Search Results for 'data science'

ERG Site

Affiliated Faculty

ERG has a small core faculty but a much larger group (100+) of affiliated faculty. Affiliated faculty are based in other departments on campus or at the Lawrence Berkeley National Laboratory, and share ERG’s commitment to shared learning and interdisciplinary work.  They are advisors, mentors, or employers to ERG students, and serve on master’s project, […]

Courses

Please note: This is a full list of ERG course offerings; not all courses are offered each term. For current course offerings, please refer to the online Schedule of Classes. ENERES 98/198 – Energy DeCal Daniel Kammen (Instructor of Record); class conducted by undergraduate students Introduction to energy topics and explore the social, environmental and […]

Equity Diversity

Diversity, equity, and inclusion (DEI) at ERG Equity and inclusion are at the heart of our mission to provide education and research for a sustainable and just society. We aspire to be an inclusive community with diverse ideas, races, ethnicities, genders, sexual orientations, ages, abilities, and socioeconomic backgrounds. We celebrate diversity in scholarship, teaching, community […]

Equity Diversity

Equity and inclusion banners in Sproul Plaza — a project initiated, designed, and temporarily installed by the ERG Diversity Student Committee. (C. Hyun, January 2017)   Equity, inclusion, and diversity (EID) planning at ERG The mission of ERG is a sustainable environment and a just society. ERG actively promotes intellectual, racial, ethnic, and gender inclusion. […]

ERG Virtual Visit Day

Monday, March 16th, 2020   “After several years of professional experience, ERG has given me a new lease on life. Because of the incredible latitude ERG gives its students to explore, I’ve had the opportunity to take classes in law, business, public policy, and data science, above and beyond the core requirements in social science, […]

Faculty by Primary Interest

Areas of Interest Climate Change Ecology Energy Governance Water International Climate Change ERG CORE David Anthoff David Anthoff is an environmental economist who studies climate change and environmental policy. He co-develops the integrated assessment model FUND that is used widely in academic research and in policy analysis John Harte John Harte’s research interests span ecological […]

Sustainability Minor/Certificate FAQs

  Synchronous vs. Asynchronous Learning Minor vs. Certificate? Enrollment and Course Logistics UC Berkeley Graduating Seniors Financial Aid & Scholarships Housing High School Students Career Applicability   Synchronous vs. Asynchronous Learning What is the difference between synchronous vs. asynchronous instruction, and online courses vs. remote instruction courses for Summer 2020? Courses originally offered online (i.e. […]

Sustainability Summer Minor and Certificate

  The Minor and Certificate in Sustainability provides a comprehensive understanding of the most pressing issues facing the world today. The program offers a practical and relevant interdisciplinary approach at the intersection of environmental, economic, social, political, and cultural issues. Students complete courses in: Global and local environmental change The science, engineering, economics, and policy […]

Faculty

Duncan Callaway

Associate Professor

Dr. Callaway’s teaching focuses on power systems and energy efficiency. His research can be categorized in three areas: modeling and control of aggregated storage devices; power management; and system analysis of energy technologies and their impact.

Andrew D. Jones

Assistant Adjunct Professor

Dr. Jones is an Earth scientist who works at the interface of human and environmental systems. His research uses quantitative models and data analysis to understand climate change and human-Earth system interactions at decision-relevant scales. He also collaborates with social scientists and interacts closely with stakeholders to understand how science can effectively provide actionable insight […]

Students

Gordon Bauer

MS, PhD

Operation, Cost, and Environmental Impact of Self-Driving Electric Taxi Fleets (MS ’18) Transportation has long been dominated by the personal gasoline-powered automobile, but breakthroughs in electric vehicles, shared mobility, and automation promise to disrupt the sector. Gordon’s research focuses on leveraging these disruptions to maximize both social and environmental sustainability, drawing on insights from a […]

Ian Bolliger

MS, PhD

Monitoring and Projecting the Impacts of Climate Change with Emerging Environmental Datasets and Machine Learning (PhD ’20) Ian works to provide decision-makers with quantitative, high-resolution projections of the socioeconomic impacts of climate change, focusing on damaging extreme events like tropical cyclones. His research blends dynamic modeling, large socio-environmental datasets, and emerging econometric and machine learning […]

