People

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Spencer Wood

University of Washington

Spencer is an interdisciplinary empiricist and modeler who works at the nexus of social and ecological systems science. His research on outdoor recreation addresses questions about how public land management influences the distribution, behaviors, and preferences of park visitors. Spencer is known internationally for innovating the use of social media and other volunteered information as data on outdoor recreation, to supplement traditional methods for measuring visitor use. In partnership with governments, NGOs, and corporations, Spencer leads projects that develop open-source software and reproducible approaches to make big geographic data and models more accessible for decision-makers.

Spencer is a Senior Data Science Fellow at the University of Washington’s eScience Institute for Data-Driven Discovery, a Senior Fellow for the Natural Capital Project at Stanford University, and he leads the Outdoor Recreation and Data Lab. Spencer earned his PhD from the University of British Columbia.

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Laura Braun

Research Scientist

Laura is a Research Scientist in the UW Outdoor Recreation & Data Lab. She has a background informing land management through ecological research and monitoring. Laura is broadly interested in working with diverse stakeholders and datasets to understand the relationship between people and nature in order to manage public lands. Prior to the Outdoor R&D Lab, she worked with federal and state agencies to monitor the impact human activities have on aquatic ecosystems in Maine and Colorado.

Interests

  • Stakeholder communication
  • Data visualization and GIS
  • Outdoor recreation!

Education

  • MSc in Ecology and Environmental Science

    University of Maine

  • BA in Biological Sciences

    University of Denver

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Dieta Hanson

Data Scientist

Dieta is a Data Scientist in the Outdoor R&D Lab. She is currently working on projects that use ecological networks to understand how natural ecosystems function. This involves building databases, visualizing interaction networks, and writing software to analyze their characteristics and behaviour. She is interested in using data and technology to answer ecological questions that have implications for humans, the environment, and their interactions. Dieta has a background in marine biology, evolution, and ecology and received her PhD from McGill University.

Interests

  • Science Education
  • Data Visualization
  • Camping

Education

  • PhD in Biology

    McGill University

  • MSc in Biology

    Cal Poly Pomona

  • BSc in Biology

    University of British Columbia

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Jacob Lehr

Data Scientist

Jacob is a Data Scientist in the Outdoor R&D Lab. He builds and maintains the core software tools for the Lab. He also develops new methods for projects that use big data or machine learning methods and works with partners to implement scalable, innovative solutions to recreation and environmental challenges. Jacob enjoys solving practical challenges using new technology and data science methods. He has a background in environmental consulting and experience working with a variety of state and federal agencies on environmental and economic issues.

Interests

  • Data engineering
  • Machine learning
  • Recreating outside!

Education

  • MS in Computational Analysis and Public Policy

    University of Chicago

  • BA in Economics

    University of Southern California

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Emilia (Emmi) Lia

Research Scientist

Emmi is a Research Scientist in the UW Outdoor Recreation & Data Lab. She works closely with partners to manage research projects that combine traditional recreation research methods and social media data. She also has experience and interest in community science and the use of crowd-sourced information. Emmi is broadly interested in people’s connections to landscapes and experiences in green spaces. Emmi received her B.S. in Evolution, Ecology, and Conservation Biology. She previously worked in Mt. Rainier National Park and the North Cascades National Park studying plant community ecology.

Interests

  • Connection of people and place
  • Community science and crowd-sourced data
  • Mental health and the outdoors

Education

  • BS in Evolution, Ecology, and Conservation Biology

    University of Washington

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Sama Winder

Research Scientist

Sama is a research scientist in the Outdoor R&D lab. She focuses on the quantitative aspects of the group’s work; including building better visitation models, exploring why people choose to go to particular places in the outdoors, and investigating the role that social media and crowd-sourced data can play in supplementing existing methods for learning about visitation.

Sama enjoys co-developing projects with practitioners and thinking about how science and better data can improve decision making. She brings experience in ecology, statistics, and land conservation.

Interests

  • Statistical modeling
  • Science communication
  • Enjoying the outdoors!

Education

  • MS in Statistics

    University of Alaska Fairbanks

  • BA in Biology

    Middlebury College

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Nino Migineishvili

Research Assistant

Nino is a Graduate Research Assistant in the Outdoor R&D Lab and a PhD student in Computer Science & Engineering. She is focusing on ways to model public land visitation with the hopes of informing better recreation management opportunities for all who want to spend time outdoors. This work involves consolidating data from various sources and using machine learning as well as deep learning approaches. Her prior work includes applying machine learning for homelessness prediction and prevention.

Interests

  • Machine Leaning
  • Forest Management
  • Outdoor recreation!

Education

  • PhD in Computer Science and Engineering (current)

    University of Washington

  • BS in Mathematics of Computation (2018)

    University of California - Los Angeles

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Alex Yuwen

Research Assistant

Alex is a chatbot developer with the Outdoor R&D lab. Currently, he helps develop Vic, a chatbot deployed at National Forests that gathers information to help researchers understand how to improve opportunities provided on public lands. Alex is broadly interested in the application of data science and machine learning techniques towards the improvement of social wellbeing and public health. He also enjoys playing tennis, short-distance running, and composing/playing music.

Education

  • BS in Computer Science and Mathematics (2022)

    Arizona State University

  • Music Composition, Jazz Performance

    The New School of Jazz and Contemporary Music

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David Ye

Software Developer

David is a Software Developer in the Outdoor R&D Lab. He is currently developing an interactive dashboard to assist researchers and stakeholders in improving the accessibility of public lands for all. With expertise in programming, machine learning, and data visualization, David is passionate about creating technology that leaves a positive impact on people’s lives.

Interests

  • Software engineering
  • Hiking
  • Mountain Biking!

Education

  • BS in Applied and Computational Mathematical Sciences (2025)

    University of Washington

Alumni

Ryan Balkcom

Research Assistant (2019-2020)

Chloe Beck

Research Assistant (2020)

Keith Bergeron

Research Assistant (2019-2020)

Ryder Black

Research Assistant (2022)

Holly Callahan

Research Assistant (2016)

Nathan Carter

Research Assistant (2021–2022)

Malia Cortez

Research Assistant (2021-2023)

Dave Fisher

Research Scientist (2015-2018)

Gabe Greene

Research Assistant (2019-2021)

Chris Haberland

Graduate Student (2019), Research Assistant (2020-2021)

Vivek Kumar

Graduate Student (2019-2020)

Yian Lin

Graduate Student (2019-2021)

Shannon MacKenzie

Research Assistant (2019-2020)

Ben Makhlouf

Research Assistant (2019-2020)

Afra Mashhadi

Research Scientist (2018-2019)

Devon McDonald

Research Assistant (2020)

Grace McGrady

Research Assistant (2019–2022)

Lesley Miller

Data Scientist (2020–2022)

Stephen Moxley

Research Assistant (2018)

Carrie Sessions

Graduate Student (2015)

Michael Tomco

Research Assistant (2016-2017)