
SRI is building the next generation of tools to support early childhood educators.
Reimagining Instructional Coaching in Early Education (RICiEE) is an ongoing initiative that aims to expand access to high-quality early childhood education by improving the usefulness, usability, and scalability of classroom quality measurements. The RICiEE team partners with early childhood educators, early learning programs, early childhood systems leaders, policy makers, and families to transform how instructional coaching is conducted in prekindergarten classrooms.
Launched in 2022, the initiative encompasses multiple projects focused on developing innovative observation tools, leveraging emerging technologies – including artificial intelligence – to support educators, and examining new approaches to classroom assessment. Through these collaborative efforts, RICiEE seeks to enhance instructional coaching and assessment practices, leading to improved teaching practices and better outcomes for young learners. Across its projects, RICiEE has engaged dozens of early childhood programs, conducted hundreds of classroom observations, and gathered insights from numerous scholars, education technology developers, teachers, program leaders, and families.
Our work
Reimagining Instructional Coaching in Early Education (RICiEE) is an ongoing initiative that aims to expand access to high-quality early childhood education by improving the usefulness, usability, and scalability of classroom quality measurements. Launched in 2022, the RICiEE team partners with early childhood educators, early learning programs, early childhood systems leaders, policy makers, and families to transform how instructional coaching is conducted in prekindergarten classrooms.
The initiative encompasses multiple projects focused on developing innovative observation tools, leveraging emerging technologies to support educators, and examining new approaches to classroom assessment. Through collaborative efforts with diverse stakeholders, RICiEE seeks to enhance instructional coaching and assessment practices, leading to improved teaching practices and better outcomes for young learners.
Real World Impact
Since its launch in 2022, RICiEE has engaged dozens of early childhood programs, conducted hundreds of classroom observations, and gathered insights from numerous teachers, program leaders, and families. This comprehensive approach has yielded valuable data and insights that are shaping the future of instructional coaching in early education. The initiative’s work is leading to improved teaching practices and better outcomes for young learners by providing more accurate and nuanced assessments of classroom quality, offering teachers more timely and actionable feedback, making high-quality instructional coaching more accessible to a wider range of early learning programs, and informing policy decisions around early childhood education quality improvement efforts.
RICiEE activities have been supported through partnerships with the Gates Foundation, the Overdeck Family Foundation, and through SRI’s Future of Education and Work Internal Research and Development program. These collaborations have been instrumental in advancing RICiEE’s mission to transform early childhood education through innovative approaches to classroom observation and instructional coaching.
As RICiEE continues to evolve, the initiative is exploring several promising avenues for future work. These include developing AI-assisted coaching tools that can provide real-time feedback to teachers, creating culturally responsive observation tools that can work in the full range of U.S early learning programs, investigating how video observations can be used to support professional learning communities among early childhood educators, and examining the long-term impacts of enhanced instructional coaching on children’s academic and social-emotional outcomes.
RICiEE welcomes partnerships with researchers, technology developers, early childhood education providers, and policymakers interested in advancing the field of early learning quality measurement and improvement. Potential areas for collaboration include piloting new observation tools and technologies, conducting research on the effectiveness of various coaching approaches, developing and testing AI algorithms for analyzing classroom interactions, and creating professional development resources based on RICiEE findings. By reimagining instructional coaching through innovative tools, technologies, and approaches, RICiEE is working to ensure that all young children have access to the high-quality early learning experiences they need to thrive.
Publications and Resources
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Opening the Classroom Door: Can AI Improve Understanding of Pre-K Experiences
This study explores the feasibility of AI models in identifying instructional groupings and academic content in pre-K classroom video recordings to understand classroom activities. The research team interviewed teachers, instructional coaches, and technology developers to understand their perceptions of artificial intelligence to support early learning. Findings highlight the promise and limitations of current AI approaches and…
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Developing an AI-Supported Approach to Identify Instructional Groupings in Early Childhood Education Classrooms
This technical white paper examines the feasibility of using AI-supported approaches to automatically identify instructional groupings (e.g., small group, whole group) in pre-K classroom video recordings. The research team developed a codebook, conducted human annotations and evaluated large language models using OpenAI’s GPT-4.1-mini and GPT-5 mini on the automatic identification task. Findings demonstrate promising early…
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Developing an AI Model to Identify Math and Literacy Instruction in Early Childhood Education Classrooms
This technical white paper explores the feasibility of using AI and classroom video to automatically detect math and literacy instructional moments in pre-K settings. Building on SRI’s existing models, originally developed to identify academic content in YouTube video, this study applied a multimodal machine learning framework to pre-K classroom video recordings. Included are details on…
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Using the Reimagining Instructional Coaching Framework in the Development of Pre-K Classroom Observation Tools
SRI Education conducted a formative evaluation to examine a new observational tool’s alignment with the Reimagining Instructional Coaching framework.
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Observing Classrooms Through a Digital Lens: Examining the Reliability and Feasibility of Video Observations in Pre-kindergarten Classrooms
The Early Childhood Classroom Observation (ECCO) study was designed to better understand how video recordings can support high-quality measurement of pre-kindergarten classrooms, using two common measures of early learning programs, CLASS and ECERS-3. The study team compared the reliability of observations gathered through video and live (in-person) classroom observations.
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Success in Action: Four Stories of Early Childhood Instructional Coaching
Effective instructional coaching has long demonstrated positive impacts on teacher practices and early learning outcomes. This case study report highlights stories of four systems (Alabama, AppleTree, Maine, and Washington) that are uniquely implementing instructional coaching at scale, emphasizing practices that align with the Reimagining Instructional Coaching Framework.
Webinar: Opening the Classroom Door: Can AI Improve Understanding of Pre-K Experiences?
This webinar, hosted by SRI Education on November 20, 2025, explored new findings from research supported by the Gates Foundation on how artificial intelligence (AI) and video can provide insights into young children’s experiences and identify instructional opportunities throughout the school day.
Associated fields of research
Associated SRI team members
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Todd A. Grindal
President, SRI Education
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Sarah Nixon Gerard
Senior Researcher, SRI Education
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Anne Partika
Senior Education Researcher, SRI Education
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Leigh Ann DeLyser
Director, Center for Education Research & Innovation, SRI Education
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Krystal Thomas
Senior Education Researcher, SRI Education
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Erika Gaylor
Principal Senior Researcher and Early Childhood Program Leader, SRI Education
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Elisa Garcia
Principal Researcher, SRI Education
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Santiago Navia Jaramillo
Education Researcher, SRI Education
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Gullnar Syed
Gullnar Syed, Education Researcher, SRI Education
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Jennifer Nakamura
Senior Researcher, SRI Education