Nabig Chaudhry

MS

I’m Nabig Chaudhry. I’m an MS candidate at UC Berkeley, where I’m studying energy science, climate change, and environmental data science. Previously, I spent 3+ years working in data and operations for mission-driven tech companies and health tech startups in San Francisco and New York City. I grew up in Missouri and graduated from Harvard […]

Nancy Freitas

MS, PhD

Arctic Lake Emissions in a Warming World (MS ’20) Nancy Freitas grew up in Tucson, Arizona and received her B.S. in Environmental Science from the University of Arizona (UA). She worked in environmental conservation with Peace Corps Paraguay and then helped run the Bio/Diversity Project, a STEM outreach and education program, at the UA. At […]

Oliver James

My research interests lie at the intersection if climate change, conservation, and agriculture in the West. About 50% if future viable wildlife habitat in California will be in private, food-producing land; meanwhile, agricultural activity contributes up to one-third of our global greenhouse gas emissions. I’m excited by the “triple-threat” potential—for reducing atmospheric carbon, mitigating climate […]

Stephen Jarvis

MS, PhD

Stephen is a PhD Candidate at UC Berkeley’s Energy & Resources Group and a Researcher at the Energy Institute at Haas. His work lies at the intersection of economics, public policy and data science. His research interests are centered on the energy sector and the environment, with a particular focus on electricity markets. His primary […]

José Daniel Lara

MS, PhD

Jose Daniel was born in San José Costa Rica, received his B.Sc. and Licentiate in Electrical Engineering from the University of Costa Rica in 2009 and 2012 respectively, his M.Sc. degree in Electrical and Computer Engineering from the University of Waterloo, Canada in 2014, and his M.S. in Energy and Resources from the University of […]

Eli Lazarus

MS, PhD

Eli is an Ecological Economist working on comprehensive welfare measurement, tracking, and optimization. His research investigates and contributes to filling the gap between market optimization/welfare and broader social welfare. Recent work includes: embarking on building a CGE model (in Julia) to test impacts of multiple externality taxes; combining Ecological Footprint (EF) and SDG Indicators data […]

Jonathan Lee

MS, PhD

The Cost of Reliability in Decentralized Solar Systems in Sub-Saharan Africa (MS ’18) Jonathan studies transitions in electric power systems and electricity markets, specifically microgrids and distributed energy resources, the role of new technologies in grid planning, and the effects of the physical structure of power systems on social equity. He is interested in both […]

Clayton Munnings

I am applying to the joint degree so that I can upgrade my pre-existing knowledge of climate policy and environmental economics through the MPP, while adding new knowledge of other  disciplines through the MS in Energy and Resources that bolster my effectiveness as an analyst for, advocate against, and advisor on climate change. I am […]

Lisa Rennels

MS, PhD

Sobol Sensitivity Analysis for Integrated Assessment Models: Supporting Result Characterization (MS ’19) Lisa is interested in using computer science to explore issues related to the economic impacts of climate change, and to support research and policy-making in this area. She currently works on software development of the Mimi package to support the construction and use […]

Luke Sherman

MPP, MS

Luke’s research emphasizes policy mechanisms to encourage innovative technological and management approaches to environmental challenges. Broadly, he is focused on using economics and data science to inform environmental law and policy. Currently, Luke is a Graduate Student Researcher with the Global Policy Lab where he is working with a large team to ensure that satellite […]

Samira Siddique

MS, PhD

Development for the Stateless: the Displacement-Development Nexus and Implications for the Future (MS ’19) Samira is a PhD student in the Energy and Resources Group and researcher at the Renewable and Appropriate Energy Laboratory. Her research focuses on development for stateless people and migrants, most recently on energy access and the development priorities of UN […]

Valeri Vasquez

MS, PhD

Valeri Vasquez is a PhD candidate in the Energy and Resources Group. She has a Designated Emphasis in Computational Data Science and Engineering, and is a Moore/Sloan Fellow at the Berkeley Institute for Data Science. Valeri conducts most of her work in the Division of Epidemiology and Biostatistics under the School of Public Health. There, […]

Marshall Worsham

MS, PhD

An Examination of an Enhanced Remote Sensing Method for Detecting Agents of Forest Disturbance (MS ’20) Marshall’s research looks into the connections between forest dynamics and water. He uses remote sensing data and open-source modeling tools to explore how disturbances affect forest structure and forest hydrology. He is also broadly interested in climate, conflict, and […]

