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Asia and Pacific > India

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Cover IMF Working Papers
Understanding Agricultural Output in Mozambique: Using remote sensing to initiate a discussion on development
Kelsee Bratley
and
Alexis Meyer-Cirkel
This paper presents a comprehensive analysis of the agricultural land coverage in Mozambique by harnessing advanced remote sensing technologies and draws on successful agricultural development examples to propose strategic pathways for Mozambique. The study leverages Sentinel-2 satellite imagery coupled with a machine learning algorithm to accurately map and assess the country's agricultural land, revealing that agriculture accounts for only 12 percent of Mozambique's land area. By examining the agricultural transformation or “green revolution” that some countries have experienced, it is possible to distill regularities and necessary conditions, which can then be compared to the state-of-affairs in Mozambique. This study not only offers a model of how emerging technologies like remote sensing can inform agricultural state of affairs, it also provides important insights into which concrete bottlenecks are likely to be holding back Mozambique’s agricultural development.
Keywords:
Mozambique; agricultural development; remote sensing; greenrevolution; poverty alleviation; remote sensing technology; satellite imagery; accuracy assessment; agricultural land usage; area estimation; Agricultural sector; Agricultural commodities; Agricultural production; Food security; Global
Cover IMF Working Papers
Finance Vaccine Equity: Funding for Day-Zero of the Next Pandemic
Ruchir Agarwal
and
Tristan Reed
A lack of timely financing for purchases of vaccines and other health products impeded the global response to the COVID-19 pandemic. Based on analysis of contract signature and delivery dates in COVID-19 vaccine advance purchase agreements, this paper finds that 60-75 percent of the delay in vaccine deliveries to low- and middle-income countries is attributable to their signing purchase agreements later than high-income countries, which placed them further behind in the delivery line. A pandemic Advance Commitment Facility with access to a credit line on day-zero of the next pandemic could allow low- and middle-income countries to secure orders earlier, ensuring a much faster and equitable global response than during COVD-19. The paper outlines four options for a financier to absorb some or all of the risk associated with the credit line and discusses how the credit would complement other proposals to strengthen the financing architecture for pandemic preparedness, prevention, and response.
Keywords:
COVID-19; pandemics; systemic risks; economic crisis; pandemic advance commitment facility; financing vaccine equity; working paper series; health product; delivery data; Lines of credit; Global; emergency financing facility; pandemic bond; prevention, preparedness, and response; pandemic preparedness partnership; purchase contract date; signing purchase agreements; next pandemic
Cover IMF Working Papers
The Spending Challenge of Achieving the SDGs in South Asia: Lessons from India
Ms. Mercedes Garcia-Escribano
,
Ms. Tewodaj Mogues
,
Marian Moszoro
, and
Mauricio Soto
South Asia has experienced significant progress in improving human and physical capital over the past few decades. Within the region, India has become a global economic powerhouse with enormous development potential ahead. To foster human and economic development, India has shown a strong commitment to the Sustainable Development Goals (SDG) Agenda. This paper focuses on the medium-term development challenges that South Asia, and in particular India, faces to ensure substantial progress along the SDGs by 2030. We estimate the additional spending needed in critical areas of human capital (health and education) and physical capital (water and sanitation, electricity, and roads). We document progress on these five sectors for India relative to other South Asian countries and discuss implications for policy and reform.
Keywords:
Sustainable Development Goals (SDGs); Human Capital; Infrastructure; India; spending estimation; health outcome; spending challenge; physical capital; SDG sector; Sustainable Development Goals (SDG); Electricity; South Asia
Cover IMF Working Papers
State-Level Health and Economic Impact of COVID-19 in India
Mr. Pragyan Deb
and
Ms. TengTeng Xu
The health and economic impacts of COVID-19 on India have been substantial, with wide variation across states and union territories. This paper quantifies the impact of containment measures and voluntary social distancing on both the spread of the virus and the economy at the state level during the first wave of the COVID-19 pandemic. We construct a de-facto measure of state-level social distancing, combining containment strigency and observed mobility trends. State-level empirical analysis suggests that social distancing and containment measures effectively reduced case numbers, but came with high economic costs. State characteristics, such as health care infrastructure and the share of services in the economy, played an important role in shaping the health and economic outcomes, highlighting the importance of adequate social spending, health care infrastructure, and social safety nets.
