Download or read book The cost of COVID 19 on the Indonesian economy A Social Accounting Matrix SAM multiplier approach written by Pradesha, Angga and published by Intl Food Policy Res Inst. This book was released on 2020-07-30 with total page 11 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sustained economic growth and a declining trend in poverty over the years in Indonesia potentially will come to a halt this year. This development cost comes as a result of the COVID-19 pandemic outbreak that recently hit the country. Like in many other countries, one of the largest costs of COVID-19 comes from the social distancing policy, which is a proven public health measure to reduce the spread of the virus by limiting people’s movements and interactions for a certain period of time. The government of Indonesia adopted this approach by gradually introducing in certain regions the Large-scale Social Restriction (PSBB) policy from early April 2020. PSBB restricts non-essential economic activities and people’s movement in order to contain the virus. IFPRI, the National Development Planning Agency of Indonesia (BAPPENAS), and IPB University used a SAM multiplier model to measure the economic impact of PSBB if restrictions were to be in place for four weeks and to explore potential recovery processes after the policy ends. Some of the key findings were: • National GDP is estimated to fall by 24 percent during the four-week PSBB period, • External sector shocks – reduced export demand, lower remittances, and lower foreign investments – contribute around one-third of total GDP losses; • The GDP of Indonesia’s agri-food system falls by 13 percent despite agriculture activities being excluded from restrictive measures; • National poverty is expected to jump by 13 percentage points – an additional 36 million people will fall into poverty during the four-week PSBB period; and • By the end of 2020, due to COVID-19 the annual GDP growth is expected to be between 5.3 and 7.3 percent lower than under a baseline scenario without COVID-19.

Download or read book Assessing the impacts of COVID 19 on Myanmar s economy A Social Accounting Matrix SAM multiplier approach written by Diao, Xinshen and published by Intl Food Policy Res Inst. This book was released on 2020-05-29 with total page 17 pages. Available in PDF, EPUB and Kindle. Book excerpt: The measures taken by the Government of Myanmar to contain the transmission of COVID-19 are a necessary and appropriate response. In-depth analysis of measures of this magnitude on firms, households, government, and the economy as a whole is key to the design of policy interventions that can mitigate the economic losses and support a sustained and robust recovery. The economic losses to Myanmar’s economy in 2020 due to the COVID-19 pandemic will be huge – a drop in production on the order of between 6.4 and 9.0 trillion Kyat – and likely will push the economy into a recession or lead to stagnant growth, at best, for the year. Although lockdown policies provide exemptions for most agricultural activities, linkages to other sectors indirectly affect the agri-food sector significantly. The agricultural sector is expected to contract by between 1.1 and 2.4 percent in 2020, and recovery will be slow. Closure of factories will have a large negative economic impact due to the strong linkage effects between manufacturing and upstream primary agriculture and downstream marketing services. Reopening the manufacturing sector is crucial for economic recovery in Myanmar.

Download or read book Assessing the impacts of COVID 19 on Myanmar s economy A Social Accounting Matrix SAM multiplier approach in Burmese written by Diao, Xinshen and published by Intl Food Policy Res Inst. This book was released on 2020-06-24 with total page 25 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The short run economic costs of COVID 19 in developing countries in 2020 A synthesis of results from a multi country modeling exercise written by Pauw, Karl and published by Intl Food Policy Res Inst. This book was released on 2021-06-04 with total page 29 pages. Available in PDF, EPUB and Kindle. Book excerpt: As COVID-19 spread across the globe in early 2020, governments had to make difficult policy choices to balance the socioeconomic costs of social distancing and lockdown measures, on the one hand, and the human costs of increased morbidity and mortality of an unchecked pandemic, on the other. The challenge was particularly daunting for developing countries with their often illequipped and underfunded health systems coupled with general skepticism about the effectiveness of economic restrictions to curb viral spread, especially in densely populated informal urban communities (The Economist 2020). Poorer developing country populations also tend to be less resilient to income shocks, while the social protection measures needed to mitigate against income losses are costly. With developing country governments already heavily indebted before the pandemic (Onyekwena and Ekeruche 2019), and with further anticipated losses in tax revenues due to COVID-related economic restrictions, their ability to finance palliative measures without sacrificing much-needed, longer-term public investments has remained a major concern.