Hilary Yu

MS

Mining Data on Reclaimed Coal Mines: a Machine Learning Approach to Assessing Habitat Suitability (MS ’18) Hilary received her B.A. in Government and Biological Sciences, with a concentration in Ecology and Evolutionary Biology in the latter, from Cornell University, where she graduated in 2015. At ERG, Hilary is interested in exploring the science-law nexus and […]

Alumni

Daniel Aas

MA, MPP

Greater than the Sum of Their Parts? Political Impacts of State Climate Policies in the Face of Partisan Polarization (MA/MPP ’17) Dan completed concurrent degrees at the Goldman School of Public Policy and the Energy and Resources Group. He came to Berkeley after working for seven years in energy consulting at Tetra Tech and philanthropy […]

Sam Borgeson

MA, PhD

Targeted Efficiency: Using Customer Meter Data to Improve Efficiency Program Outcomes (PhD ’14) Sam’s works focuses on tools to scale up and improve the performance of energy efficiency programs in support of renewable energy integration and climate mitigation goals. His work combines insights from building science, behavioral sciences, and engineering to interpret patterns in building […]

Felipe Castro

PhD

On Rate Regulation in Modern Electricity Sectors (PhD ’17) Felipe was a Ph.D. Candidate with ERG. His research seeks to improve the understanding and organization of energy systems, leveraging methods, and concepts developed in fields including operations research, microeconomics, and industrial organization. Felipe’s work puts a particular emphasis on the development and application of data […]

Zoë Chafe

MPH, MS, PhD

Dr. Chafe works at the intersections of public health, air pollution, climate change, and energy use. She holds a PhD from the Energy and Resources Group (ERG), as well as an MPH from UC Berkeley. She has been a researcher/consultant for entities such as the World Health Organization, the International Institute for Applied Systems Analysis, […]

Danielle Svehla Christianson

MS, PhD

At times the problem of understanding phenomena is one of seeing. That is why Danielle explores new ways of demystifying complexity through visual representation. She seeks new techniques to illustrate often-forgotten, yet fundamental dependencies between human society and the natural world. One such technique is terrestrial laser scanning (also known as LIDAR), which she used to create a 3-D model of her ecological study site in the Sierra Nevada. This along with her seedling research seeks to inform the uncertain future of resource management.

Michael Cohen

MS, PhD

Michael Cohen puts the power and complexity of the grid into students' hands via a video game. We asked Michael about his innovative project and his unique experience at ERG. "In addition to developing the game itself, I am working with teachers at local high schools to develop curriculum around it and try it out with their students this year. I hope to not only create a solid educational product but also gain some insights into how technology can be used to support learning about complex systems in general."

Pierce Gordon

MS, PhD

Investigating Innovation Practice: Cross-disciplinary Studies in International Development (PhD ’18) As a NSF, Chancellor’s, and InFEWS Fellow in the Energy and Resources Group (ERG), Pierce investigates frameworks, methodologies, and contexts for evaluating innovation for social change. By understanding how socially-minded organizations integrate, support, and channel innovation-incentivizing processes to generate value for end consumers, he characterizes […]

Cecilia Han Springer

MS, PhD

Policies for an Ecological Civilization: China, Carbon, and Economic Reform (PhD ’19) Cecilia is a PhD candidate at ERG. Her dissertation uses economic modeling and social science to critically analyze several of China’s flagship energy and climate policies. She is a research affiliate at the Lawrence Berkeley National Laboratory’s China Energy Group, where she works […]

Zeke Hausfather

PhD

Understanding and Reconciling Global Temperature Records (PhD ’19) Zeke is an energy systems analyst and data scientist with a strong interest in climate science and policy. He is currently the VP of Energy Science at Essess, Inc, an energy efficiency startup that develops vehicle mounted thermal imaging systems, a research scientist at Berkeley Earth, and […]

Christopher Hyun

MA, PhD

With 10+ years of international field experience, 5+ in water and sanitation, as well as project management and professional development in higher ed, I aim to create a better society and environment for all.

