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Claudia Schmiedeberg; Jette Schröder – Field Methods, 2024
Although it has long been acknowledged that interviewers play a crucial role in the survey data collection process, there is little research concerning interviewer effects on how respondents perceive the interview. We investigate whether interviewer effects exist regarding how much respondents report having enjoyed the interview and whether these…
Descriptors: Interviews, Data Collection, Surveys, Attitudes
Teng Teng – European Journal of Education, 2025
The application of big data in education sparks debates on its effects. Researchers explore its impact on learning outcomes, with divergent views on neural networks' potential and negative consequences. This study assesses big data's influence on basic literacy skills in music education for 5th graders. Using clustering and k-density analyses,…
Descriptors: Elementary School Students, Music Education, Data Analysis, Data Collection
Sriram Sampath – Higher Education for the Future, 2025
Artificial intelligence (AI) has been put forth as a technological innovation which can change the way in which healthcare will be delivered in the near future. AI developers plan to deploy tools that will aid diagnosis, improve therapy, minimize errors, increase safety, and optimize systems and bring down costs. In addition, a paradigmatic shift…
Descriptors: Artificial Intelligence, Health Services, Technological Advancement, Innovation
Nongluk Weerasiri; Pinanta Chatwattana – Journal of Education and Learning, 2025
The community-based learning model via game simulation to promote community public health diagnosis skills, or CBL model via game simulation, is a research tool that was devised based on the concepts of public health diagnosis using the seven community tools (geo-social mapping, genogram, community organization chart, local health system,…
Descriptors: Public Health, Educational Games, Computer Simulation, Game Based Learning
Alexandra I. Race; Shulong Yan; Caroline Spurgin; Sol Henson; Evan F. Portier; Heidi L. Ballard – International Journal of Science Education, Part B: Communication and Public Engagement, 2025
While citizen science and other participatory approaches to science are increasingly used in schools to promote student science learning, rarely are these students supported to collect, analyze, and share their data with meaningful outside audiences. In this study, we used a Design-Based Research approach to iteratively develop and examine an…
Descriptors: Elementary School Students, Elementary School Science, Science Instruction, Teaching Methods
National Forum on Education Statistics, 2025
The purpose of this document is to help education agencies identify the types of workforce data that are most useful for understanding immediate teacher shortages and monitoring educator supply and demand, as well as best practices for using these data. This resource supplements the information in the "Forum Guide to Staff Records"…
Descriptors: School Administration, