Agriculture policy
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CDDRL Honors Student, 2024-25
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Major: Political Science
Minor: Modern Languages & Data Science
Hometown: Lodi, California
Thesis Advisor: Anna Grzymala-Busse

Tentative Thesis Title: Combating Agricultural Labor Exploitation among Migrant Workers in Italy and California

Future aspirations post-Stanford: After Stanford, I would like to attend graduate school, continue to learn languages, and participate in public service projects.

A fun fact about yourself: I ran my first half marathon in Rome while studying abroad in Florence this past winter!

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For many, spring break is synonymous with time away on laid back beaches. But for the hardworking students in the Ford Dorsey Master's in International Policy Class of 2024, the break from their normal classes was the perfect opportunity to meet with partners all over the world and conduct field research for their capstone projects.

Each year, second year master's students participate in a two quarter course called the Policy Change Studio. Built on the idea that hands-on experience navigating the realities of bureaucracy, resource constraints, and politics is just as important for students as book learning and theory, this capstone course pairs groups of students with governments, NGOs, and research institutes around the world to practice crafting policy solutions that help local communities.

From agricultural policy in Mongolia to public transportation in Ghana, cyber resilience in Taiwan and AI governance in Brazil, keep reading to see how our students have been making an impact!

 

Brazil

Poramin Insom, Justin Yates, Thay Graciano, and Rosie Lebel traveled to Rio de Janeiro to work with the Institute for Technology and Society to investigate ways to design a governance strategy for digital and AI tools in public defenders' offices.

Artificial Intelligence promises to transform Public Defenders in Brazil, as seen throughout our fieldwork trip in Rio de Janeiro. Our team spent the week discussing the integration of AI in legal practices with defenders from 13 states and experts from Instituto de Tecnologia e Sociedade (ITS Rio) and COPPE / UFRJ. We focused on developing AI tools tailored to reduce administrative burdens, enabling defenders to concentrate on advocacy. With nearly 80% of Brazilians entitled to free legal aid, AI can automate routine tasks like document categorization and grammatical corrections.

Significant challenges relate to privacy and potential biases in algorithms, underscoring the need for collaborative governance to ethically implement these solutions. Thus, a unified technological strategy is crucial. We hope that through our work, we can create a collaborative governance framework that will facilitate the development of digital and AI tools, ultimately helping citizens at large. We appreciated the opportunity to learn from incredibly dedicated professionals who are excited to find new ways to jointly develop tools.

 

China-Taiwan

Sara Shah, Elliot Stewart, Nickson Quak, and Gaute Friis traveled to Taiwan to gain a firsthand perspective on China’s foreign information manipulation and influence (FIMI), with a specific focus on the role that commercial firms are playing in supporting these campaigns.

We met with government agencies, legislators, military and national security officials, private sector actors, and civil society figures within Taiwan's vibrant ecosystem for countering Foreign Information Manipulation and Interference (FIMI). On the ground, the team found that China’s FIMI operations are evolving and increasingly subtle and complex. As generative AI empowers malign actors, our team assessed that the battle against sophisticated, state-sponsored influence campaigns requires a more integrated and strategic approach that spans legal, technological, and societal responses.

 

Ghana

Skylar Coleman and Maya Rosales traveled to Accra and Cape Coast in Ghana while Rosie Ith traveled to Washington DC and Toronto to better understand the transit ecosystem in Ghana and the financial and governing barriers to executing accessible and reliable transportation.

During their time in Ghana, Skylar and Maya met with various stakeholders in the Ghanaian transportation field, including government agencies, ride-share apps, freight businesses, academics, and paratransit operators. Presently, paratransit operators, known locally as "tro tros," dominate the public transportation space and with a variety of meetings with their union officials and drivers in terminals around Accra they were able to learn about the nature of the tro tro business and their relationships — and lack thereof — with the government.

In D.C., Rosie met with development organizations and transport officials and attended the World Bank’s Transforming Transportation Conference and their paratransit and finance roundtable. Collectively, they learned about the issues facing the transport industry primarily related to problems surrounding bankability, infrastructure and vehicle financing, and lack of government collaboration with stakeholders. Insights from the trip spurred their team away from conventional physical interventions and toward solutions that will bridge stakeholder gaps and improve transport governance and policy implementation.

 

Mongolia

Ashwini Thakare, Kelsey Freeman, Olivia Hampsher-Monk, and Sarah Brakebill-Hacke traveled to Mongolia and Washington D.C. to better understand grassland degradation, the role that livestock overgrazing plays in exacerbating the problem, and what is currently being done to address it.