Download or read book Estimating the economic impacts of the first wave of COVID 19 in Pakistan using a SAM Multiplier Model written by Moeen, Muhammad Saad and published by Intl Food Policy Res Inst. This book was released on 2021-02-13 with total page 42 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social Accounting Matrix (SAM) multiplier analysis has been employed to assess the impacts of COVID-19 on various macroeconomic variables including Gross Domestic Product (GDP), employment, and poverty in Pakistan. SAM multiplier models are well-suited to estimate the direct and indirect effects of unanticipated demand-side shocks and short-term fluctuations on various sectors and agents in the economy, such as those caused by the COVID-19 pandemic. The results show that Pakistan’s GDP declined by 26.4 percent from mid-March to the end of June 2020 (14 weeks) compared to a non-COVID scenario. Services were hit the hardest, registering losses of 17.6 percent, followed by industry with losses of 6.7 percent. Agriculture turned out to be resilient and remained relatively unhurt, falling by 2.1 percent. All households witnessed a reduction in incomes, but higher-income quartiles appeared to have lost more than lower-income ones. Our approach for economic impact with mitigation measures is to assess the effectiveness of Emergency Response Packages (ERP) by altering the remittances to levels that reflect the magnitude of the support from the government. The total government expenditures were directed towards different kinds of households of PKR 318.6 billion (USD 2.12 billion). This led to a reduction of about USD 3.1 billion in GDP losses, which, compared to the amount spent implied a multiplier of 1.4 in GDP per PKR spent. The national poverty rate soared to 43 percent and 38.7 percent in April and May respectively. The Government’s cash transfers program proved highly effective and led to 11 percent reduction in poverty rate during the pandemic. The recovery scenarios indicate a cumulative GDP loss of USD 11.8 billion and 11.1 USD billion under slow and fast recovery scenarios, respectively, by December 2020. Our estimates show that Pakistan’s annual GDP (at market prices) will register a decline of 4.6 percent in the year 2020 due to negative effects of the pandemic and sluggish economic recovery. Poverty is expected to stabilize at 27.6 percent and 27.4 percent for the two recovery scenarios by December 2020.

Download or read book COVID 19 Estimating impact on the economy and poverty in Pakistan Using SAM Multiplier Model written by Moeen, Muhammad Saad and published by Intl Food Policy Res Inst. This book was released on 2021-01-23 with total page 40 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social Accounting Matrix (SAM) multiplier analysis has been employed to assess the impacts of COVID-19 on various macroeconomic variables including Gross Domestic Product (GDP), employment, and poverty in Pakistan. SAM multiplier models are well-suited to estimate the direct and indirect effects of unanticipated demand-side shocks and short-term fluctuations on various sectors and agents in the economy, such as those caused by the COVID19 pandemic. The results show that Pakistan’s GDP declined by 26.4 percent from mid-March to the end of June 2020 (14 weeks) compared to a non-COVID scenario. Services were hit the hardest, registering losses of 17.6 percent, followed by industry with losses of 6.7 percent. Agriculture turned out to be resilient and remained relatively unhurt, falling by 2.1 percent. All households witnessed a reduction in incomes, but higher-income quartiles appeared to have lost more than lower-income ones. Our approach for economic impact with mitigation measures is to assess the effectiveness of Emergency Response Packages (ERP) by altering the remittances to levels that reflect the magnitude of the support from the government. The total government expenditures were directed towards different kinds of households of PKR 318.6 billion (USD 2.12 billion). This led to a reduction of about USD 3.1 billion in GDP losses, which, compared to the amount spent implied a multiplier of 1.4 in GDP per PKR spent. The national poverty rate soared to 43 percent and 38.7 percent in April and May respectively. The Government’s cash transfers program proved highly effective and led to 11 percent reduction in poverty rate during the pandemic. The recovery scenarios indicate a cumulative GDP loss of USD 11.8 billion and 11.1 USD billion under slow and fast recovery scenarios, respectively, by December 2020. Our estimates show that Pakistan’s annual GDP (at market prices) will register a decline of 4.6 percent in the year 2020 due to negative effects of the pandemic and sluggish economic recovery. Poverty is expected to stabilize at 27.6 percent and 27.4 percent for the two recovery scenarios by December 2020.

