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How are India and the United States responding to the growing political and military power of China in the Indian Ocean region? India has traditionally sought to maintain strategic preeminence in the region and sees its influence as being increasingly contested. The United States sees the region as an integral part of the wider “Indo-Pacific,” defined by intensifying strategic competition with China. Military planners at U.S. Indo-Pacific Command are refining their strategy in the region, including their approach to mitigating security risks and deepening the U.S. Major Defense Partnership with India, alongside other allies and partners. In this off-the-record webinar, the Command’s senior policy advisor and two leading experts on the Indian Ocean will share their assessments of the key strategic challenges facing India and the United States in the region.

Speakers:

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David Brewster
David Brewster is a Senior Research Fellow at the National Security College at the Australian National University, where he focuses on security in India and the Indian Ocean region, and Indo-Pacific maritime affairs. His books include India as an Asia Pacific Power, about India’s strategic role in the Asia Pacific, India’s Ocean: the Story of India’s Bid for Regional Leadership, which examines India’s strategic ambitions in the Indian Ocean, and the edited volume, India and China at Sea: Competition for Naval Dominance in the Indian Ocean. He is the author of several reports, including The Second Sea, which examines Australia’s role in the Indian Ocean proposes a new roadmap for Australia’s strategic engagement in that region. Brewster holds a PhD from the Australian National University.
 

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Shezi Khan
Shehzi Khan is the Senior Policy Advisor in the Strategic Planning and Policy Directorate at Indo-Pacific Command, supporting senior leadership on key regional policy initiatives.  Ms. Khan served on the Secretary of State’s Policy Planning Staff, as Executive Officer to the Principal Deputy Director of National Intelligence, and as senior South Asia analyst at the State Department.  Ms. Khan briefed the President of the United States in 2013.  She has been posted in Pakistan, China, and New Zealand and also lived and worked in India, Egypt, and France. Ms. Khan speaks five foreign languages and holds an MBA in International Finance and an MA in International Relations.  She is a recipient of the National Intelligence Superior Service Medal and was named State Department’s Analyst of the Year in 2014.

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Nilanthi Samaranayake
Nilanthi Samaranayake directs the Strategy and Policy Analysis Program at CNA. She has led several studies on Indian Ocean and South Asia security. Recently Samaranayake has worked on U.S.-India naval cooperation, water resource competition in the Brahmaputra River basin, and Sri Lankan foreign policy. She also has conducted research on the navies of Bangladesh and Pakistan, the Maldives Coast Guard, security threats in the Bay of Bengal, and relations between smaller South Asian countries and China, India and the United States. Prior to joining CNA, Samaranayake held positions at the National Bureau of Asian Research and the Pew Research Center. Samaranayake holds an M.Sc. in International Relations from the London School of Economics and Political Science and a B.A. in International Studies from American University.


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Arzan Tarapore
Arzan Tarapore (Moderator) is the South Asia research scholar at the Shorenstein Asia-Pacific Research Center at Stanford University, where he leads the newly-restarted South Asia research initiative. He is also a senior nonresident fellow at the National Bureau of Asian Research. Tarapore’s research focuses on Indian military strategy and contemporary Indo-Pacific security issues. This includes a forthcoming paper on “Building Strategic Leverage in the Indian Ocean Region.” He previously held research positions at the RAND Corporation, the Observer Research Foundation, and the East-West Center in Washington. Prior to his scholarly career, he served as an analyst in the Australian Defence Department. Tarapore holds a PhD in war studies from King’s College London.

 

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David Brewster <br><i>Senior Research Fellow at National Security College, Australian National University</i><br><br>
Shehzi Khan <br><i>Senior Policy Advisor in the Strategic Planning and Policy Directorate, Indo-Pacific Command</i><br><br>
Nilanthi Samaranayake <br><i>Director of Strategy and Policy Analysis Program, CNA</i><br><br>
Arzan Tarapore - Moderator <br><i>South Asia Research Scholar, Stanford University</i><br><br>
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High resolution satellite imagery and modern machine learning methods hold the potential to fill existing data gaps in where crops are grown around the world at a sub-field level. However, high resolution crop type maps have remained challenging to create in developing regions due to a lack of ground truth labels for model development. In this work, we explore the use of crowdsourced data, Sentinel-2 and DigitalGlobe imagery, and convolutional neural networks (CNNs) for crop type mapping in India. Plantix, a free app that uses image recognition to help farmers diagnose crop diseases, logged 9 million geolocated photos from 2017–2019 in India, 2 million of which are in the states of Andhra Pradesh and Telangana in India. Crop type labels based on farmer-submitted images were added by domain experts and deep CNNs. The resulting dataset of crop type at coordinates is high in volume, but also high in noise due to location inaccuracies, submissions from out-of-field, and labeling errors. We employed a number of steps to clean the dataset, which included training a CNN on very high resolution DigitalGlobe imagery to filter for points that are within a crop field. With this cleaned dataset, we extracted Sentinel time series at each point and trained another CNN to predict the crop type at each pixel. When evaluated on the highest quality subset of crowdsourced data, the CNN distinguishes rice, cotton, and “other” crops with 74% accuracy in a 3-way classification and outperforms a random forest trained on harmonic regression features. Furthermore, model performance remains stable when low quality points are introduced into the training set. Our results illustrate the potential of non-traditional, high-volume/high-noise datasets for crop type mapping, some improvements that neural networks can achieve over random forests, and the robustness of such methods against moderate levels of training set noise. Lastly, we caution that obstacles like the lack of good Sentinel-2 cloud mask, imperfect mobile device location accuracy, and preservation of privacy while improving data access will need to be addressed before crowdsourcing can widely and reliably be used to map crops in smallholder systems.

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Remote Sensing
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David Lobell
Sherrie Wang
Stefania Di Tommaso
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Oriana Skylar Mastro
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This article by Oriana Skylar Mastro originally appeared in The Interpreter, a daily publication of the Lowy Institute.


There is no end in sight for the ongoing China-India border crisis. In June, China and India’s border dispute along the LAC (Line of Actual Control) resumed after a decades-long halt to the fighting, with the deaths of 20 Indian soldiers and an unspecified number of casualties on the Chinese side. After a few months of relative calm, tensions erupted in late August with “provocative military movements” near Pangong Tso Lake and a Tibetan soldier’s death in India’s Special Frontier Forces. Only a few weeks ago, both sides accused each other of firing warning shots, the first use of live fire in 45 years.

Although China and India’s foreign ministers recently agreed to disengage at talks in Moscow during the Shanghai Cooperation Organisation meeting, troops remain massed at the border. China is reportedly building military infrastructure. Many worry that increased tensions could lead to war, especially given India’s limited options.

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As the second- and fourth-largest militaries in the world – and two nuclear powers at that – soon enter the fifth month of a standoff, the world has been relatively silent. All countries, especially the United States, should help China and India avoid an armed confrontation. Wars happen, especially over territory. And it wouldn’t be the first time the two countries have fought over this issue. Fifty-eight years ago, the two countries found themselves at war when massed Chinese artillery opened fire on a weak Indian garrison in Namka Chu Valley, in an eastern area China considers Southern Tibet and India calls Arunachal Pradesh. China launched a simultaneous assault against the western sector, clearing Indian posts north of Ladakh. After 30 days of sporadic fighting, the war came to an end with a unilateral Chinese withdrawal from much of the territory it had seized.

But such a unilateral ceasefire is extremely rare. Most contemporary conflicts end through a negotiated settlement. This means getting the two countries to talk to each other face-to-face during a war can be necessary for war termination. But my research shows this does not come easily – states are often concerned that a willingness to talk will communicate weakness to their adversary, who, in turn, will be encouraged to continue the fighting. Only when states are confident their diplomatic moves will not convey weakness, and their adversary does not have the will or capabilities to escalate is a belligerent willing to come to the negotiating table.

Continue reading Mastro's comments in The Interpreter >>

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India and China are Taking New Risks Along Their Border

Will diplomacy help defuse the current tensions brewing along the India-China border? Arzan Tarapore analyzes why restoring peace between the two countries may prove difficult.
India and China are Taking New Risks Along Their Border
A regiment of the Indian Army practices in dress uniform for Republic Day
Commentary

Rethinking the Defense Doctrine of India

The security threats India faces along its borders require new strategies, and in order to manage and prevent future risks, the military needs to overhaul its traditional playbook of deterring and defending against conventional attacks says Arzan Tarapore.
Rethinking the Defense Doctrine of India
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Nations often hesitate to negotiate with opponents during conflict. But Oriana Skylar Mastro urges that this is precisely what India and China need to do in order to curb the potential for a protracted, costly war with devastating geopolitical implications.

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Arzan Tarapore
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This analysis by Arzan Tarapore was originally published at The Monkey Cage by The Washington Post.


Last week, the India-China border standoff came the closest it has yet to war. As Taylor Fravel explained, the long-standing border dispute dates from the 1962 Sino-Indian War. The dispute came to a boil in May when a large force of Chinese soldiers crossed the Line of Actual Control (LAC), the disputed border between the two countries since 1962. A deadly skirmish in June temporarily raised tensions, but it was the result of tragic happenstance rather than large and risky military maneuvers.

Tensions have escalated more seriously since late August because both sides have jostled for tactical advantage, creating incentives for each side to outflank or even fight the other.

Here’s where things stand in this crisis.

Aggressive tactical maneuvers led to rising tensions

A new phase of the four-month-long border crisis opened when Indian special forces quietly occupied several peaks in the mountainous Chushul sector of Ladakh during the night of Aug. 29-30. These peaks sit on India’s side of the LAC, just south of a divided lake — Pangong Tso — but had been left unoccupied in accordance with confidence-building agreements. They were the site of tenacious fighting in the 1962 border war and hold particular tactical significance because they overlook an important pathway through the mountains between India and China.

Occupying the high ground in Chushul was designed to prevent Chinese forces from establishing an even stronger position. India also may have calculated that it could negotiate a withdrawal from those tactically valuable peaks in return for a Chinese withdrawal from areas seized after May.

Tensions rose. Indian and Chinese troops also scrambled to secure high ground overlooking new Chinese fortifications on the north bank of Pangong Tso. They reinforced their positions with additional aircraft and armor and accused each other of firing the first gunshots on the LAC since 1975. Some Indian analysts warned that China might risk war to reverse India’s occupation of the Chushul peaks.

Continue reading Arzan's full analysis on Monkey Cage at The Washington Post >>

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The security threats India faces along its borders require new strategies, and in order to manage and prevent future risks, the military needs to overhaul its traditional playbook of deterring and defending against conventional attacks says Arzan Tarapore.
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An Indian Army soldier looking through a military monocular over hills in the background
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U.S. Policymakers Cannot Assume the Fixity of Indian Strategic Preferences, Argues South Asia Research Scholar Arzan Tarapore

In a special report published by the National Bureau of Asian Research, Tarapore analyzes possible scenarios for India’s strategic future that expose risks and tensions in current U.S. policy.
U.S. Policymakers Cannot Assume the Fixity of Indian Strategic Preferences, Argues South Asia Research Scholar Arzan Tarapore
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Will diplomacy help defuse the current tensions brewing along the India-China border? Arzan Tarapore analyzes why restoring peace between the two countries may prove difficult.

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Arzan Tarapore
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This op-ed by Arzan Tarapore originally appeared in The Hindu.



Over four months ago, the Chinese army entered territory that India has long considered its own, and never left. In effect, the multiple incursions have changed the Line of Actual Control (LAC) and India has lost territory, at least for the time being. How could this happen?

In part, it was a failure of the warning-intelligence system. Either Indian intelligence services did not collect sufficient data of Chinese intentions and early moves, or they did not interpret it correctly, or their policy and military customers failed to take the warning seriously. Wherever the fault lay, the system apparently failed.

In part, however, the problem also lay in the Army’s concepts for defending the country’s borders. It is, as the current crisis shows, simply not postured or prepared for the type of security threat China presents. (Continue reading the full article in The Hindu.)

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U.S. Policymakers Cannot Assume the Fixity of Indian Strategic Preferences, Argues South Asia Research Scholar Arzan Tarapore

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Internal Balancing Will Determine India’s Relationships with the US and China, Argues APARC’s Newest Research Scholar

Indo-Pacific security expert Arzan Tarapore, whose appointment as a research scholar at APARC begins on September 1, discusses India’s military strategy, its balancing act between China and the United States, and his vision for revitalizing the Center’s research effort on South Asia.
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The security threats India faces along its borders require new strategies, and in order to manage and prevent future risks, the military needs to overhaul its traditional playbook of deterring and defending against conventional attacks says Arzan Tarapore.

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Noa Ronkin
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U.S. policymakers are counting on India as a natural strategic partner. They focus on India’s increasing national power and its enticing potential as a counterbalance to China. But what happens if India’s strategic preferences shift? Will it fulfill its potential so that the U.S. strategic bet pays off?