Veronica Jacome

MS, PhD

Reshaping the relationships in Ungula’s electricity sector: the advent of the prepay meter (MS ’15) Presumptions and Precarity: Probing Electricity Infrastructure (PhD ’20) Veronica Jacome is a PhD student in the Energy and Resources Group (ERG) and holds a BS in Engineering Physics from University of Illinois at Urbana-Champaign. At ERG, Veronica focuses on the […]

Kripa Jagannathan

MS, PhD

Ready-to-use? Bridging the Climate Science Usability Gap for Adaptation (PhD ’19) Kripa’s research interests are in the field of climate change adaptation and climate-resilient planning. Her PhD focuses on improving the ‘usability’ of climate science for adaptation decision-making, particularly for water resources management and agricultural planning. She uses qualitative and participatory research methods to understand […]

Morgan Levy

MS, PhD

Morgan’s research focuses on hydrology and water resources, the effects of land use and climate change on human health and the environment, human-environmental system dynamics, and environmental data science. Her background includes training in physical hydrology and eco-hydrology, environmental and earth system science, and applied statistics, including causal empirical methods and spatiotemporal data analysis and […]

Niklas Lollo

MS, PhD

Inside Out: the Power in Data-Centric Private Governance (PhD ’20) Inspired by ecological economics, Niklas is focused on global governance of production and consumption. At ERG, he is combining data analysis with case studies to examine the apparel industry’s attempt to improve environmental outcomes and to acquire political legitimacy. Niklas is a part of a […]

Jason MacDonald

PhD

Jason is interested in optimization and control of distributed energy resources to support renewable energy integration into the electricity grid. He works at Lawrence Berkeley National lab researching wholesale electricity market integrated demand response and electric vehicles, particularly to provide fast reliability services. He graduated with from University of Michigan with an MS in Natural […]

Erica Newman

MS, PhD

Erica’s niche is fire, particularly in the ecologically sensitive region of French Polynesia. She has already been trained as a physicist, but her curiosity draws her to ecology. ERG has become a unique place for Erica to explore her aspirations in the biological sciences alongside those who have successfully trekked through similar transitions. Read in her own words how Erica has fine-tuned her fascinations while at ERG.

Jessica Reilly

MS, PhD

Jess studies the impact of and adaptation to climate change on Latin America’s coasts. Currently, she travels on her 39-foot sailboat, Oleada, down the Pacific coast of Mexico and Central America, through the Panama Canal, and into the Caribbean to document local climate knowledge through GIS mapping and personal narratives. You can follow her journey […]

Laura Schewel

MA, PhD

Shop ‘Till We Drop: A Historical and Policy Analysis of Goods Movement in the U.S. (MS ’11) Transportation Behavioral Data and Climate Change (PhD ’20) Laura studies the environmental impacts of transportation in the developed world. She focuses on new methods of data collection and analysis to better understand the various levers behind driving behavior, […]

Britt Shaw

MS

At ERG, I am exploring the barriers to renewable projects that are stalled or abandoned in emerging markets and potential solutions. By striving to answer that question, I hope to help move electricity sector development forward — especially in East Africa.

Rebekah Shirley

MS, PhD

Rebekah Shirley believes that there is more than one path to a bright, energy secure future. Developing nations strive to connect more and more of their communities to energy. Many have emulated the fossil fuel intensive model of developed nations, but Rebekah believes that this is not necessarily the only way.

Cleo Woelfle-Erskine

MS, PhD

In the tradition of Barad and Haraway, I practice Science and Technology Studies (STS) “from the inside”, drawing on my own natural science training to inform the theoretical frameworks I develop. My interdisciplinary outlook is grounded in training, publication, and research in hydrology, aquatic ecology, and fluvial geomorphology, as well as in social science and […]

News

ERG PhD Student Esther Shears on Improving Data Access and Equality

ERG PhD student Esther Shears recently published her work in the Proceedings of the National Academy of Sciences (PNAS). Her publication, titled "Improving data access democratizes and diversifies science", focuses on how critical data access is for empirical research and the diversity of scientific research. Shears shares a two-sentence summary from the abstract of what she found from her analysis, stating that "Scientists who start using Landsat data after access is improved tend to focus on previously understudied regions close to their home location and introduce novel research topics. These findings suggest that policies that improve access to valuable scientific data may promote scientific progress, reduce inequality among scientists, and increase the diversity of scientific research."

ERG PhD Student Adam Hanbury-Brown Awarded NASA Research Grant

ERG PhD Student Adam Hanbury-Brown was recently awarded funding through NASA's Future Investigators in NASA Earth and Space Science and Technology (FINESST) program, which is designed to support graduate student-designed and performed research projects that advance NASA's science, technology, and exploration goals.

