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Yun Du – International Journal of Web-Based Learning and Teaching Technologies, 2024
This paper deeply discusses the transformation potential of integrating Internet big data into the pre-school education model in colleges and universities. Through in-depth analysis, we studied the challenges and opportunities faced by preschool education in colleges and universities, and discussed the innovative influence of big data technology…
Descriptors: Educational Innovation, Preschool Education, Data Analysis, Data Collection
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Mandy Pierlejewski – Contemporary Issues in Early Childhood, 2024
This paper explores an emerging methodological approach called doppelganger as method. This method uses the idea of a doppelganger or double to explore the social world. It is specifically used to examine datafication, or the increase in the production and use of data and its impact on education. Doppelganger as method begins by locating doubles,…
Descriptors: Foreign Countries, Preschool Children, Preschool Education, Preschool Teachers
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Jacob Whitehill; Jennifer LoCasale-Crouch – Journal of Educational Data Mining, 2024
With the aim to provide teachers with more specific, frequent, and actionable feedback about their teaching, we explore how Large Language Models (LLMs) can be used to estimate "Instructional Support" domain scores of the CLassroom Assessment Scoring System (CLASS), a widely used observation protocol. We design a machine learning…
Descriptors: Artificial Intelligence, Teacher Evaluation, Models, Transcripts (Written Records)
Emily R. Wiegand; Robert M. Goerge; Victor Porcelli; Cynthia Miller – Administration for Children & Families, 2024
High-quality, stable child care and early education (CCEE) can have lasting, positive impacts on children. However, the challenges of recruiting, strengthening, and retaining the CCEE workforce are well documented. CCEE educators typically have low levels of formal education and compensation; limited opportunities for education, training, and…
Descriptors: Early Childhood Education, Child Care, Labor Force Development, Early Childhood Teachers
Jing Tang; Kara Ulmen; Sara Amadon; Katie Richards; Gabriella Guerra; Ja’Chelle Ball; Carlise King; Dale Richards – Child Trends, 2024
The preschool landscape is complex, consisting of several publicly funded programs supported by federal, state, and local funds. Included in this landscape is Head Start, a critical early childhood education (ECE) program that serves--in every state and territory--young children in families with incomes at or below the federal poverty line,…
Descriptors: Access to Education, Low Income Students, Social Services, Federal Programs
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Marla J. Lohmann; Samantha Riggleman; Johanna P. Higgins – Early Childhood Education Journal, 2024
Over one-third of preschoolers with disabilities are fully included in the classroom with their typically developing peers and another large percentage receive some instruction in the inclusive classroom. In order to support young children and increase the likelihood of the desired learning and behavior outcomes, teachers must use individual data…
Descriptors: Handheld Devices, Early Childhood Education, Student Behavior, Classroom Environment