Our team had the opportunity to go to Mongolia and Washington DC where we conducted over twenty structured interviews with a variety of stakeholders. We spoke with people including local and central government officials, officials of international organizations, representatives from mining and cashmere industries, community organizations, academic researchers, herder households, NGOs and Mongolian politicians. Though we knew the practice of nomadic herding is core to Mongolia’s national identity, we didn’t fully realize just how integrated this practice, and the problem of grassland degradation, are in the economy, society and politics of Mongolia.

In the run-up to Mongolia’s election in June, this issue was especially top of mind to those we interviewed. Everyone we spoke with had some form of direct connection with herding, mostly through their own families. Our interviews, as well as being in Ulaanbaatar and the surrounding provinces, helped us to deepen our understanding of the context in which possible interventions operate. Most especially we observed all the extensive work that is being done to tackle grassland degradation and that institutionalizing and supporting these existing approaches could help tackle this issue.

 

New Zealand

Andrea Purwandaya, Chase Lee, Raul Ruiz, and Sebastian Ogando traveled to Auckland and Wellington in New Zealand to support Netsafe’s efforts in combating online harms among 18- to 30-year-olds of Chinese descent. This partnership aims to enhance online safety messages to build safer online environments for everyone.

While on the ground, our team met with members from Chinese student organizations and professional associations to gather primary evidence on the online harms they face. We also met with Tom Udall, the U.S. Ambassador to New Zealand, his team, and university faculty to brainstorm solutions to tackle this problem. We learned about the prevalent use of “super-apps” beyond WeChat in crowdsourcing solutions and support, and were able to better grasp the complexities of the relationships between public safety organizations and the focus demographic. In retrospect, it was insightful to hear from actors across the public, private, and civic sectors about the prevalence of online harms and how invested major stakeholders are in finding common solutions through a joint, holistic approach.

 

Sierra Leone

Felipe Galvis-Delgado, Ibilola Owoyele, Javier Cantu, and Pamella Ahairwe traveled to Freetown, Sierra Leone to analyze headwinds affecting the country's solar mini grid industry as well as potential avenues to bolster the industry's current business models.

Our team met with private sector mini grid developers, government officials from the public utilities commission and energy ministry, and rural communities benefiting from mini grid electrification. While we saw first-hand the significant impact that solar mini grids can have on communities living in energy poverty, we also developed a deeper understanding of the macroeconomic, market, and policy conditions preventing the industry from reaching its full potential of providing energy access to millions of Sierra Leoneans. Moving forward, we will explore innovative climate finance solutions and leverage our policy experience to develop feasible recommendations specific to the local environment.

 

Taiwan

Dwight Knightly, Hamzah Daud, Francesca Verville, and Tabatha Anderson traveled to Taipei, Keelung, and Hsinchu, Taiwan to explore the island democracy’s current posture and future preparedness regarding the security of its critical communications infrastructure—with a special focus on its undersea fiber-optic cables.

During our travels around Taiwan and our many meetings, we were surprised with the lack of consensus among local decision-makers regarding which potential solution pathways were likely to yield the most timely and effective results. These discrepancies often reflected the presence of information asymmetries and divergent institutional interests across stakeholders—both of which run counter to Taiwan’s most urgent strategic priorities. Revising existing bureaucratic authorities and facilitating the spread of technical expertise would enable—and enrich—investment in future resilience.

While we anticipated that structural inefficiencies would impede change to some degree, our onsite interviews gave us a clearer picture of where policy interventions will likely have the most positive effect for Taiwan's defense. With the insights from our fieldwork, we intend to spend the remainder of the quarter exploring new leads, delving into theory of change, and designing a set of meaningful policy recommendations.

 

The Ford Dorsey Master's in International Policy

Want to learn more? MIP holds admission events throughout the year, including graduate fairs and webinars, where you can meet our staff and ask questions about the program.

