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.

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…

This paper investigates the role of trade costs in exporter dynamics in Africa. In comparison to exporters from other regions, African exporting firms are fewer, smaller and relatively less diversified in terms of products and destinations. African countries also display the highest rates of entry, exit and turnover of exporting firms, exporting products and export destinations. This suggests that Africa’s exporting activity is volatile and subject to a lot of experimentation, with exporters having difficulties in maintaining trade relationships. The analysis also confirms that trade costs are a crucial factor in explaining exporter performance in Africa vis-à-vis other regions, but also…

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…

The international community has advanced in reforming the international aid system. Such reform comes at a time when there is a renewed skepticism about aid effectiveness and when the crisis sheds new doubts about the sustainability of donors´ commitments. At the same time, the international reality has changed as a consequence of the growing heterogeneity of the developing world, the new geography of global poverty, the emergence of new powers from the developing world, the presence of new aid players and, finally, the enlargement of the sphere of international public goods. Such changes demand a deeper reform in the development cooperation system.

The International Finance Facility for Immunization (IFFIm), which securitized future aid commitments by donor countries, has been successful in providing funds to immunize children in poor countries. Since capital is likely to remain scarce, the paper evaluates the prospects of setting up IFFIm-like mechanisms to fund a variety of objectives. Two broad conclusions emerge. First, replicating IFFIm could prove challenging because donor pledges will lack the desired credibility. Second, credit enhancements like third party guarantees, excess coverage, and channeling of pledges through a preferred creditor, could overcome this deficiency. Finally, Advance Market Commitments and Cash on…

This paper argues that the technical and political difficulties of using SDRs for development can be overcome. This requires an SDR-based reserve system and a fully SDR-funded IMF. The IMF would allocate SDRs counter-cyclically and treat them as deposits of countries, which could be used in lending to them. A substitution account is needed for a smooth transition from major reserve currencies to SDRs. To avoid the deficiency payments, a counterpart account – which would be credited when the substitution account is in surplus and debited when in deficit – is required. Alternatively, politically-feasible cost-sharing mechanisms could be designed.

This paper assesses the scope and impact of innovative development finance (IDF) in the Latin America and the Caribbean (LAC) countries in the 2000s. It also reports the views from the region’s relevant actors regarding IDF. The paper finds that very little IDF flowed to LAC in the 2000s, though it was significant for a few, poorer, and smaller countries, such as Haiti and Nicaragua. The views from the region suggest that LAC should fight for greater share of existing and prospective IDF, but also make better use of other available resources, such as remittances and flows through South-South cooperation.