In a special report, Exploring India's Strategic Futures, published by the National Bureau of Asian Research (NBR), APARC South Asia Research Scholar and NBR Nonresident Fellow Arzan Tarapore identifies a set of challenges for American strategists, illustrating alternative futures of India as a strategic actor and focusing on futures that may pose challenges to U.S. security interests.

Tarapore uses a novel method of major/minor trends to demonstrate that India’s strategic preferences are not fixed but could vary discontinuously under different environmental conditions. Based on detailed historical analysis, this method offers a powerful tool to sensitize decision makers to a range of possible futures. He analyzes three plausible scenarios:

First, a revisionist India driven by Hindu-nationalist ideology to settle the score with Pakistan, which will require it to keep the China front quiet and accommodate China’s Belt and Road Initiative in Eurasia. This scenario may severely complicate U.S. strategy in the Indo-Pacific and its efforts to counterbalance China.

Second, a risk-acceptant Indian military that engages in brinkmanship, which may endanger strategic stability with both Pakistan and China. In this scenario, rather than keeping the Chinese military in check, India may paradoxically have the opposite effect.

Third, an India that expands its competition with China into continental Eurasia, making common cause with U.S. rivals such as Russia and Iran. This scenario illustrates the tensions in a U.S. global strategy that lacks prioritization and prompts Washington to more carefully consider its preferences in Central Asia.

Tarapore by no means suggests that such futures are likely — they are decidedly unlikely — but rather that U.S. strategists should consider them plausible. Indeed, the three scenarios are all grounded in political processes that have long existed in India, from communalism to military adaptation, to the balancing of external threats. Therefore, argues Tarapore, U.S. policymakers should not assume Indian strategic preferences are stable. They must consider scenarios in which India might challenge U.S. security interests.

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Indo-Pacific security expert Arzan Tarapore, whose appointment as a research scholar at APARC begins on September 1, discusses India’s military strategy, its balancing act between China and the United States, and his vision for revitalizing the Center’s research effort on South Asia.
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In a special report published by the National Bureau of Asian Research, Tarapore analyzes possible scenarios for India’s strategic future that expose risks and tensions in current U.S. policy.

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Sugar is the second largest agro-based industry in India and has a major influence on the country's water, food, and energy security. In this paper, we use a nexus approach to assess India's interconnected water-food-energy challenges, with a specific focus on the political economy of the sugar industry in Maharashtra, one of the country's largest sugar producing states. Our work underscores three points. First, the governmental support of the sugar industry is likely to persist because policymakers are intricately tied to that industry. Entrenched political interests have continued policies that incentivize sugar production. As surplus sugar has been produced, the government introduced additional policies to reduce this excess and thereby protect the sugar industry. Second, although the sugar economy is important to India, sugar policies have had detrimental effects on both water and nutrition. Long-standing government support for sugarcane pricing and sales has expanded water-intensive sugarcane irrigation in low-rainfall areas in Maharashtra, which has reduced the state's freshwater resources and restricted irrigation of more nutritious crops. Despite its poor nutritional value, empty-calorie sugar has been subsidized through the public distribution system. Third, the Indian government is now promoting sugarcane-based ethanol production. This policy has the benefit of providing greater energy security and creating a new demand for surplus sugar in the Indian market. Our analysis shows that a national biofuel policy promoting the production of ethanol from sugarcane juice versus directly from molasses may help reduce subsidized sugar for human consumption without necessarily expanding water and land use for additional production of sugarcane.

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Environmental Research Letters
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Rosamond L. Naylor
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Danielle Torrent Tucker, Stanford School of Earth, Energy & Environmental Sciences
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Generations of political support for sugar cultivation have helped India become the second-largest producer of sugar worldwide. Now, the country’s commitment to renewable energy could create additional benefits, like conserving natural resources and providing better nutrition to the poor.

Stanford researchers conducted the first comprehensive analysis of India’s sugar industry and its impact on water, food and energy resources through the lens of its political economy – that is, how entrenched political interests in sugar production threaten food, water and energy security over time. The results show that a national biofuel policy encouraging production of ethanol made directly from sugarcane juice may make India’s water and energy resources more sustainable. Using sugarcane juice instead of molasses would also free up land and irrigation water for growing nutrient-rich foods. The research was published July 24 in Environmental Research Letters.

“There are spillover effects between sectors, unintended consequences,” said co-author Rosamond Naylor, a food security expert and the William Wrigley Professor in Stanford’s School of Earth, Energy & Environmental Sciences (Stanford Earth). “It’s very instructive to think about the connection between food, water and energy because the solution may not be in the sector you’re focusing on.”