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Students from the Ford Dorsey Master's in International Policy Class of 2024 brainstorm ideas for their capstone projects in the Policy Impact Studio at the Freeman Spogli Institute for International Studies at Stanford University.
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Hands on Policy Practice: A Look at the MIP Capstone Projects of 2024

Taiwan, New Zealand, and Sierra Leone are just a few of the places students from the Ford Dorsey Master's in International Policy are headed this year for their capstone projects.
Hands on Policy Practice: A Look at the MIP Capstone Projects of 2024
The Ford Dorsey Master's in International Policy Class of 2024 at the Freeman Spogli Institute for International Studies.
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A photo collage of the 2023 cohort of the Ford Dorsey Master's in International Policy on their Policy Change Studio internships.
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Master's Students Tackle Policy Projects Around the Globe

From Egypt to England, the Maldives to Switzerland, Vietnam, Ghana, Kenya, and Fiji, the 2023 cohort of the Ford Dorsey Master's in International Policy has criss-crossed the world practicing their policymaking skills.
Master's Students Tackle Policy Projects Around the Globe
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Each spring, second year students in the Ford Dorsey Master's in International Policy spread out across the globe to work on projects affecting communities from Sierra Leone to Mongolia, New Zealand, and beyond.

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Spring is just around the corner at the Farm, which means it's time for the students in the 2024 cohort of the Ford Dorsey Master's in International Policy program (MIP) to put down the books, roll up their sleeves, and get to work on their capstone projects.

Each year, second-year MIP students participate in the Policy Change Studio, an innovative two-quarter course that is designed to provide students with the know-how to bring about change in the world through hands-on projects. After a year and a half of studying the principles and frameworks of effective policymaking, our students take those ideas out of the classroom and put them into practice in projects sponsored by research groups, NGOs, and policy institutions all over the world.

This year our students are criss-crossing the globe to work on AI governance in Brazil, transportation systems in Ghana, sustainable agriculture in Mongolia, and much more. Keep reading to learn more about each project.

 

We are working with the National Taiwan Ocean University and the Taiwan Law and Technology Association led by Dr. Yachi Chiang (江雅綺) to help strengthen the security and integrity of Taiwan’s undersea cables. Specifically, our focus is on cable resiliency against PRC aggression, given that
Ford Dorsey Master's in International Policy students Dwight Knightly, Hamzah Daud, Tabatha Anderson, and Francesca Verville.
Dwight Knightly, Hamzah Daud, Francesca Verville, and Tabatha Anderson

the Taiwanese cables to the Matsu Islands have been cut 27 times, most recently in spring 2023. Our final report and presentation will analyze Taiwan’s current emergency management and resiliency plans, identify areas of improvement, and present solutions to fix these gaps. All of us care deeply about democracy and the rule of law, and the security of Taiwan against PRC aggression is central in the fight for those ideals. Our hope is that this work helps in some small way to improve the security of Taiwan and its people.

 

Combating Online Harms in Young Professionals in New Zealand

Our team is working with Netsafe, an online safety charity, to address online harms faced by 18-30-year-olds of Chinese descent in New Zealand. Netsafe works alongside government and law enforcement to address online safety. Due to a lack of continuity of online safety educational programs, young professionals
Ford Dorsey Master's in International Policy students Sebastian Ogando, Raul Ruiz-Solis, Chase Lee, and Aya Purwandaya (not pictured).
Sebastian Ogando, Raul Ruiz-Solis, Chase Lee, and Aya Purwandaya (not pictured)

need resources to be aware of online risks and the best measures to protect themselves. Netsafe has yet to find the most effective way to appeal to this demographic group.

We aim to understand the demographic's most frequently used online platforms, the most common types of online harms, cultural factors, and relevant stakeholders.

 

Understanding Commercial Influence Operations on Social Media from China

Our MIP capstone team is working with DoubleThink Lab in Taiwan to map the ecosystem of People's Republic of China (PRC)-backed commercial influence operations on social media. Currently so-called "dark PR" firms can support PRC
Ford Dorsey Master's in International Policy students Nickson Quak, Gaute Friis, Sara Shah, and Elliot Stewart.
Nickson Quak, Gaute Friis, Sara Shah, and Elliot Stewart

disinformation operations with near impunity. We’re particularly interested in how the development of new tools and tactics – like commercial firms’ use of paid influencers, or generative AI – will aid in further obscuring attribution and scaling operations. Our policy recommendations will address how governments, international organizations, and platforms can tackle this issue.

 

Our team is working with the Institute for Technology and Society of Rio de Janeiro (ITS) and the Public Defender's Office (PDO-RJ) in the State of Rio de Janeiro to develop a common governance mechanism for the implementation of artificial intelligence (AI)
Ford Dorsey Master's in International Policy students Poramin Insom, Justin Yates, Thay Graciano, and Rosie Lebel.
Poramin Insom, Justin Yates, Thay Graciano, and Rosie Lebel

tools. Our research focuses on how the different state PDOs in Brazil can collaborate and share AI tools to help reduce their demand and better serve their clients. The goal is for AI to be a "shared public infrastructure" that multiple PDOs can use to serve their clients.

