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Three Essays on U.S. Agriculture Under Climate Change

Three Essays on U.S. Agriculture Under Climate Change
Author: Yuquan Zhang
Publisher:
Total Pages:
Release: 2012
Genre:
ISBN:

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This dissertation investigates: (1) the implications of including high-yielding energy sorghum under the Renewable Fuels Standard (RFS2) program; (2) the effects of RFS2 with and without projected climate change scenarios on U.S. agriculture; (3) the spatial distribution of cattle breeders in Texas to quantify how climate factors influence cattle breed selection. In the RFS2 energy sorghum work, the ability of the agriculture sector to meet the fuel requirements of RFS2 is examined with and without energy sorghum being a possibility using an agricultural sector model. The results show that energy sorghum would be a valuable contributor that would be used as a feedstock producing over 13 billion gallons per year of cellulosic ethanol. Without the presence of energy sorghum it is found that switchgrass serves as the major cellulosic ethanol feedstock. Findings also indicate that the presence of high-yielding energy sorghum does relax commodity prices and export reductions except for grain sorghum as energy sorghum competes with grain sorghum production. In addition, the results show that the introduction of energy sorghum has minimal effects on GHG mitigation potential in the agricultural sector. In the RFS2 and climate change research, the analysis shows that climate change eases the burden of meeting the RFS2 mandates increasing consumer welfare while decreasing producer welfare. The results also show that climate change encourages a more diversified use of biofuel feedstocks for cellulosic ethanol production, in particular crop residues. In the cattle breed research, summer heat stress is found to be a significant factor for breed selection: positive for Bos indicus and negative for Bos taurus and composite breeds. The estimation results also indicate a price-driven trade-off between Bos taurus and Bos indicus breeds.


Three Essays on the Impact of Climate Change and Weather Extremes on the United States' Agriculture

Three Essays on the Impact of Climate Change and Weather Extremes on the United States' Agriculture
Author: Phu Viet Le
Publisher:
Total Pages: 274
Release: 2013
Genre:
ISBN:

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This dissertation incorporates three independent essays on the impact of climate change on the United States' agriculture, with each explores a different facet of climate change. There have been heated debates about the potential impact of climate change on the United States' agriculture. Several influential studies such as Schlenker, Hanemann, and Fisher (2005, 2006), Schlenker and Roberts (2006) suggest a potentially large negative impact of climate change on farmland values and crop yields, while others including Mendelsohn, Nordhaus, and Shaw (1994), and Deschenes and Greenstone (2007) believe that there is little impact or the US agriculture could be a major beneficiary of global warming. These opposing results inspired my work to examine another aspect of climate change that has not been carefully addressed in the current literature: the impact of climate and weather extremes. While any individual extreme event cannot be causally linked to climate change, there could be a higher probability of more severe extreme events in the future. There are several potential scenarios in which we may expect more heating, less cooling, and less fluctuations between the extremes with different forms of distributional shifts in climatic conditions, all having the same change in the mean temperature. For example, climate change may result in increased precipitations in Northern America in the form of more droughts and more flooding events. These differential changes in the distribution of climatic conditions may have a subtle impact on agriculture, which could not be identified by studying moment variables such as the mean and the variance of temperatures or precipitations. The three essays inherited two major empirical methods widely used in estimating the impact of climate change: hedonic regression and panel data. Hedonic regressions (also called the Ricardian approach) utilize cross-sectional variations to identify how climatic conditions such as the average temperature or precipitation capitalize in farmland values, and panel estimations that employ within variations to link weathers with annual crop yields or farm profits. However, there is a situation in which both techniques are insufficient. If economic agents have forward-looking behaviors, and under uncertainties, the decision making process will involve a dynamic optimization problem whose a reduced-form approach as derived from either cross-sectional or panel data technique may not truly identify the actual behaviors. I devised an innovative dynamic programming approach built up on the Ricardian method to estimate the impact of natural disasters such as extreme drought events on cropland conversions. In the first essay, using historical crop yield reports paired with high-resolution climate data, I discovered a small and positive effect of a decreasing diurnal temperature range on yields of five major crops including corns, wheat, cotton, soybeans, and sorghum. The asymmetric increases in observed maximum and minimum temperature have resulted in a falling diurnal temperature range across the United States. This effect could help mitigate some potential harmful impacts of climate change in the future, averaging up to a two percent yield offset for summer crops. Meanwhile, little impact on winter crops is expected. Moreover, the overall impact of climate change from a rising mean temperature and less fluctuations is dominantly harmful for most crops. The second essay presents a structural model of cropland conversions with an application to the impact of extreme droughts. Droughts are perhaps the most destructive events to the US agriculture. Extended periods of severe droughts in the late 20th century caused widespread economic damages comparable to that of the Dust Bowl in 1930s. I showed that those events contributed to converting lands from agricultural production to urban uses by damaging soil productivity and lowering farming profits. I concluded the Ricardian approach to estimating climate change impacts is insufficient. Specifically, the Ricardian method works well for equilibrium adjustments by assuming that farm owners are able to make complete adaptations to a changing environment. However, the Ricardian approach fails to take into account the presence of climate extremes whose adaptations are neither possible nor costless. As a consequence, this method may underestimate the true cost of transient events related to climate change such as extreme droughts. This finding carries a significant implication for the future of the US' private croplands. As the US is predicted to experience more precipitations in the future with climate change, it seems that there would be a beneficial impact of more water for crops. It may not necessarily be the case, however. Even with increased precipitations, drought conditions may occur more frequently and intensively. Damages from potentially extreme drought events were not considered in the Ricardian estimates. In the third essay, I examined the impact of extreme heating conditions on prime farmland conversions in California using the hedonic regression technique with a spatial dataset. I focused on the number of extreme heating days, defined as day with the recorded maximum temperature rises above 90 degree Fahrenheit. I found a small but significant nonlinear impact of extreme heating days on farmland conversions. A mild increase in the number of extreme heating days may be good for crops, thus helps keep farmlands in agricultural production. However, too excessive heating is harmful and accelerates conversions out of farming.


