing and emerging economies perspective: potential bias in ratings, pro-cyclicality of ratings, governance issues and conflicts of interest, and incorporation of climate risk. It concludes with potential policy solutions addressed at ratings agencies, regulators, and policy makers.…

How has the focus of the UN General Assembly changed over time and how well is the global agenda expressed in these documents? This paper presents a proof-of-concept classifier to examine the evolution of the global agenda expressed and observed in words of the UN General Assembly resolutions. Using natural language processing to identify four categories of resolutions — Sustainable Development, Justice and Law, Human Rights, and Peace and Security — the analysis of 3,765 UN GA resolutions from 2007 to 2019 reveals the changing areas of focus of the Member States and, as a result, of the UN Secretariat. Sustainable Development is slowly gaining importance in the language in UN…

Research suggests that achieving the Sustainable Development Goals (SDGs) can open up market opportunities worth USD 12 trillion in the four largest sectors that represent 60 per cent of real economy – food and agriculture; cities; energy and materials; and health and well-being. While the concept of the SDGs creating a win-win situation for all is growing increasingly trendy, further evidence needs to be accumulated to better chart the important discourse on the private sector’s engagement with the SDGs. To this end, this paper aims to shed light on three questions: (i) How is the private sector currently engaging with the SGDs in these sectors?; (ii) What are the key areas of…

While migration and population displacement has always been part of the human experience, the context within which it occurs today has materially changed. Migration has become an important part of economic globalization and closely related to countries´ development process. Conflicts, poverty, natural disasters and climate events are also forcing people to migrate in an ever-increasing number. For many low-income countries with large number of internally-displaced people, on the other hand, the high economic costs are making it more difficult for them to invest in SDG implementation. Developing countries also host most of the externally-displaced people at high economic costs, which…

Supreme audit institutions (SAIs) have started to audit the implementation of the Sustainable Development Goals (SDGs). While there is no one single audit model or approach to audit SDG implementation, audits should incorporate a few core methodological features related to the principles of the 2030 Agenda. Four methodological and practical challenges associated with conducting performance audits of SDG implementation, as they differ from traditional audits, are discussed in this paper: 1) problem definition, including the level of investigation in the SDG hierarchy of goals and targets and the audit scope; 2) conceptual challenges inherent in going from the level of individual entities…

As the 2030 Agenda for Sustainable Development enters its fifth year of implementation, it is opportune to ask how governance is understood and implemented around the world. In fact, one can go further to probe the extent to which governments are cognizant of the principles undergirding effective governance. This paper examines the ways in which governance has been operationalized by countries, major groups and other stakeholders since the first round of Voluntary National Reviews at the High-level Political Forum (HLPF) of 2016. It does this based on the qualitative overview of the Synthesis reports of Voluntary National Reviews (2016–2019), and the quantitative analysis of three SDG…

This paper briefly takes stock of two decades of e-participation initiatives based on a limited review of the academic literature. The purpose of the paper is to complement the results of the e-government Survey 2020. As such, the emphasis is on aspects that the e-government survey (based on analysis of e-government portals and on quantitative indicators) does not capture directly. Among those are the challenges faced by e-participation initiatives and key areas of attention for governments. The paper maps the field of e-participation and related activities, as well as its relationships with other governance concepts. Areas of recent development in terms of e-participation applications…

It would be hard to fathom any Sustainable Development Goal (SDG) being achieved without either adequate human and financial resources and partnerships or institutions that are effective, inclusive and accountable. One would expect, therefore, that two of the most cross-cutting SDGs of the 2030 Agenda, SDG16 on Peace, justice and strong institutions and SDG17 on the Means of implementation and partnerships for development would receive ample attention in scholarly work and policy analysis. A quick overview of the literature reveals, however, that although SDG16 and SDG17 are examined quite extensively in and of themselves, linkages between the two seldom receive attention.

This…

The humanitarian-development divide has long been a contentious debate in both academia and government. Despite the recent surge in the cost, frequency, duration and severity of humanitarian crises, humanitarian and development disciplines and communities of practice have continued to operate in silos. This article aims to bridge the humanitarian-development divide by interlinking the Agenda for Humanity and the 2030 Agenda for Sustainable Development. The newly proposed context-conflict-contingency model of humanitarian-development connections constitutes the conceptual foundation, which is then tested by the findings of the network analysis of the 169 SDG targets of the 2030 Agenda and…