 

Creating Accessible, Affordable Transport Systems in Ghana

Our team is working with the Ghana Center for Democratic Development to understand opportunities for commute time relief in Accra's congested traffic. Our current challenge is identifying sources of improvement in the transit system and
Ford Dorsey Master's in International Policy students Skylar Coleman, Rosie Ith, and Maya Rosales.
Skylar Coleman, Rosie Ith, and Maya Rosales

integrating solutions available at scale for the public. We aim to recommend policy interventions which reflect local demand, ensuring sustainable, efficient, and accessible transportation solutions for the community.

 

Overgrazing and Climate Change in Mongolia

Our capstone focuses on overgrazing in Mongolia where disruptions to the traditional practices of nomadic tribes threaten grassland health. Disruptions include the free market incentivizing increasing herd sizes and climate change reducing the quantity and diversity of vegetation. In the absence of strong
Ford Dorsey Master's in International Policy students Ashwini Thakare, Olivia Hampsher-Monk, Kelsey Freeman, and Sarah Brakebill-Hacke.
Ashwini Thakare, Olivia Hampsher-Monk, Kelsey Freeman, and Sarah Brakebill-Hacke

government interventions, local control of stock numbers, or strong market incentives, herds exceed the grassland carrying capacity in pockets that are becoming increasingly degraded. This threatens nomadic pastoralism, a traditional way of life. With such complex and interlinked drivers to this problem, it has been challenging to isolate the causes we should focus on. We have been working with our partners at The Asia Foundation who are in the early stages of piloting a solution.

 

Solar Mini-grids and Renewable Energy in Sierra Leone

We’re partnering with Sustainable Energy for All, who have identified solar mini-grids as a necessary tool to achieve greater energy access in Sierra Leone. Previous efforts to improve the market for mini-grids have focused on regulatory reform and financial backing from diverse donors. Unfortunately,
Ford Dorsey Master's in International Policy students Felipe Galvis-Delgado, Javier Cantu, Pamella Ahairwe, and Ibilola Owoyele.
Felipe Galvis-Delgado, Javier Cantu, Pamella Ahairwe, and Ibilola Owoyele

these interventions have not led to a widespread growth in mini-grid development, as the industry continues to struggle. We hope to further explore the market and regulatory landscape and learn how sub-interventions including cross-subsidization, de-risking investment, demand creation, and other innovative and locally-based solutions may help improve the industry’s viability and aid in increasing access to affordable, renewable energy in Sierra Leone.

 

The Ford Dorsey Master's in International Policy

Want to learn more? MIP holds admission events throughout the year, including graduate fairs and webinars, where you can meet our staff and ask questions about the program.

Read More

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The Ford Dorsey Master's in International Policy Class of 2024 at the Freeman Spogli Institute for International Studies.
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Meet the Ford Dorsey Master's in International Policy Class of 2024

The 2024 class of the Ford Dorsey Master’s in International Policy has arrived at Stanford eager to learn from our scholars and tackle policy challenges ranging from food security to cryptocurrency privacy.
Meet the Ford Dorsey Master's in International Policy Class of 2024
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Taiwan, New Zealand, and Sierra Leone are just a few of the places students from the Ford Dorsey Master's in International Policy are headed this year for their capstone projects.

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Navyug Gill: Despite government repression and a resurgent pandemic, the farmer and laborer struggle in India remains a potent force of transformative politics. It has been ongoing for nearly six months at the Delhi borders, eleven months in Panjab, and many decades in the making. This struggle has captured the attention of millions of people in India and across the world. And it has unsettled a variety of assumptions as well as thrown up profound questions for understandings of societal change and collective wellbeing. Why did this struggle emerge in Panjab at this time? What are its internal faultlines and fissures as well as potential sutures? And how does it challenge the common sense of capitalist progress? By offering new insights into agriculture, hierarchy and neoliberalism, this struggle has become one of global dimensions as much as of imaginations.
Mallika Kaur: The massive agrarian protest in Punjab is unprecedented, but the underlying agrarian plight is not. Over the past several decades, this plight has manifested in a downward social spiral. Yet the protestors today seem to be insisting on the return to a status quo in which thousands kill themselves out of desperation every year. Discussing this seeming paradox, the presentation will focus on how agrarian distress has been decidedly gendered and how the current protests have in fact also become a site of feminist action and challenge to the gender status quo. Women’s participation, contribution, and leadership, cannot be ignored just because it might not meet dominant feminist rhetoric or frameworks. 
Protesting women are demanding ‘others’ stop expecting them to play weeping subjects when they've always been agents of change, stop peddling women’s lack of independent political astuteness. At the same time, they demand ‘their’ men listen—to stories of victimhood & survivorship and build respectful partnerships with no place for sexual discrimination and harassment. The protesting women are raising important questions and illustrating essential ways of organizing, relating, and strengthening inside-out—thus making an undeniable contribution to women’s empowerment across India, South Asia and beyond.
 