Essays in Economics of Climate Change, Land Use, and Public Health

Essays in Economics of Climate Change, Land Use, and Public Health
Author: Yoon Choi
Publisher:
Total Pages:
Release: 2019
Genre: Electronic dissertations
ISBN:

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This dissertation consists of three essays regarding two different topics in agricultural economics. In the first two studies, a two-part exercise on adapting land-use decisions to climate change conditions is conducted using economic models. In the last study, the impacts of a federal assistance program on the food industry are examined using a quasi-experimental design. In Chapter 1, we project and discuss land conversion to agricultural and non-agricultural uses in the state of California, which faces significant challenges associated with climate change and availability of water resources. To carry out our analysis, we adapt and estimate a supply and demand model, accounting for climate, water use, and urbanization pressures. Using climate projections from the Intergovernmental Panel on Climate Change (IPCC), we simulate expected changes in land allocation under alternative climate conditions. The change in total farmland under future climate conditions varies between -14% and 14%, depending on the IPCC model and emission scenario used, though the overall average is a decline of 5% by 2099. Chapter 2 narrows our research focus to agricultural product allocation within land devoted to agriculture. A system of land demand equations is estimated to examine a given farmer's decision to allocate land to major agricultural products in California, limiting attention to the top three cash making operations, namely pasture (dairy products, cattle and calves), grapes, and almonds. Next, simulations meant to predict the effect of climate change on farmland allocation among products are conducted. For each climate scenario, the corresponding predicted results for total agricultural land use from Chapter 1 are employed. On the whole, we find that pasture land share decreases substantially, almond land share declines by a much smaller margin, and there is no uniform trend for grapes. However, the magnitude of potential adaptation is dependent on the climate model and emission scenario under consideration. In Chapter 3, we investigate the US Special Nutrition Program for Women, Infants, and Children (WIC)'s spillover effect. WIC provides infant formula to participating low-income families with children under 12 months of age. Using difference-in-differences (DID) models, this study examines how changing a state's WIC infant formula contract manufacturer affected the volume sales of the new and former contract brands, including spillover effects on sales of infant formula not eligible for WIC and toddler milks. We find that one year following a contract change, the average volume sales of WIC-eligible infant formula for the new contract brand dramatically increased, while sales decreased for the former brand. The average sales of non-WIC-eligible infant formula and toddler milk products for the new WIC brand also increased after the change.


