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Knips, Andrew; Lopez, Sonya; Savoy, Michael; LaParo, Kendall – ASCD, 2022
Building a better data culture can be the path to better results and greater equity in schools. But what do we mean by data? Your students are not just statistics. They aren't simply a set of numbers or faceless dots on a proficiency scale. They are vibrant collections of experiences, thoughts, perspectives, emotions, wants, and dreams. And taken…
Descriptors: Equal Education, Data Use, Data Collection, Data Analysis
Yumin Zhang – ProQuest LLC, 2022
This dissertation address two significant challenges in the causal inference workflow for Big Observational Data. The first is designing Big Observational Data with high-dimensional and heterogeneous covariates. The second is performing uncertainty quantification for estimates of causal estimands that are obtained from the application of black box…
Descriptors: Computation, Observation, Data, Public Colleges
Anna Khalemsky; Roy Gelbard; Yelena Stukalin – Journal of Statistics and Data Science Education, 2025
Classification, a fundamental data analytics task, has widespread applications across various academic disciplines, such as marketing, finance, sociology, psychology, education, and public health. Its versatility enables researchers to explore diverse research questions and extract valuable insights from data. Therefore, it is crucial to extend…
Descriptors: Classification, Undergraduate Students, Undergraduate Study, Data Science
Junming Guo; Chuanbin Liu; Han Zhang; Dan Wang; Jintao Lu – Evaluation Review, 2025
Performance management in university-based scientific research institutions is essential for driving reform, advancing education quality, and fostering innovation. However, current performance evaluation models often focus solely on research indicators, neglecting the critical interdependence between the education and research systems. This…
Descriptors: Performance Based Assessment, Institutional Evaluation, Research Universities, Scientific Research
Mark W. Isken – INFORMS Transactions on Education, 2025
A staple of many spreadsheet-based management science courses is the use of Excel for activities such as model building, sensitivity analysis, goal seeking, and Monte-Carlo simulation. What might those things look like if carried out using Python? We describe a teaching module in which Python is used to do typical Excel-based modeling and…
Descriptors: Spreadsheets, Models, Programming Languages, Monte Carlo Methods
Seth Elkin-Frankston; James McIntyre; Tad T. Brunyé; Aaron L. Gardony; Clifford L. Hancock; Meghan P. O'Donovan; Victoria G. Bode; Eric L. Miller – Cognitive Research: Principles and Implications, 2025
Existing toolkits for analyzing movement dynamics in animal ecology primarily focus on individual or group behavior in habitats without predefined boundaries, while methods for studying human activity often cater to bounded environments, such as team sports played on defined fields. This leaves a gap in tools for modeling and analyzing human group…
Descriptors: Group Dynamics, Military Personnel, Measures (Individuals), Computer Software
Deming Li; Wei Xing – Education and Information Technologies, 2025
The sustainable development of Internet education platforms has not been a research focus due to the continuous renewal of artificial intelligence, big data, and policies across different countries and regions. To address this gap, this paper utilizes bibliometric analysis and visualization tools to analyze the development of online education…
Descriptors: Sustainable Development, Electronic Learning, Data Analysis, Internet
Francine R. Vega; Audrey Lopez; Vicky Beakley; A. Sarah Cohen; Tiffany Champagne-Langabeer – Discover Education, 2025
Introduction: Substance-use related emergencies are a serious public health concern that affects the lives of first responders and the community members they serve. In 2020, the Center for Behavioral Emergency and Addiction Research initiated an online substance use and mental health training program for first responders, adding courses over time.…
Descriptors: Data Analysis, Substance Abuse, Stress Management, Emergency Programs
Yixuan Wang – Sage Research Methods Cases, 2025
Many qualitative researchers have incorporated poetry in qualitative research to analyze data and present findings. Found poetry, poetic transcription, and data poems are well-known poetic methods in qualitative data analysis that scholars have adopted to analyze data and artistically represent findings. The research project that this case is…
Descriptors: Educational Research, Research Methodology, Qualitative Research, Poetry
Emma Smith; Stephen Gorard; Rebecca Morris; Thomas Perry; Jess Pilgrim-Brown – British Educational Research Journal, 2025
There have been debates about the quality and usefulness of education research for a long time, with opinion often dividing along methodological lines. Those on different sides of an apparent methodological schism often bemoan the lack of recognition and resources afforded to their chosen approach. Whatever one's position on the existence, or…
Descriptors: Foreign Countries, Educational Research, Research Methodology, Educational History
Gregor Benz; Tobias Ludwig; Andreas Vorholzer – Science Education, 2025
The increasing availability of digital tools in science classrooms can provide students with more frequent and easier access to large amounts of data. Large data sets have considerable epistemological potential, as they enable, for instance, the observation of otherwise unobservable phenomena, but it must be assumed that handling them places…
Descriptors: Visual Aids, Data Analysis, Science Instruction, High School Students
Marah Sutherland; Cayla Lussier; Gena Nelson; Marissa Pilger Suhr; Janice Fong; Jessica Turtura; Ben Clarke – Exceptional Children, 2024
The purpose of this quantitative systematic literature review was to identify and describe published mathematics studies from 1980 to 2021 that incorporated a self-monitoring component (k = 22 studies; N = 1,787 students). We examined specific self-monitoring procedures, instructional contexts, implementation variables, and methodological quality.…
Descriptors: Self Management, Mathematics Instruction, Intervention, Elementary Secondary Education
Yixun Xing – Teaching Statistics: An International Journal for Teachers, 2024
Generative artificial intelligence (AI) has shown the potential to reshape the world and redefine daily workflows. One specific instance of generative AI, ChatGPT, specializes in understanding natural language and generating human-like conversational text. Its free access, user-friendly interface, and instant feedback have propelled its popularity…
Descriptors: Artificial Intelligence, Synchronous Communication, Statistics, Data Analysis
Eunice Sookyung Han; Emma Garcia – American Journal of Education, 2024
Purpose: The unanticipated changes in state legislation in Idaho, Indiana, Michigan, Tennessee, and Wisconsin in 2011-12 significantly restricted or entirely prohibited the collective bargaining rights of teachers. Considering these institutional changes as a natural experiment, we examine the causal impact of weakening teacher unionization on…
Descriptors: Collective Bargaining, Teacher Rights, State Legislation, Workers Compensation
Siobhan Reilley – Impacting Education: Journal on Transforming Professional Practice, 2024
The purpose of this essay is to discuss the impact of the EdD experience on one teacher's understanding of data and research. From a first-person narrative, the author shares how learning to collect and analyze qualitative data has the potential to change the way teachers can engage with "data-driven decision making" in a high school…
Descriptors: Data Use, Data Collection, Data Analysis, Teacher Leadership

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