Keywords:
India; COVID-19; social distancing; containment measures.; containment measure; State characteristic; B. aggregate Results; health outcome; containment strigency; Infrastructure; Health care
Cover Regional Economic Outlook, October 2021, Asia and Pacific
Regional Economic Outlook, October 2021, Asia and Pacific
International Monetary Fund. Asia and Pacific Dept

Abstract

Fall 2021 Regional Economic Outlook: Asia and Pacific--Navigating Waves of New Variants: Pandemic Resurgence Slows the Recovery

Keywords:
vaccine rollout; GVC trade; vaccine deployment; pandemic cycle; trade openness; COVID-19; Emerging and frontier financial markets; Trade barriers; Asia and Pacific; Global; Pacific Islands; North America
Cover IMF Working Papers
A Pandemic Forecasting Framework: An Application of Risk Analysis
Allan Dizioli
,
Daniel Rivera Greenwood
, and
Aneta Radzikowski
This paper introduces a simple, frequently and easily updated, close to the data epidemiological model that has been used for near-term forecast and policy analysis. We provide several practical examples of how the model has been used. We explain the epidemic development in the UK, the USA and Brazil through the model lens. Moreover, we show how our model would have predicted that a super infectious variant, such as the delta, would spread and argue that current vaccination levels in many countries are not enough to curb other waves of infections in the future. Finally, we briefly discuss the importance of how to model re-infections in epidemiological models.
Keywords:
COVID-19; epidemiology modelling; vaccines impact; virus variants and testing; vaccine hesitancy; vaccination data; Google mobility; virus variant; vaccination assumption; COVID-19; Emerging and frontier financial markets; Aging; Global
Cover Staff Discussion Notes
A Proposal to End the COVID-19 Pandemic
Ruchir Agarwal
and
Ms. Gita Gopinath
Urgent steps are needed to arrest the rising human toll and economic strain from the COVID-19 pandemic that are exacerbating already-diverging recoveries. Pandemic policy is also economic policy as there is no durable end to the economic crisis without an end to the health crisis. Building on existing initiatives, this paper proposes pragmatic actions at the national and multilateral level to expeditiously defeat the pandemic. The proposal targets: (1) vaccinating at least 40 percent of the population in all countries by the end of 2021 and at least 60 percent by the first half of 2022, (2) tracking and insuring against downside risks, and (3) ensuring widespread testing and tracing, maintaining adequate stocks of therapeutics, and enforcing public health measures in places where vaccine coverage is low. The benefits of such measures at about $9 trillion far outweigh the costs which are estimated to be around $50 billion—of which $35 billion should be paid by grants from donors and the residual by national governments potentially with the support of concessional financing from bilateral and multilateral agencies. The grant funding gap identified by the Access to COVID-19 Tools (ACT) Accelerator amounts to about $22 billion, which the G20 recognizes as important to address. This leaves an estimated $13 billion in additional grant contributions needed to finance our proposal. Importantly, the strategy requires global cooperation to secure upfront financing, upfront vaccine donations, and at-risk investment to insure against downside risks for the world.
Keywords:
COVID-19; Pandemic; Economic crisis; pandemic policy; financing facilities; donor country; LMIC vaccination; vaccination target; Income; Manufacturing; Global; Africa
Cover Staff Discussion Notes
A Proposal to End the COVID-19 Pandemic
Ruchir Agarwal
and
Ms. Gita Gopinath
Urgent steps are needed to arrest the rising human toll and economic strain from the COVID-19 pandemic that are exacerbating already-diverging recoveries. Pandemic policy is also economic policy as there is no durable end to the economic crisis without an end to the health crisis. Building on existing initiatives, this paper proposes pragmatic actions at the national and multilateral level to expeditiously defeat the pandemic. The proposal targets: (1) vaccinating at least 40 percent of the population in all countries by the end of 2021 and at least 60 percent by the first half of 2022, (2) tracking and insuring against downside risks, and (3) ensuring widespread testing and tracing, maintaining adequate stocks of therapeutics, and enforcing public health measures in places where vaccine coverage is low. The benefits of such measures at about $9 trillion far outweigh the costs which are estimated to be around $50 billion—of which $35 billion should be paid by grants from donors and the residual by national governments potentially with the support of concessional financing from bilateral and multilateral agencies. The grant funding gap identified by the Access to COVID-19 Tools (ACT) Accelerator amounts to about $22 billion, which the G20 recognizes as important to address. This leaves an estimated $13 billion in additional grant contributions needed to finance our proposal. Importantly, the strategy requires global cooperation to secure upfront financing, upfront vaccine donations, and at-risk investment to insure against downside risks for the world.