Download or read book Poverty and food insecurity during COVID 19 Telephone survey evidence from mothers in rural and urban Myanmar written by Headey, Derek D. and published by Intl Food Policy Res Inst. This book was released on 2020-10-07 with total page 28 pages. Available in PDF, EPUB and Kindle. Book excerpt: Myanmar had one of the lowest confirmed COVID-19 caseloads in the world in mid-2020 and was one of the few developing countries not projected to go into economic recession. However, macroeconomic projections are likely to be a poor guide to individual and household welfare in a fast-moving crisis that has involved disruption to an unusually wide range of sectors and livelihoods. To explore the impacts of COVID-19 disruptions on household poverty and coping strategies, as well as maternal food insecurity experiences, this study used a telephone survey conducted in June and July 2020 covering 2,017 mothers of nutritionally vulnerable young children in urban Yangon and rural villages of Myanmar’s Dry Zone. Stratifying results by location, livelihoods, and asset-levels, and using retrospective questions on pre-COVID-19 incomes and various COVID-19 impacts, we find that the vast majority of households have been adversely affected from loss of income and employment. Over three-quarters cite income/job losses as the main impact of COVID-19 – median incomes declined by one third and $1.90/day income-based poverty rose by around 27 percentage points between January and June 2020. Falling into poverty was most strongly associated with loss of employment (including migrant employment), but also with recent childbirth. The poor commonly coped with income losses through taking loans/credit, while better-off households drew down on savings and reduced non-food expenditures. Self-reported food insecurity experiences were much more common in the urban sample than in the rural sample, even though income-based and asset-based poverty were more prevalent in rural areas. In urban areas, around one quarter of respondents were worried about food quantities and quality, and around 10 percent stated that there were times when they had run out of food or gone hungry. Respondents who stated that their household had lost income or experienced food supply problems due to COVID-19 were more likely to report a variety of different food insecurity experiences. These results raise the concern that the welfare impacts of the COVID-19 crisis are much more serious and widespread than macroeconomic projections would suggest. Loss of employment and casual labor are major drivers of increasing poverty. Consequently, economic recovery strategies must emphasize job creation to revitalize damaged livelihoods. However, a strengthened social protection strategy should also be a critical component of economic recovery to prevent adversely affected households from falling into poverty traps and to avert the worst forms of food insecurity and malnutrition, particularly among households with pregnant women and young children. The recent second wave of COVID-19 infections in Myanmar from mid-August onwards makes the expansion of social protection even more imperative.

Download or read book Assessing the economywide impacts of COVID 19 on Rwanda s economy agri food system and poverty A social accounting matrix SAM multiplier approach written by Aragie, Emerta and published by Intl Food Policy Res Inst. This book was released on 2021-05-17 with total page 35 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rwanda’s policy response to COVID-19 has been widely praised for its rapid, systematic, and comprehensive approach to containing the pandemic. Although the economic consequences are unavoidable, the country expects to return its economy to its high-growth trajectory as the pandemic subsides. We use economic modeling tools designed to estimate the short-term economywide impacts of the unanticipated, rapid-onset economic shocks of COVID-19 on Rwanda. - Results show that during the six-week lockdown that began in March, Rwanda’s GDP fell 39.1 percent (RWF 435 billion; USD 484 million) when compared to a no-COVID situation in the same period. - Results further show that Rwanda’s GDP in 2020 will be between 12 and 16 percent lower than a predicted no-COVID GDP, depending on the pace of the recovery. The losses in annual GDP are between RWF 1.0 and 1.5 trillion (USD 1.1–1.6 billion). - While GDP for the industrial and services sectors were estimated to have fallen during the lockdown period by 57 and 48 percent, respectively, exemptions of COVID-19 restrictions for the agricultural sector limited the decline in agricultural GDP to 7 percent compared to a noCOVID situation. - During the lockdown period, the national poverty rate is estimated to have increased by 10.9 percentage points as 1.3 million people, mostly in rural areas, fell into temporary poverty. Poverty rates are expected to stabilize by the end of 2020, increasing only by between 0.4 and 1.1 percentage points. While these figures may be encouraging, they mask the impacts on poor households of the sharp poverty spike during the lockdown and the inherent complexity of poverty dynamics post-lockdown. Looking forward, the speed and success of Rwanda’s recovery will depend critically on the expansion of Rwanda’s social protection programs, boosting enterprises of all sizes, support to the agri-food system, and restoration of international trade.