Moving toward renewables

Somewhat analogous to the corn industry in the U.S., which has shifted about 40 percent of its output to ethanol production in recent years, policymakers in India – many of whom benefit financially from the sugar industry – are currently exploring how to use sugarcane to increase energy independence and shift toward renewable energy use.

The Indian government has set a goal to increase the ethanol-to-gasoline blending rate from its current rate of about 6 percent to 20 percent by 2030 and introduced several policies to promote production of ethanol from sugarcane. The increased blending rate is a “desirable goal for improved energy security,” the researchers write. However, its effects on human health and the environment will largely depend on which sugar product ends up being the main feedstock: juice extracted from crushed sugarcane, or molasses, a by-product from sugar processing.

Figure showing irrigation water use of Indian sugar Meeting E20 by 2030: additional sugarcane, water and land resources needed, and extra sugar produced. Meeting the 20% ethanol-to-gasoline blending rate by 2030 with ethanol produced from molasses would require additional water and land resources and produce extra sugar. In contrast, ethanol produced from sugarcane juice could meet the blending target without risking water and land resources and would reduce extra sugar. (Image credit: Lee et al. / Environmental Research Letters)

India’s national policy on biofuels only recently began allowing use of sugarcane juice in ethanol production, in addition to molasses.

“If the energy industry continues to use molasses as the bioethanol feedstock to meet its target, it would require additional water and land resources and result in the production of extra sugar,” said co-author Anjuli Jain Figueroa, a postdoctoral researcher in Earth system science. “In contrast, if the industry used the sugarcane juice to produce ethanol, the target could be met without requiring additional water and land beyond current levels.”

Using sugarcane juice to create ethanol could also help alleviate government spending to subsidize sugar and sell it below cost in its public distribution system.

Entrenched incentives

The public distribution system of sugar in India dates to the 1950s, when frequent famines plagued the country. Back then, sugar helped to meet basic calorie requirements. But today – with micronutrient deficiency leading to illness, disabilities and even death – the Indian government is more concerned with nutrition.

“In India right now, even poor populations have met their basic calorie needs,” said Naylor, who is also a senior fellow at the Stanford Woods Institute for the Environment. “They have been able to buy sugar at subsidized prices, but meanwhile they don’t have access to adequate protein and micronutrients for cognitive growth and for physical well-being.”

Figure showing micronutrient content and calories of crops Micronutrient content and calories of sugar and selected crops. Sugar provides empty calories with no nutritional value. (Image credit: Lee et al. / Environmental Research Letters)

Sugarcane cultivation in India has expanded in part because of policies that incentivize production, including a minimum price, guaranteed sales of sugarcane and public distribution of sugar. These regulations have become entrenched over many generations, making the crop highly profitable to the 6 million farmers in the country, but the empty-calorie crop reduces the amount of resources available for micronutrient-rich foods. 

“Using scarce natural resources to produce a crop that doesn’t fulfill nutritional needs for the second most populated country in the world can place pressure on the global food system if more and more food imports are required to meet the rising demand in India,” Naylor said.

Balancing act

The researchers focused their analysis on Maharashtra in western India, one of the country’s largest sugarcane-producing states. Sugarcane cultivation in Maharashtra has increased sevenfold in the past 50 years to become the dominant user of irrigation water. The study found that in 2010-11, sugarcane occupied only 4 percent of Maharashtra’s total cropped areas but used 61 percent of the state’s irrigation water. Meanwhile, irrigation for other nutritious food crops remained lower than the national averages.

Figure showing irrigation water use of major crops in Maharashtra Irrigation water use by major crops or crop groups in Maharashtra from 1970–71 to 2010–11. In Maharashtra, irrigation water use by sugarcane has increased more rapidly than any other crop over time, and sugarcane has used the highest share of total irrigation water in all time periods. (Image credit: Lee et al. / Environmental Research Letters)

“Irrigation of sugarcane in our study region is about four times that of all other crops and has doubled from 2000 to 2010. This resulted in about a 50 percent reduction of river flow over that period,” said co-author Steven Gorelick, the Cyrus Fisher Tolman Professor at Stanford Earth. “Given that this region is susceptible to significant drought, future water management is likely to be quite challenging.”

As part of continued efforts to examine the Indian sugar industry and its impacts, lead author Ju Young Lee, a PhD student in Earth system science, also developed satellite imagery analyses to identify sugarcane from space.