Keywords:
COVID-19; Pandemic; Economic crisis; pandemic policy; financing facilities; donor country; LMIC vaccination; vaccination target; Income; Manufacturing; Global; Africa
Cover Staff Discussion Notes
A Proposal to End the COVID-19 Pandemic
Ruchir Agarwal
and
Ms. Gita Gopinath
Urgent steps are needed to arrest the rising human toll and economic strain from the COVID-19 pandemic that are exacerbating already-diverging recoveries. Pandemic policy is also economic policy as there is no durable end to the economic crisis without an end to the health crisis. Building on existing initiatives, this paper proposes pragmatic actions at the national and multilateral level to expeditiously defeat the pandemic. The proposal targets: (1) vaccinating at least 40 percent of the population in all countries by the end of 2021 and at least 60 percent by the first half of 2022, (2) tracking and insuring against downside risks, and (3) ensuring widespread testing and tracing, maintaining adequate stocks of therapeutics, and enforcing public health measures in places where vaccine coverage is low. The benefits of such measures at about $9 trillion far outweigh the costs which are estimated to be around $50 billion—of which $35 billion should be paid by grants from donors and the residual by national governments potentially with the support of concessional financing from bilateral and multilateral agencies. The grant funding gap identified by the Access to COVID-19 Tools (ACT) Accelerator amounts to about $22 billion, which the G20 recognizes as important to address. This leaves an estimated $13 billion in additional grant contributions needed to finance our proposal. Importantly, the strategy requires global cooperation to secure upfront financing, upfront vaccine donations, and at-risk investment to insure against downside risks for the world.
Keywords:
COVID-19; Pandemic; Economic crisis; pandemic policy; financing facilities; donor country; LMIC vaccination; vaccination target; Income; Manufacturing; Global; Africa
Cover Staff Discussion Notes
A Proposal to End the COVID-19 Pandemic
Ruchir Agarwal
and
Ms. Gita Gopinath
Urgent steps are needed to arrest the rising human toll and economic strain from the COVID-19 pandemic that are exacerbating already-diverging recoveries. Pandemic policy is also economic policy as there is no durable end to the economic crisis without an end to the health crisis. Building on existing initiatives, this paper proposes pragmatic actions at the national and multilateral level to expeditiously defeat the pandemic. The proposal targets: (1) vaccinating at least 40 percent of the population in all countries by the end of 2021 and at least 60 percent by the first half of 2022, (2) tracking and insuring against downside risks, and (3) ensuring widespread testing and tracing, maintaining adequate stocks of therapeutics, and enforcing public health measures in places where vaccine coverage is low. The benefits of such measures at about $9 trillion far outweigh the costs which are estimated to be around $50 billion—of which $35 billion should be paid by grants from donors and the residual by national governments potentially with the support of concessional financing from bilateral and multilateral agencies. The grant funding gap identified by the Access to COVID-19 Tools (ACT) Accelerator amounts to about $22 billion, which the G20 recognizes as important to address. This leaves an estimated $13 billion in additional grant contributions needed to finance our proposal. Importantly, the strategy requires global cooperation to secure upfront financing, upfront vaccine donations, and at-risk investment to insure against downside risks for the world.
Keywords:
COVID-19; Pandemic; Economic crisis; pandemic policy; financing facilities; donor country; LMIC vaccination; vaccination target; Income; Manufacturing; Global; Africa