Download or read book Coronaviruses Transmission Frontliners Nanotechnology and Economy written by Pasupuleti Visweswara Rao and published by Universiti Malaysia Sabah Press. This book was released on 2022-01-31 with total page 150 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the huge experience more than a decade as an author, co-author and reviewer, the editors decided to share the knowledge on the current problem which is COVID-19. The information about corona virus and its impact on various aspects including society, economy and the quality of life is clearly given in this book. The virus has been spread across the globe and troubling the mankind. Till date, several countries have been damaged literally not only with the lives, but also with the loss of economy, mental ability, psychological issues etc. More variants of this virus have also been observed with more severity and damage to the humans. This pandemic affected the life of the people socially, economically, physically, and mentally. The human loss through this pandemic cannot be recovered. The awareness about the virus, its transmission and precautions, causative ways, different methods of drugs etc. needs to be provided to the layman and as whole to the community. This book mainly aims to answer all the above raised issues and worked out thoroughly. Thus, this book is a comprehensive information with basic knowledge about different aspects surrounding COVID-19. Layman, Young researchers, basic science graduates, medical and clinical sciences graduates, students, hospital workers, nurses, doctors, engineers, and every professional area of people can benefit from this book.

Download or read book The short term impacts of COVID 19 on the Malawian economy 2020 2021 A SAM multiplier modeling analysis written by Baulch, Bob and published by Intl Food Policy Res Inst. This book was released on 2020-12-21 with total page 29 pages. Available in PDF, EPUB and Kindle. Book excerpt: This working paper builds on a report which was prepared for the 2020 ECAMA Lakeshore Conference in November 2020. It extends and updates the initial results of modeling undertaken by the International Food Policy Research Institute to assess the short-run impacts of COVID-19 control measures on the Malawian economy. We also consider the short-run effects of external shocks associated with disruptions in trade and tourism, investment, and remittance flows on the Malawian economy, as well as two medium-term paths assuming either faster or slower recovery during the remainder of 2020 and 2021. Using a Social Accounting Matrix multiplier model, we estimate GDP declines by around 16.5 percent during April/May 2020 due to social distancing measures. This leads to around 1.6 million people, mainly in rural areas, temporarily falling into poverty, although urban households suffer the largest income losses. We also model the impact of a faster and a slower lifting of restrictions and external shocks during the remainder of 2020 and 2021. With faster easing of restrictions, cumulative GDP gains turn positive by the third quarter of 2021 under the fast recovery scenario and exceed their pre-COVID-19 levels by US$178 million before the end of 2021. However, under the slow recovery scenario, Malawi’s GDP continues to decline until the end of 2020 before recovering during quarters 1 and 4 of 2021. However, this is not sufficient to wipe out the losses in quarters 2 to 4 of 2020, resulting in cumulative losses under the slow recovery scenario of US$332 million over the two years. Relative to the without COVID-19 scenario, US$937 million of GDP is lost under the fast recovery scenario and US$1,447 million under the slow recovery one. As both the development of the COVID-19 pandemic and the economic situation in Malawi are highly uncertain at the present time, the results reported in this paper should be regarded as interim estimates, which are subject to revision as the underlying health and economic data change.

Download or read book Estimating the economic costs of COVID 19 in Nigeria written by Andam, Kwaw S. and published by Intl Food Policy Res Inst. This book was released on 2020-07-21 with total page 25 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this paper we analyze the economic impacts of the COVID-19 pandemic and the policies adopted to curtail the spread of the disease in Nigeria. We carry out simulations using a multiplier model based on the 2018 Social Accounting Matrix (SAM) for Nigeria, which includes supply-use tables for 284 goods and services. The pandemic’s global reach and impact on the global economy combined with the response policies in Nigeria represent a large, sudden shock to the country’s economy. The SAM multiplier model is well-suited for measuring the short-term direct and indirect results of this type of shock because the SAM represents both the structure of the economy and the interactions among economic actors via commodity and factor markets. Our analysis focuses on the five-week lockdown implemented by the federal government across the Federal Capital Territory of Abuja and Lagos and Ogun states from late March to early May 2020, the federal lockdown for Kano from mid-April, and the state-level lockdowns that were implemented from mid-April for around seven weeks in Akwa Ibom, Borno, Ekiti, Kwara, Osun, Rivers, and Taraba states. We estimate that during the lockdown periods Nigeria’s GDP suffered a 34.1 percent loss due to COVID-19, amounting to USD 16 billion, with two-thirds of the losses coming from the services sector. The agriculture sector, which serves as the primary means of livelihood for most Nigerians, suffered a 13.1 percent loss in output (USD 1.2 billion). Although primary agricultural activities were excluded from the direct restrictions on economic activities imposed in the lockdown zones, the broader agri-food system was affected indirectly because of its linkages with the rest of the economy. We estimate that households lost on average 33 percent of their incomes during the period, with the heaviest losses occurring for rural non-farm and for urban households. The economic impacts of COVID-19 include a 14-percentage point temporary increase in the poverty headcount rate for Nigeria, implying that 27 million additional people fell below the poverty line during lockdown. Lastly, we consider economic recovery scenarios as the COVID-19 policies are being relaxed during the latter part of 2020. Our findings have implications for understanding the direct and indirect impacts of COVID-19, for policy design during the recovery period, and for planning future disease prevention measures while protecting livelihoods and maintaining economic growth.