“Despite the importance of sugarcane in the water, food and energy sectors in India, there are no reliable sugarcane maps for recent years and in time series,” Lee said. “Using remote sensing data, I am developing current time-series sugarcane maps in Maharashtra – an important step forward.”

 

The researchers worked with stakeholders in India, including NGOs, academics and government officials, to focus the goals of the project. The research is part of Food Water Energy for Urban Sustainable Environments (FUSE), an international consortium supported in part by the National Science Foundation through the Belmont Forum to address competition for scarce resources in stressed urban food-water-energy systems – including the impacts of climate variability.

Naylor is also a senior fellow at the Freeman Spogli Institute for International Studies and a professor, by courtesy, of economics. Gorelick is also lead principal investigator of FUSE and a senior fellow at the Stanford Woods Institute for the Environment.

The research was supported by the U.S. National Science Foundation.

Lead author with a group of farmers in Indian sugar field Lead study author Ju Young Lee, center, is pictured with local farmers and agricultural experts while visiting a sugarcane field in Maharashtra in western India in August 2018. (Image courtesy of Ju Young Lee)

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Researchers analyzed the interconnected food, water and energy challenges that arise from the sugar industry in India – the second-largest producer of sugar worldwide – and how the political economy drives those challenges.

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A team of SHP faculty and researchers, together with Stanford Medicine graduate and medical students and in collaboration with colleagues at CIDE in Mexico, have launched a modeling framework to investigate the epidemiology of COVID-19 and to support pro-active resource planning and policy evaluations for diverse populations and geographies — including California, Mexico and India.

The Stanford-CIDE Coronavirus Simulation Model — or SC-COSMO — incorporates realistic demography and patterns of contacts sufficient for transmission of the virus that has infected more than 2 million people worldwide and claimed more than 125,600 lives, according to the widely used Johns Hopkins COVID-19 map which is updated several times a day.

The SC-COSMO model also incorporates non-pharmaceutical interventions, such as social distancing, timing and effects on reductions in contacts which may differ by demography.

Jeremy Goldhaber-Fiebert, an associate professor of medicine at Stanford Health Policy, is the principal investigator of the project, along with Fernando Alarid-Escudero, an assistant professor at the Center for Research and Teaching in Economics (CIDE) in Mexico and Jason Andrews, an assistant professor of medicine (infectious diseases) at Stanford Medicine. Other SHP faculty among the 20 investigators and staff members who are working on the project are Joshua Salomon and David Studdert, both professors of medicine.

The model also allows for the comparison of many future what-if scenarios and how they might impact outcomes over time and cumulatively.

The SC-COSMO team is a multi-disciplinary, multi-institutional team including expertise and experience in infectious disease, epidemiology, mathematical modeling and simulation, statistics, decision science, health policy, health law and health economics.

“As COVID-19 transmission occurs throughout the world’s diverse populations, it is critical to efficiently model and forecast its future spread between and within these populations and to appropriately reflect uncertainty in modeled outcomes,” Goldhaber-Fiebert said. “Doing so supports timely resource planning and decision making between potentially appropriate and effective interventions that balance the trade-offs they embody.”

The team is currently working on three projects:

  1. The researchers are providing California with county-level COVID-19 estimates for such things as the number of infections, detected cases and projections of future needs for hospital and ICU beds, personal protective equipment (PPE) and ventilators.
  2. The project is working on potential strategies to mitigate the COVID-19 pandemic in Mexico by focusing on three specific objectives: collecting, synthesizing and openly sharing the most relevant and useful data; accelerating the development of the SC-COSMO model and its adaptation to the Mexican situation; and identifying a set of mitigation strategies, comparing the health and economic consequences in the population in the medium and long term.
  3. They are developing forecast models of the COVID-19 epidemic in India with the Wadhwani Institute of Artificial Intelligence and its Indian government partners, providing a rapid response to urgent needs for planning and resource allocation.

 

jeremy

Jeremy Goldhaber-Fiebert

Associate Professor of Medicine
His research focuses on complex policy decisions surrounding the prevention and management of increasingly common, chronic diseases and the life course impact of exposure to their risk factors.

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The Stanford-CIDE Coronavirus Simulation Model — or SC-COSMO — incorporates realistic demography and patterns to investigate resource planning and policy evaluations for diverse populations and geographies in California, Mexico and India.

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