Three Essays on Environmental and Agricultural Economics

Three Essays on Environmental and Agricultural Economics
Author: Jayash Paudel
Publisher:
Total Pages:
Release: 2019
Genre:
ISBN:

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The dissertation gathers empirical evidence from several data sources in the United States and Nepal to provide a better understanding of the linkage between agriculture and the environment. The first essay examines the impact of fertilizer use on water quality using over 2.9 million pollution readings on nitrogen and phosphorus concentrations in water sites across the U.S. Findings show that a 10% increase in the use of nitrogen and phosphorus fertilizers leads to a 1.47% increase in the concentration of nitrogen and a 1.68% increase in the concentration of phosphorus, respectively. Results also indicate that there exists heterogeneity in nutrient pollution elasticity estimates across 18 water resource regions. The second essay presents empirical evidence that farmers adjust fertilizer application in response to variation in temperature and precipitation trends during the growing season in the corn belt of the United States. Estimates indicate that farmers increase nitrogen and phosphorus fertilizer use by 0.172% and 0.238% in response to moderate heat. However, farmers decrease nitrogen and phosphorus fertilizer application by 0.260% and 0.323% in response to temperature exceeding a threshold that leads to damaging effects on crop production. I further find that farmers will apply 37.41% more nitrogen fertilizers by mid-century when compared to a world without climate change, leading to deterioration of water quality. I show that the resulting nutrient runoff will increase nitrogen and phosphorus pollution by 9.72% and 12.91% under a business-as-usual scenario. The final essay studies the impact of a fertilizer subsidy program in the Hills region of Nepal that aims to enhance agricultural yields of smallholder farmers. Using data from household surveys conducted before and after the program, I apply difference-in-differences estimation to show that the subsidy, on average, leads to a 38.7% increase in fertilizer use among eligible households. However, compared to farmers with larger plot sizes, smallholder farmers experience a 12.1% decrease in the use of chemical fertilizers and a 21.2% decrease in agricultural yield after the subsidy program. I discuss how fertilizer supply shortages and varying access to the subsidy contribute to the negative impact of the subsidy program among smallholder farmers.


Feeding a Divided America

Feeding a Divided America
Author: Gilles Stockton
Publisher: University of New Mexico Press
Total Pages: 113
Release: 2024-05-15
Genre: Business & Economics
ISBN: 0826366112

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In Feeding a Divided America, third-generation Montana rancher and international agriculture development specialist Gilles Stockton explores the causes of what he refers to as the “rural-urban divide” and how this widening chasm between rural America and urban centers threatens our democracy. Indeed, it determines the structure of our society, including the physical and political landscapes in which we live. Stockton shows how big banks, international food conglomerates, urban expectations, and US farm policy have all furthered the demise of small towns across America. These essays provide a clear portrait of national food issues surrounding market competition, US trade policy, wildlife controversies, climate change, supply-chain disruptions, and US farm policy, topics that transcend all geopolitical boundaries. Stockton stands firm with American farmers and ranchers, offering potential remedies to these issues in the face of concerns over livelihood, the future of American food systems, and the future of our planet. Stockton’s essays are timely, and they challenge American urbanites and rural folk alike to find ways for all of us to coexist in a changing environment. Whether we eat may depend on it.


Essays on the Nexus of Climate Change, Agricultural Productivity, and the Environment

Essays on the Nexus of Climate Change, Agricultural Productivity, and the Environment
Author: Olabisi Aderonke Ekong
Publisher:
Total Pages: 0
Release: 2021
Genre:
ISBN:

