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Innovation Science for Education Analytics (ISEA)

ISEA: A Data Science Training Program to Advance Educational Research and Practice

With the rise of artificial intelligence (AI) in all aspects of society, there has been an increasing talent gap in AI and machine learning, especially in applying these tools in education. Through a collaboration between the UW College of Education, the UW eScience Institute, and faculty from other higher education institutions including the University of Oregon, the University of Maryland, and Vanderbilt University, a training program called Innovation Science for Education Analytics (ISEA) will launch in January 2024 thanks to a 3-year grant from the Institute of Education Sciences (IES).

ISEA seeks to advance computational and analytic capacity in K-12 education. The program will recruit a cohort of 15-20 fellows each year with the goal of developing a new pool of talented individuals who have integrated expertise across engineering, statistics, and K-12 education. ISEA is designed as a targeted training program that emphasizes state-of-the-art data analytics informed by education domain knowledge, computational workflows, immediate applications, and career advising. 

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Funding Information


Core Faculty

Dr. Min Sun
Principal Investigator

Professor in Education, Founder and Co-Director of EPAL

Dr. David A. C. Beck
Co-Principal Investigator

Director of Education and Research at eScience Institute, Research Associate Professor in Engineering

Dr. Sung-Woo Cho
Co-Principal Investigator

Associate Vice Provost for Academic Data Analytics and Research Associate Professor at the University of Oregon

Dr. Sarah Stone
Co-Principal Investigator

Executive Director of the University of Washington eScience Institute


Expert faculty will instruct individual webinar sessions pertaining to their interests and expertise, mentor fellows on their projects, and engage in generative discussions. We identified five leading scholars with deep education data science expertise across a broad range of content domains who have agreed to serve as our instructors.

Dr. Jing Liu
Assistant Professor

University of Maryland

Dr. David Knight
Associate Professor

University of Washington College of Education

Dr. Wei Ai
Assistant Professor

University of Maryland

Dr. Patrick C. Kennedy
Senior Research Associate

University of Oregon

Dr. Christopher A. Candelaria
Assistant Professor

Vanderbilt University

Instructional Support Team

Jiaying Xiao
Data Scientist

Ph.D. Candidate in Measurement & Statistics, University of Washington

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Edouard Seryozhenkov
Data Scientist

Master of Science in Data Science (MSDS), University of Washington

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Advisory Board

We have recruited renowned scholars in education data analytics and industry leaders in K-12 and EdTech to guide the ISEA training.

Dr. Susanna Loeb

Annenberg Institute at Brown University

Dr. Zachary Pardos
Associate Professor

University of California, Berkeley

Adam Geller


Dr. Lief Esbenshade
Senior Product Analyst

Google Education

Dr. Eric Anderson
Director of Research and Evaluation

Seattle Public Schools

Dr. Kristin Tolle
Former Director

Data Science Initiative in Microsoft Research