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Clean Air Markets

EmPOWER Air Data Challenge

The majority of U.S. fossil fuel-fired electricity generating units submit quarterly reports on their hourly nitrogen oxides (NOX), sulfur dioxide (SO2), and carbon dioxide (CO2) emissions along with select operating parameters (e.g., hourly heat input, gross electricity generation). EPA’s Clean Air Markets Division (CAMD) makes these data available through a variety of online reports and applications. Information about CAMD data can be found in the Plain English Guide to Part 75. CAMD is looking to academic and research institutions to propose practical and replicable projects that benefit academic institutions, the environment, and the public.

Submissions for innovative and creative uses of CAMD data should advance the knowledge, use, and understanding of CAMD data and related information, with priority on the following possible project themes:

  • Analyzing emission data: Answer timely and relevant research questions using CAMD data
  • Enhancing communications: Design new and innovative ways (e.g. data visualizations) to present CAMD data to the public
  • Developing technology and data mashups: Develop new technologies or analytic methods to integrate CAMD data with other datasets to unlock the broader potential of CAMD data
  • Promoting environmental education: Explore opportunities to use CAMD data in high school or university classrooms
  • Improving data quality: Identify and apply algorithms (e.g., machine learning) to electronically audit CAMD data and enhance data quality

You may want to view answers to common questions about the EmPOWER Air Data Challenge.

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2019-2020 Winners

In the first year of the EmPOWER Air Data Challenge, we received ten outstanding applications and selected three winners for the 2019-2020 academic year. Find more information on the challenge and application process in the following sections of this page.

Cornell University: Predicting the Environmental Performance of Power Plants Using Machine Learning

Max Zhang, Vignesh Rao, Ye Jiang, and Jeff Sward

  • Researchers will apply machine learning models to CAMD data to predict power plant emissions rates and identify anomalies in CAMD data to enhance data quality.

Georgia Institute of Technology: EmPOWERing Classroom Data Engagement

Jennifer Kaiser, Ximin Mi, Lisa Rosenstein, and CEE 430 students

  • Students will create data-driven “air pollution story” websites for select facilities using CAMD data.
  • Professors will create a “teaching toolkit” so future classes and classes at other institutions may replicate the activity.

University of California-Berkeley/University of Oregon: Bringing Satellite Data Down to Earth: Estimating the Health Impacts of the Remarkable Decline in Coal Plant Emissions

Meredith Fowlie and Edward Rubin

  • Researchers will seek to improve estimates of the health impacts of pollution from coal-fired power plants by using multiple data sets, including satellite data and CAMD data, to causally connect pollution with health outcomes.


Anyone who is affiliated with an accredited college or university, or a research organization (e.g., think tank) is encouraged to apply. Proposed projects may range from one semester to one academic year. Applicants may include, but are not limited to:

  • Academic faculty and researchers
  • Undergraduate/graduate students with faculty leadership
  • Ph.D. candidates
  • Post-doctoral researchers
  • Research fellows

Applicants may work as individuals or teams. If applying as an individual, you must meet one of the criteria listed above for the duration of the project. If applying as a team, then the team leader must meet one of the above criteria for the duration of the project, but other team members need not be limited to the list above. Teams may be composed of individuals from more than one institution.

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Benefits of Winning the EmPOWER Air Data Challenge

As a challenge winner, you will receive direct support from EPA CAMD staff experts to answer questions and assist you with CAMD tools and data analysis. In addition, you can expect to:

  • Receive national recognition for your university or organization, students, and project activities by being featured on the EmPOWER Air Data Challenge webpage and offered opportunities to speak at conferences and events
  • Collaborate with EPA and peers to advance power sector-related research and knowledge
  • Participate in special networking events and webinars
  • Improve understanding of and solve timely and relevant environmental problems
  • Gain practical experience working on environmental issues with EPA

While no funding is available for these projects, existing grants may be leveraged by participants, and we suggest that applicants reach out to their communities or other organizations for additional financial support if needed.

If you are selected as a challenge winner, we will send a Memorandum of Understanding (MOU) for your signature that describes project activities, deliverables, and roles and responsibilities. After signing the MOU, you should:

  • Provide regular status updates to EPA for the duration of the project
  • Prepare a summary report at the completion of the project
  • Present findings to EPA

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Submission Requirements

Submissions should include:
  • Detailed description of the approach of the project and how CAMD data will be used
  • Explanation of why the project meets challenge objectives
  • A project schedule
  • Description of the work product(s) and outcome(s)
  • Brief bio(s) about applicant(s), including area(s) of expertise

Submissions should not exceed eight pages.

Applicant must submit the Application Form with their submissions.

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Evaluation Process

EPA will evaluate the technical merit of each submission using the following factors:

  • Clarity and Effectiveness of Proposed Approach (40 points)
    • Demonstrates innovative and effective technical approach(es)
    • Describes how the proposed project supports EmPOWER Air Data Challenge objectives
    • Identifies project schedule and project milestones
  • Project Outcomes (40 points)
    • Describes specific results and/or products that will be developed
    • Describes overall project benefits to stakeholders, other colleges/universities, and/or students
    • Discusses how the project advances research and knowledge
    • Identifes specific project-related metrics
  • Partner Capabilities (20 points)
    • Briefly states why you're interested in your proposed project
    • Describes qualifications of Project Team and/or Project Director
    • Discusses student involvement, if applicable

EmPOWER Air Data Challenge Schedule

The application period is now closed.

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Any reports, conclusions, and recommendations created and submitted by academic and research institutions participating in the EmPOWER Air Data Challenge do not necessarily represent the views or policies of the Clean Air Markets Division or the EPA, nor does EPA or any of its employees endorse the providers of such material.

Project submissions may consist of or include copyrightable or other proprietary subject matter (IP). Applicants grant EPA permission to use all project submissions for purposes of evaluation. EPA and the winning applicant(s) will negotiate rights in the project submission IP and memorialize those rights in the MOU. Title to any project submission intellectual property will remain with the winning applicant(s). EPA will work with winning applicants interested in submitting analysis for peer-reviewed publiction to avoid conflicts with rules regarding prior publication.

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