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Agriculture is highly dependent on and sensitive to weather. Warming effects result from greenhouse gas emissions and aerosols from a small number of countries but its impact will be felt on a global scale. So far, agricultural productivity growth has sustained the continuous global supply of food but will this continue into the foreseeable future with the incidence of climate change? The effects of climate change on crop yields have been the focus of several studies. However, the sensitivity of agricultural productivity (measured as Total Factor Productivity-TFP) to climate change is not well understood. The first essay examines how historical changes in temperature and precipitation have affected the evolution of agricultural total factor productivity (TFP) while accounting for the short and long term impact. A fixed effect regression model for 128 countries for a period of 1961 to 2014 was employed to exploit yearly changes in temperature and precipitation as the identification strategy. Results show that precipitation has a significant effect on TFP growth in Sub-Saharan Africa, tropical and low income countries. Global short term temperature effect is offset in the long run showing that farmers adapt to reduce the effects of temperature in their behavioral decisions. Irrespective of the impact of climate change, there have been calls for an increase in agricultural productivity due to uncertainty and a global decline in Research and Development (R&D) expenditures. Previous literature accounts for the effect of global TFP growth on global food security and the environment. My second essay estimates the impact of TFP growth in different regions on global food security and the environment using a partial equilibrium model. To construct comparable TFP shocks across regions, I consider three TFP shock scenarios: (i) a uniform 100 percent increase in TFP growth in each region, (ii) TFP growth in each region that gives the same decrease in global commodity price, and (iii) TFP growth in each region resulting from the same increase in R&D expenditure. Results show that a 100% increase in TFP in the US & Canada increases agricultural carbon emission within the US & Canada by 16.9% but with a net global decrease in agricultural carbon emissions by 4.27%. In addition, a 100% increase in TFP in the US & Canada decreases global food security (malnutrition) by 13.09%. These results provide justification to support increasing R&D expenditures in developed regions. Overall, TFP growth is most effective in Sub-Saharan Africa as it gives the largest reductions in malnutrition and carbon emissions.


Essays on the Effect of Climate Change on Agriculture and Agricultural Transportation

Essays on the Effect of Climate Change on Agriculture and Agricultural Transportation
Author: Witsanu Attavanich
Publisher:
Total Pages:
Release: 2012
Genre:
ISBN:

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This dissertation analyzes the impact of climate, and atmospheric carbon dioxide (CO2) on crop yields and grain transportation. The analysis of crop yields endeavors to advance the literature by statistically estimating the effects of atmospheric carbon dioxide (CO2) on observed crop yields. This is done using an econometric model estimated over pooled historical data for 1950-2009 and data from the free air CO2 enrichment experiments. The main findings are: 1) yields of soybeans, cotton, and wheat directly respond to the elevated CO2, while yields of corn and sorghum do not; 2) the effect of crop technological progress on mean yields is non-linear; 3) ignoring atmospheric CO2 in an econometric model of crop yield likely leads to overestimates of the pure effects of climate change and technological progress on crop yields; and 4) average climate conditions and climate variability contribute in a statistically significant way to average crop yields and their variability. To examine climate change impacts on grain transportation flows, this study employs two modeling systems, a U.S. agricultural sector model and an international grain transportation model, with linked inputs/outputs. The main findings are that under climate change: 1) the excess supply of corn and soybeans generally increases in Northern U.S. regions, while it declines in Central and Southern regions; 2) the Corn Belt, the largest producer of corn in the U.S., is anticipated to ship less corn; 3) the importance of lower Mississippi River ports, the largest current destination for U.S. grain exports, diminishes under the climate change cases, whereas the role of Pacific Northwest ports, Great Lakes ports, and Atlantic ports is projected to increase; 4) the demand for grain shipment via rail and truck rises, while demand for barge transport drops.


Essays on Externalities and Agriculture in the United States and Brazil

Essays on Externalities and Agriculture in the United States and Brazil
Author: Maria Susannah Bowman
Publisher:
Total Pages: 65
Release: 2013
Genre:
ISBN:

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In these three essays collectively entitled "Essays on Externalities and Agriculture in the United States and Brazil", I discuss three topics. In the first essay, I review the economic literature on diversification in farming systems and comment on the economic incentives and disincentives for diversification in 21st century agriculture. In the second essay, I focus on deforestation in Brazil, which is an externality associated with the expansion of agricultural production at forest frontiers. Using a natural experiment (changes in international Foot-and-Mouth Disease certification), I identify the portion of annual deforestation that can be attributed to changes in disease status, and suggest that the mechanism for new deforestation may be due to increased prices when beef is considered to be safe for export. In my third essay, I discuss the production economics behind the use of sub-therapeutic antibiotics in U.S. pork and poultry production, and comment in detail on the potential for heterogeneity in the returns to antibiotic use (and costs of regulation). A more detailed summary of each essay follows. Chapter 1: Economic Factors Affecting Diversified Farming Systems In response to a shift toward specialization and mechanization during the 20th century, there has been momentum on the part of a vocal contingent of consumers, producers, researchers, and policy makers who call for a transition toward a new model of agriculture. This model employs fewer synthetic inputs, incorporates practices which enhance biodiversity and environmental services at local, regional, and global scales, and takes into account the social implications of production practices, market dynamics, and product mixes. Within this vision, diversified farming systems (DFS) have emerged as a model that incorporates functional biodiversity at multiple temporal and spatial scales to maintain ecosystem services critical to agricultural production. This essay's aim is to provide an economists' perspective on the factors which make diversified farming systems (DFS) economically attractive, or not-so-attractive, to farmers, and to discuss the potential for and roadblocks to widespread adoption. The essay focuses on how a range of existing and emerging factors drive profitability and adoption of DFS, and suggests that, in order for DFS to thrive, a number of structural changes are needed. These include: 1) public and private investment in the development of low-cost, practical technologies that reduce the costs of production in DFS, 2) support for and coordination of evolving markets for ecosystem services and products from DFS and 3) the elimination of subsidies and crop insurance programs that perpetuate the unsustainable production of staple crops. This work suggests that subsidies and funding be directed, instead, toward points 1) and 2), as well as toward incentives for consumption of nutritious food. Chapter 2: Foot-and-Mouth Disease and Deforestation in the Brazilian Amazon Deforestation in the Brazilian Amazon released approximately 5.7 billion tons of CO2 to the atmosphere between 2000 and 2010, and 50-80% of this deforestation was for pasture. Most assume that increasing demand for cattle products produced in Brazil caused this deforestation, but the empirical work to-date on cattle documents only correlations between cattle herd size, pasture expansion, cattle prices, and deforestation. This essay uses panel data on deforestation and Foot-and-Mouth Disease (FMD) status--an exogenous demand shifter--to estimate whether changes in FMD status caused new deforestation in municipalities in the Brazilian Amazon and cerrado biomes during the 2000-2010 period. Becoming certified as FMD-free caused annual deforestation to be 42% to 85% higher than deforestation rates in infected municipalities, on average, during the 2000-2010 period. Chapter 3: Potential for heterogeneity in the returns to sub-therapeutic antibiotics in U.S. pork and poultry operations Each year, more than 50,000 people in the U.S. die from hospital-acquired bacterial infections, millions experience episodes of foodborne illness, and reported cases of "superbugs" such as Methicillin-resistant Staphylococcus aureus (MRSA) and vancomycin-resistant enterococci (VRE) are on the rise. For those who acquire a resistant infection in their food, in their community, or in a hospital, resistance is associated with a longer duration of treatment, the use of more potent antibiotics, and longer hospital stays. This, in turn, means increased health care costs and costs to society due to antibiotic-resistant infections. Antibiotic resistance is contributing to the scope and severity of this health care crisis, and at least some of the responsibility for antibiotic resistance sits on the shoulders of industrial livestock production. In livestock operations, low or sub-therapeutic doses of antibiotics (STAs) are used to promote growth, in addition to their use to prevent and control disease. Today, more antibiotics are used in livestock production and the production of milk and eggs than in humans. While the use of sub-therapeutic doses of antibiotics is regulated less stringently in the United States than in the European Union, there is movement toward and potential for such regulation. Beginning in the 1970s, economic researchers began to study the potential impacts of bans on the use of sub-therapeutic antibiotics on the pork, poultry, and beef sectors and on U.S. consumers, but there has been little study of how heterogeneity impacts antibiotic use, and in turn, how it impacts returns to using antibiotics in U.S. livestock operations. I concentrate on U.S. pork and poultry operations since they are the largest users of sub-therapeutic antibiotics by volume in the U.S., and explore the existing literature on the economics of sub-therapeutic antibiotic use for glimpses of heterogeneity in the returns to antibiotic use. Perhaps the most interesting source of heterogeneity in returns to antibiotic use may be heterogeneity in management and/or the use of potential substitutes for antibiotics, such as improved sanitation practices and more modern facilities. Productivity and use of technologies that substitute for STA use vary amongst producers, and likely by region and farm size. Thus, the marginal abatement costs of reducing STA use vary across industries, producers, production systems, and regions.


Essays on Agricultural Adaptation to Climate Change and Ethanol Market Integration in the U.S.