Challenges ERGies Contribute to IEEE “Electricity for All: Issues

Several ERGies recently contributed articles to an IEEE Special Issue on "Electricity for All: Issues, Challenges, and Solutions for Energy-Disadvantaged Communities."

Environment and Society New ERG Course: Data

Data, Environment and Society (ENERES 131) Professor Duncan Callaway Lecture (#33105) TT 9:30 – 11am Labs (#33106) M 10am – 12pm or (#33276) W 10am – 12pm This course will teach students to build, estimate and interpret models that describe phenomena in the broad area of energy and environmental decision-making. Students leave the course as both […]

Isha Ray and Chris Hyun Analyze Issues with Water Access Alerts in Bangalore

A recent article from UC Berkeley’s Blum Center considers the lessons learned from the trial run of Next drop, an application intended to help residents of Bangalore, India optimize their time dedicated towards collecting water. NextDrop was designed to alert households in Bangalore when they should expect to receive water, based off of real-time data […]

Transportation Emissions in Mexico City – How Big Data is Driving Change

Mexico City is one of the most congested cities in the world, and it’s taking a toll on the health of its citizens and the environment. Sergio Castellanos, a postdoctoral scholar with Energy and Resources Group, along with Dan Kammen and other researchers from UC Berkeley and the National Institute of Ecology and Climate Change […]

Paper Authored by PhD Candidate Noah Kittner and Professor Dan Kammen Published in Nature Energy

Noah Kittner and Dan Kammen's new paper, "Energy stor­age deploy­ment and inno­va­tion for the clean energy tran­si­tion," was published in Nature Energy on July 31, 2017

ERG Student Valeri Vasquez Awarded Prestigious Fellowship

We would like to congratulate ERG PhD student Valerie Vasquez on receiving a 2017 ACM SIGHPC/Intel Computational and Data Science Fellowship.

New ERG Chair Daniel M. Kammen

We are pleased to announce the appointment of the new Energy and Resources Group Chair, Professor Daniel M. Kammen. His appointment began July 1, 2017. Daniel Kam­men is a Pro­fes­sor of Energy with appoint­ments in the Energy and Resources Group, The Gold­man School of Pub­lic Pol­icy, and the Depart­ment of Nuclear Engi­neer­ing at the Uni­ver­sity of Cal­i­for­nia, Berke­ley. […]

ERG graduate student Hausfather in LA Times

ERG doctoral student Zeke Hausfather comments in this LA Times article on a newly published analysis that reconciles different climate change data sets and confirms dominant human influence in long-term warming.

No Pause in Global Warming Says ERG Grad Student Hausfather NOAA Was Right

A controversial paper published two years ago that concluded there was no detectable slowdown in ocean warming over the previous 15 years — widely known as the “global warming hiatus” — has now been confirmed using independent data in research led by researchers from UC Berkeley and Berkeley Earth.

Data: Big disparities in energy use across desert

ERG PhD candidate Chris Jones explains household electricity consumption.

Kripa Jagannathan selected for UC Food Fellowship

ERG Master's-PhD To ssess the accuracy of different climate models at Lawrence Berkeley National Laboratory.

Holdren on Climate Change in the USA

Watch Dr. John Holdren, Assistant to the President for Science & Technology and ERG Co-founder, discuss the newly released National Climate Assessment report.

Holdren Sets New Course for US Energy

President Obama's top science advisor and ERG Co-founder, John Holdren, is confident that America's next energy plan "will make a difference."

Brandt (PhD’08) publishes in Science on Methane Leaks

“People who go out and actually measure methane pretty consistently find more emissions than we expect," claims Adam Brandt, ERG Alum and assistant professor at Stanford.

50% of U.S. household carbon footprint Suburban sprawl

Chris Jones (ERG PhD) and Prof. Dan Kammen point out that U.S. households are responsible for about 20% of annual worldwide greenhouse gas emissions, which are driving climate change.

Topic Links

Nancy Freitas

Arctic Lake Emissions in a Warming World (MS ’20) Nancy Freitas grew up in Tucson, Arizona and received her B.S. in Environmental Science from the University of Arizona (UA). She worked in environmental conservation with Peace Corps Paraguay and then helped run the Bio/Diversity Project, a STEM outreach and education program, at the UA. At […]