Download or read book Deep Learning for Medical Applications with Unique Data written by Deepak Gupta and published by Academic Press. This book was released on 2022-02-15 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep Learning for Medical Applications with Unique Data informs readers about the most recent deep learning-based medical applications in which only unique data gathered in real cases are used. The book provides examples of how deep learning can be used in different problem areas and frameworks in both clinical and research settings, including medical image analysis, medical image registration, time series analysis, medical data synthesis, drug discovery, and pre-processing operations. The volume discusses not only positive findings, but also negative ones obtained by deep learning techniques, including the use of newly developed deep learning techniques rarely reported in the existing literature. The book excludes research works with ready data sets and includes only unique data use to better understand the state of deep learning in real-world cases, along with the feedback and user experiences from physicians and medical staff for applied deep learning-based solutions. Other applications presented in the book include hybrid solutions with deep learning support, disease diagnosis with deep learning focusing on rare diseases and cancer, patient care and treatment, genomics research, as well as research on robotics and autonomous systems. Introduces deep learning, demonstrating concepts for a wide variety of medical applications using unique data, excluding research with ready datasets Encompasses a wide variety of biomedical applications, including unsupervised learning, natural language processing, pattern recognition, image and video processing and disease diagnosis Provides a robust set of methods that will help readers appropriately and judiciously use the most suitable deep learning techniques for their applications

Download or read book Assessing the short term impacts of COVID 19 on Ethiopia s economy External and domestic shocks and pace of recovery written by Aragie, Emerta and published by Intl Food Policy Res Inst. This book was released on 2020-12-09 with total page 24 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this paper, we analyze the economic impacts of response measures adopted in Ethiopia to curtail the spread of the COVID-19 pandemic. We carry out simulations using an economywide multiplier model based on a 2017 Social Accounting Matrix (SAM) for the country that properly depicts interactions between economic agents. The pandemic’s impact on the global economy combined with disruptions it causes in Ethiopia represents a large, unprecedented shock to the country’s economy. In such situations, a SAM-based multiplier model provides an ideal tool for measuring the short-term direct and indirect impacts of a shock on an economic system since there is limited room for proper adjustment of economic decisions. We model the seven-week partial lockdown policy implemented in Ethiopia from mid-March to early May 2020. We also consider two possible economic recovery scenarios that may emerge as the COVID-19 control policies are relaxed during the latter part of 2020 in order to generate insights on the potential continuing impact of the virus at the end of 2020. Although the country took early swift measures, our assessment of the partial lockdown measures suggests that they were not as strict as those observed in other Africa countries. Accordingly, our estimates of the economic costs of COVID-19 on Ethiopia are significantly lower than those reported for other countries on the continent. We estimate that during the lockdown period Ethiopia’s GDP suffered a 14 percent loss (43.5 billion Birr or 1.9 billion USD) compared to a no-COVID case over the same period. Nearly two-thirds of the losses were in the services sector. Although no direct restrictions were imposed on the agriculture sector, which serves as the primary means of livelihood for most Ethiopians, the sector faced a 4.7 percent loss in output due to its linkages with the rest of the economy. Poor export performance due to a slowdown in global trade and restrictions on the transport sector also partly explain the decline in agricultural output. The broader agri-food system also was affected considerably because of its linkages with the rest of the economy. In terms of the welfare of Ethiopians, we estimate that the economic impacts during the lockdown caused 10.1 million additional people to fall below the poverty line. These findings have implications for better understanding the direct and indirect impacts of COVID-19 and for policy design during the recovery period to return Ethiopia’s economy to a normal growth trajectory and to protect the livelihoods of the most vulnerable in the process.

