To realize Agenda 2030, aid agencies, private philanthropies, and their partners in the Global South need better data to monitor how official development finance (ODF) dollars advance the Sustainable Development Goals (SDGs) and avoid missing the mark. In this report, we summarize the results of a n...ovel effort to tag and analyze 2.7 million ODF projects between 2010-2021 using machine learning to understand their contributions to the SDG thematic areas at a goal
and target level. This time frame is instructive: it compares the last six years of the Millennium Development Goals era and the first six years of the new SDG age, from early optimism to later uncertainty about the resilience of the agenda to drive collective commitments amid unanticipated global shocks.
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In contrast to bilateral aid, aid disbursed from
multilateral institutions increased significantly at the onset
of the COVID-19 pandemic. Yet, at a time when a coherent
and effective multilateral response is needed most, the
COVID-19 pandemic revealed a shifting landscape of donor
agencies that... struggle with basic functions, such as crossnational coordination. While multilaterals are uniquely
positioned to transcend national priorities and respond
to pandemics, functionally we find official development
assistance (ODA) from these entities may increasingly
mimic the attributes of bilateral aid. We explore three
important, but not comprehensive, attributes of aid leading
up to and during the COVID-19 pandemic: (1) earmarking,
(2) donor concentration and (3) aid modality.
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