Speakers:
Navyug Gill
 is a scholar of modern South Asia and global history. He is Assistant Professor in the Department of History at William Paterson University. He received a PhD from Emory University, and a BA from the University of Toronto. His research explores questions of agrarian change, labor politics, caste hierarchy, postcolonial critique and global capitalism. Currently, he is completing a book on the emergence of the peasant and the rule of capital in colonial Panjab. His academic and popular writings have appeared in venues such as the Journal of Asian Studies, Economic and Political Weekly, Al Jazeera, Law and Political Economy Project, Borderlines and Trolley Times.
Mallika Kaur is a lawyer and writer who focuses on gender and racial justice. She is the co-founder and Acting Executive Director of the Sikh Family Center, the only Sikh American organization focused on gender-based violence. Her book, Faith, Gender, and Activism in the Punjab Conflict: The Wheat Fields Still Whisper, was recently published by Palgrave MacMillan. Kaur holds a Master in Public Policy from Harvard and a Juris Doctorate from UC Berkeley School of Law where she now teaches skills-based and experiential social justice classes, including "Negotiating Trauma, Emotions and the Practice of Law."

This virtual event is sponsored by:  Center for South Asia, Shorenstein Asia-Pacific Research Center, and Institute for South Asia Studies, UC Berkeley
 
 
On-Line via Zoom webinar    REGISTER    
                         
Navyug Gill William Paterson University
Mallika Kaur Sikh Family Center
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Rob Jordan
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COVID-19, combined with the effects of ongoing civil conflicts, hotter and drier weather in many areas, and an unfolding locust invasion in Africa and the Middle East, could cut off access to food for tens of millions of people. The world is “on the brink of a hunger pandemic,” according to World Food Program (WFP) Executive Director David Beasley, who warned the United Nations Security Council recently of the urgent need for action to avert “multiple famines of biblical proportions.”

(Watch Beasley’s conversation on food insecurity as a national security threat with his WFP predecessor, Ertharin Cousin, a visiting scholar with Stanford’s Center of Food Security and the Environment.)

Understanding how these conditions – alone or in combination – might affect crop harvests and food supply chains is essential to finding solutions, according to David Lobell, the Gloria and Richard Kushel Director of the Center on Food Security and the Environment. Below, Lobell discusses the connection between immigration and U.S. food security, a counter-intuitive effect of COVID-19 and more.

 

How could COVID-19 affect global food security?

I think the biggest effects will probably be related to lost incomes for many low-income people. Even if food prices don’t change, potentially hundreds of millions could be pushed into a much more precarious food situation. I’d be especially worried about remittances – the money immigrants in wealthy nations send home to developing nations – falling, since these are a surprisingly large source of stability for many poor people. Beyond the income effects, there are definitely prospects for reduced supply of foods, but I think these are secondary, especially because global stocks right now are quite large.

Another counter-intuitive effect is that the drop in gasoline demand due to social distancing may be a big driver of changes in food prices. A lot of corn demand is for use in ethanol fuel, and corn prices can affect the prices of many other crops. The price of corn has dropped by about 20 percent since February.

 

What are the biggest risks in terms of food supply?

Three things come to mind. First, for crops that require a lot of labor, there are some indications that planting and harvest activities are being affected. Even though these are usually included as essential activities, they often rely on migrant populations that can no longer cross state or national borders. California is going to be a prime case study in this.

Second, some countries, like Russia, have started to restrict food exports in an effort to calm domestic consumers worried about food shortages. Even if there is enough global supply, there is a risk that supply for importing countries could be curtailed. This was a big part of the food price spikes a decade ago. Now, we have the added potential that exports will be limited by a lack of mobility to get products to the port – for instance, there are reports from South America that towns won’t let trucks through for fear of the virus.