Download or read book Economic Dimensions of Covid 19 in Indonesia written by Blane D. Lewis and published by ISEAS-Yusof Ishak Institute. This book was released on 2021-04-19 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: Beginning in December 2019, the coronavirus swept quickly through all regions of the world. COVID 19 has wreaked social, political and economic havoc everywhere and has shown few signs of entirely abating. The recent development and approval of new vaccines against the virus, however, now provides some hope that we may be coming to the beginning of the end of the pandemic. This volume collects papers from a conference titled Economic Dimensions of COVID 19 in Indonesia: Responding to the Crisis, organised by the Australian National University’s Indonesia Project and held online 7–10 September 2020. Collectively, the chapters in this volume focus for the most part on the economic elements of COVID 19 in Indonesia. The volume considers both macro- and micro-economic effects across a variety of dimensions, and short- and long-term impacts as well. It constitutes the first comprehensive analysis of Indonesia’s initial response to the crisis from an economic perspective.

Download or read book Mitigating poverty and undernutrition through social protection A simulation analysis of the COVID 19 pandemic in Bangladesh and Myanmar written by Ecker, Olivier and published by Intl Food Policy Res Inst. This book was released on 2023-02-13 with total page 51 pages. Available in PDF, EPUB and Kindle. Book excerpt: The COVID-19 pandemic resulted in severe income losses, but little is known about its impacts on diets and nutritional adequacy, or the effectiveness of social protection interventions in mitigating dietary and nutritional impacts. We first assess the likely impacts of COVID-19 shocks in Bangladesh and Myanmar on poverty and food and nutrient consumption gaps. We then analyze the estimated mitigating effects of five hypothetical social protection interventions of a typical monetary value: (1) cash transfers; (2) in-kind transfers of common rice; (3) in-kind transfers of fortified rice enriched with multiple essential micronutrients; (4) vouchers for a diversified basket of rice and non-staple foods; and (5) food vouchers with fortified rice instead of common rice. The simulation results suggest modest effectiveness of the cash transfers for mitigating poverty increases and little effectiveness of all five transfers for preventing increasing food and nutrient consumption gaps among the poorest 40%. Rice fortification is, however, effective at closing key micronutrient consumption gaps and could be a suitable policy instrument for averting ‘hidden hunger’ during economic crises.

Download or read book The impacts of the COVID 19 crisis on maternal and child malnutrition in Myanmar What to expect and how to protect written by Headey, Derek D. and published by Intl Food Policy Res Inst. This book was released on 2020-07-16 with total page 15 pages. Available in PDF, EPUB and Kindle. Book excerpt: The COVID-19 crisis in Myanmar poses a very serious risk to the nutritional status of vulnerable populations, notably women and children, as well as poor urban populations and internally displaced persons. The COVID-19 crisis will hit vulnerable groups through multiple mechanisms.

Download or read book The short term impact of COVID 19 on Ethiopia s economy through external sector channels An economywide multiplier model analysis written by Aragie, Emerta and published by Intl Food Policy Res Inst. This book was released on 2020-12-09 with total page 17 pages. Available in PDF, EPUB and Kindle. Book excerpt: The COVID-19 pandemic is expected to considerably affect the Ethiopian economy directly and indirectly due to global shocks and to the different restrictive preventative measures the country is taking. We analyze these economic effects using multisector economywide income multiplier models built on the two latest Social Accounting Matrices (SAMs) developed for Ethiopia. Three external sector channels are the focus of the analysis: commodity exports, strategic imports, and remittances. Results indicate that in the absence of any policy responses, the Ethiopian economy is expected to experience a loss of approximately 4.3 to 5.5 percent of its annual GDP due to exports, strategic imports, and remittances that are one-third lower relative to the no-COVID situation over a period of six-months. This translates into estimated reductions in labor income of between 4.2 and 5.2 percent. The SAM multiplier model estimates also imply that these negative shocks lead to household income losses that amount to between 3.9 and 6.4 percent. In particular, the urban poor will be the most affected as they lose real incomes in the range of 6.6 to 8.5 percent. These income losses are estimated to result in a 3.5 percentage point rise in the national poverty headcount.