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Xi Song; Yu Xie – Sociological Methods & Research, 2025
In this paper, we propose a method for constructing an occupation-based socioeconomic index that can easily incorporate changes in occupational structure. The resulting index is the occupational percentile rank for a given cohort, based on contemporaneous information pertaining to educational composition and the number of workers at the occupation…
Descriptors: Socioeconomic Status, Occupations, National Surveys, Statistical Data
Erika Huffman – ACT Education Corp., 2025
Student data is an invaluable asset for driving educational success, yet it comes with significant responsibility. As states explore ways to enhance data privacy protections, they must strike a balance between safeguarding sensitive information and leveraging data for student success. This brief examines the best practices in student data privacy…
Descriptors: Data, Privacy, Best Practices, Testing
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Erica J. Powell Wrencher – Michigan Journal of Community Service Learning, 2025
This paper discusses the "how" of conducting participatory research that engages youth as participants and, more importantly, as co-researchers. In collaboration with four community co-researchers, this arts-based inquiry engaged 14 young Black people ranging in age from seven to fifteen years around their definitions of joy. Using a…
Descriptors: Participatory Research, Youth, Researchers, African Americans
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Marilee Bresciani Ludvik – Assessment Update, 2025
Higher education leaders face growing pressure to demonstrate the return on investment (ROI) of not only their institution but also each academic program offering. With increasing accountability and limited time for meaningful reflection on student learning and development, now is the time to rethink how a quasi-annual academic program review…
Descriptors: Program Evaluation, College Programs, College Outcomes Assessment, Data Use
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Timothy Kluthe; Hannah Stabler; Amelia McNamara; Andreas Stefik – Computer Science Education, 2025
Background and Context: Data science and statistics are used across a broad spectrum of professions, experience levels and programming languages. The popular scientific computing languages, such as Matlab, Python and R, were organized without using empirical methods to show evidence for or against their design choices, resulting in them feeling…
Descriptors: Programming Languages, Data Science, Statistical Analysis, Vocabulary
Jennifer Sizer – Sage Research Methods Cases, 2025
This case study is based on original research adopting a textographic research approach. Textography combines both textual analysis and ethnography to investigate the texts, context, and practices of a specific discourse community. Textography can include ethnographic methods including but not limited to observations, documentary evidence, and/or…
Descriptors: Mixed Methods Research, Ethnography, Discourse Communities, Ethics
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Caspari-Sadeghi, Sima – Cogent Education, 2023
Data-driven decision-making and data-intensive research are becoming prevalent in many sectors of modern society, i.e. healthcare, politics, business, and entertainment. During the COVID-19 pandemic, huge amounts of educational data and new types of evidence were generated through various online platforms, digital tools, and communication…
Descriptors: Learning Analytics, Data Analysis, Higher Education, Feedback (Response)
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van Driel, Sharisse; Jarodzka, Halszka; Crasborn, Frank; van Strien, Johan; Brand-Gruwel, Saskia – International Journal of Research & Method in Education, 2023
Although various academic disciplines use data papers to support effective research practices, data papers are still uncommon in the educational sciences. Main goals of data papers are enhancing transparency regarding research processes and supporting data sharing among researchers and thus, open science. As many educational research projects…
Descriptors: Classroom Techniques, Educational Research, Data Use, Data Analysis
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Mubarak, Ahmed Ali; Ahmed, Salah A. M.; Cao, Han – Interactive Learning Environments, 2023
In this study, we propose a MOOC Analytic Statistical Visual model (MOOC-ASV) to explore students' engagement in MOOC courses and predict their performance on the basis of their behaviors logged as big data in MOOC platforms. The model has multifunctions, which performs on visually analyzing learners' data by state-of-the-art techniques. The model…
Descriptors: MOOCs, Learner Engagement, Performance, Student Behavior
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Mert Sen; Sevval Nur Sen; Tugrul Gökmen Sahin – Shanlax International Journal of Education, 2023
Today, the use of software in qualitative research analysis is rapidly becoming widespread among researchers. Researchers manage large data sets using features such as editing data, transcribing, creating codes, and searching within data. However, while the data analysis uses software in a format, the analysis of the essence of the data is done by…
Descriptors: Artificial Intelligence, Computer Software, Qualitative Research, Data Analysis
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Stephen Downes – International Association for Development of the Information Society, 2023
Data literacy is the ability to collect, manage, evaluate, and apply data, in a critical manner. It is a relatively new field of study, dating only from the 2010s. It includes the skills necessary to discover and access data, manipulate data, evaluate data quality, conduct analysis using data, interpret results of analyses, and understand the…
Descriptors: Statistics Education, Data Analysis, Ethics, Data Use
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Borchers, Conrad; Rosenberg, Joshua M.; Swartzentruber, Rita M. – Educational Technology Research and Development, 2023
Facebook is widely used and researched. However, though the data generated by educational technology tools and social media platforms other than Facebook have been used for research purposes, very little research has used Facebook posts as a data source--with most studies relying on self-report studies. While it has historically been impractical…
Descriptors: Educational Research, Social Media, Computer Mediated Communication, Written Language
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Lili Qin; Weixuan Zhong; Hugh C. Davis – International Journal of Web-Based Learning and Teaching Technologies, 2023
In response to the problem of inaccurate classification of big data information in traditional English teaching ability evaluation algorithms, this paper proposes an English teaching ability estimation algorithm based on big data fuzzy K-means clustering. Firstly, the article establishes a constraint parameter index analysis model. Secondly,…
Descriptors: Data Analysis, Data Collection, Algorithms, Teacher Evaluation
Anthony Lyons – ProQuest LLC, 2023
There has been a great deal of news, discussion, and outcry regarding the lack of diversity in science, technology, engineering, and math (STEM) related fields, be it industry or academia. On many comparative lists regarding STEM students and workers, African American males are an unacceptably low percentage of the population. The problem is quite…
Descriptors: African American Students, Males, STEM Careers, Disproportionate Representation
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Ann Marie Cotman; F. Chris Curran; Katharine Harris-Walls – Education Policy Analysis Archives, 2024
Choices made on data visualizations guide how users make meaning of the information presented. This research investigates design decisions made on 115 state-level dashboards reporting school safety data. Using pre-determined codes drawn from a framework of visualization rhetoric, dashboard characteristics were described and analyzed. Analysis…
Descriptors: School Safety, Data, Visual Aids, State Agencies
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