Third, COVID-19 could really limit the ability of governments and international groups to address other crises that emerge. Nearly every year there are at least a few surprises around the world affecting food that are usually handled before they make big news. Things like livestock diseases and crop pest outbreaks, for example. But without the ability to deploy people to assess and fix problems, there is more scope for issues to go unchecked. Right now, the biggest example of this is the desert locust outbreak in Eastern Africa.

 

What current and/or likely future weather conditions might have significant impacts on food production?

As the globe warms, we continue to see more “surprises” in most years in terms of record hot or dry growing seasons. It’s a bit too soon to say if and where those will emerge this year. Since global food stocks are high, we have some ability to cope with a shock, but if governments are already nervous it may take less to induce export bans and all of the negative effects those entail.

 

Ahead of the summer harvest, what is the prospect for controlling locust swarms in threatened countries, and how might the swarms further complicate the global food security picture?

If not for COVID-19, this would likely be the biggest development related to food this year. My understanding is that they are spreading fast in Africa and the Middle East, and while they haven’t yet had big effects in the main production regions, the next couple of months will be critical. The hope is that the winds change and drive them back toward the desert areas they came from. If not, there are at least 20 million people at risk of major food security impacts in the region.

 

Could we see locust swarms in the U.S.? What can we do to prevent them?

Locusts can occur anywhere. A few years back there was a major outbreak in Israel. They haven’t been a big issue in the U.S. because control methods are available, such as widespread spraying. But again, in a time of COVID-19, these types of responses are harder.

 

What does history teach us about the situation we are in with multiple threats to food security, and how to deal with it?

I think it comes down to a combination of investing in science-based solutions to avoid problems to begin with, and then having good social safety nets for when problems arise. At that level, it’s not really any different than dealing with infectious disease. The absence of any problems is our goal. At the same time, that absence always seems to breed complacency and neglect. Hopefully, the experiences of 2020 will help strengthen support for a society based on facts, science and compassion.

 

Media Contacts

David Lobell, Center on Food Security and the Environment: (650) 721-6207; dlobell@stanford.edu

Rob Jordan, Stanford Woods Institute for the Environment: (650) 721-1881; rjordan@stanford.edu

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COVID-19 and other looming threats could make it much harder for people to access food. David Lobell, director of Stanford’s Center on Food Security and the Environment, outlines likely scenarios and possible solutions.

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Join us for a talk with agricultural and development economist Christopher B. Barrett, this quarter’s visiting scholar with the Center on Food Security and the Environment. Barrett is the Stephen B. and Janice G. Ashley Professor of Applied Economics and Management and an International Professor of Agriculture with Cornell’s Dyson School of Applied Economics and Management.

Professor Barrett will discuss food systems advances over the past 50 years that have promoted unprecedented reduction globally in poverty and hunger, averted considerable deforestation, and broadly improved lives, livelihoods and environments in much of the world. He’ll share perspectives on the reasons why, despite those advances, those systems increasingly fail large communities in environmental, health, and increasingly in economic terms and appear ill-suited to cope with inevitable further changes in climate, incomes, and population over the coming 50 years. Barrett will explore the new generation of innovations underway that must overcome a host of scientific and socioeconomic obstacles.
 
Also a Professor of Economics in the Department of Economics, Barrett is co-editor in chief of the journal Food Policy, is a faculty fellow with David R. Atkinson Center for a Sustainable Future and serves as the director of the Stimulating Agriculture and Rural Transformation (StART) Initiative housed at the Cornell International Institute for Food, Agriculture and Development.
 

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Accurate automated segmentation of remote sensing data could benefit applications from land cover mapping and agricultural monitoring to urban development surveyal and disaster damage assessment. While convolutional neural networks (CNNs) achieve state-of-the-art accuracy when segmenting natural images with huge labeled datasets, their successful translation to remote sensing tasks has been limited by low quantities of ground truth labels, especially fully segmented ones, in the remote sensing domain. In this work, we perform cropland segmentation using two types of labels commonly found in remote sensing datasets that can be considered sources of “weak supervision”: (1) labels comprised of single geotagged points and (2) image-level labels. We demonstrate that (1) a U-Net trained on a single labeled pixel per image and (2) a U-Net image classifier transferred to segmentation can outperform pixel-level algorithms such as logistic regression, support vector machine, and random forest. While the high performance of neural networks is well-established for large datasets, our experiments indicate that U-Nets trained on weak labels outperform baseline methods with as few as 100 labels. Neural networks, therefore, can combine superior classification performance with efficient label usage, and allow pixel-level labels to be obtained from image labels.

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Sherrie Wang
George Azzari
David Lobell
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