Essays on Agricultural Adaptation to Climate Change and Ethanol Market Integration in the U.S.
Author: Ruth Ada Aisabokhae
Publisher:
Total Pages:
Release: 2013
Genre:
ISBN:

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Climate factors like precipitation and temperature, being closely intertwined with agriculture, make a changing climate a big concern for the entire human race and its basic survival. Adaptation to climate is a long-running characteristic of agriculture evidenced by the varying types and forms of agricultural enterprises associated with differing climatic conditions. Nevertheless climate change poses a substantial, additional adaptation challenge for agriculture. Mitigation encompasses efforts to reduce the current and future extent of climate change. Biofuels production, for instance, expands agriculture0́9s role in climate change mitigation. This dissertation encompasses adaptation and mitigation strategies as a response to climate change in the U.S. by examining comprehensively scientific findings on agricultural adaptation to climate change; developing information on the costs and benefits of select adaptations to examine what adaptations are most desirable, for which society can further devote its resources; and studying how ethanol prices are interrelated across, and transmitted within the U.S., and the markets that play an important role in these dynamics. Quantitative analysis using the Forestry and Agricultural Sector Optimization Model (FASOM) shows adaptation to be highly beneficial to agriculture. On-farm varietal and other adaptations contributions outweigh a mix shift northwards significantly, implying progressive technical change and significant returns to adaptation research and investment focused on farm management and varietal adaptations could be quite beneficial over time. Northward shift of corn-acre weighted centroids observed indicates that substantial production potential may shift across regions with the possibility of less production in the South, and more in the North, and thereby, potential redistribution of income. Time series techniques employed to study ethanol price dynamics show that the markets studied are co-integrated and strongly related, with the observable high levels of interaction between all nine cities. Information is transmitted rapidly between these markets. Price seems to be discovered (where shocks originate from) in regions of high demand and perhaps shortages, like Los Angeles and Chicago (metropolitan population centers). The Maximum Likelihood approach following Spiller and Huang's model however shows cities may not belong to the same economic market and the possibility of arbitrage does not exist between all markets. The electronic version of this dissertation is accessible from http://hdl.handle.net/1969.1/148422


Essays in Environmental and Development Economics

Essays in Environmental and Development Economics
Author: Shun Chonabayashi
Publisher:
Total Pages: 0
Release: 2021
Genre:
ISBN:

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This dissertation lies at the intersection of environmental economics and development economics. It includes three essays that empirically examine the effects of climate change and extreme weather events on agriculture in both developed and developing countries.The first essay explores how the choice of weather data sets could affect estimates of climate change impacts. A large body of empirical literature finds that high temperatures are detrimental to a wide range of economic outcomes. These effects are often identified from the within-location temporal variation in exposure to the extreme right tail of the temperature distribution. Here, we document large discrepancies in exposure to extreme temperatures across six high-resolution gridded weather data sets in the US, where weather data is considered to be of high quality. We explore and illustrate the consequences of these data discrepancies in the estimation of potential climate change impacts on agriculture. We find that most climate change impacts based on different climate data sets are not statistically different from each other. Yet, the choice of the underlying weather data set can account for up to 48 percent of estimated warming damages on US crop yields. These findings highlight an important, but generally unrecognized, source of uncertainty in estimates of climate change impacts and the need for more systematic intercomparisons of widely used geospatial data sets in environmental social sciences.In the second essay, we estimate the impact of self-reported occurrences of droughts and floods on crop and livestock net income in Sub-Saharan Africa during the period 2009-2016. Based on a pooled data set for five countries, we find robust negative and heterogeneous impacts of droughts and floods across different levels of irrigation, poverty, and agricultural diversification, including reductions of net crop income by 34 percent and 61 percent due to droughts and floods, respectively. The study also confirms the importance of poverty alleviation and agricultural diversification to cope with the adverse effects of droughts and floods.The third essay studies the effects of droughts and floods on agricultural livelihoods in Zambia. The adverse effects of weather extremes produce widespread damage and cause severe alterations in the normal functioning of household agricultural production in Zambia. The intensity and frequency of extreme weather events, such as droughts and floods, are expected to increase due to climate change. Coupled with high poverty levels and limited institutional capacity, the country is highly vulnerable to the impact of extreme events. We quantify the effects of economic diversification on the agricultural productivity of poor farm households with a skew-normal regression approach while accounting for drought and flood shocks. Our analysis finds that economic diversification is a strategy to increase agricultural productivity and mitigate the adverse impact of droughts and floods on agricultural households. The results also support the country's policies to encourage hybrid maize production and to provide crop seeds and fertilizers to poor farmers. This paper provides a framework to plan and inform interventions to enhance household economic resilience to weather shocks through agricultural diversification in Zambia and other countries.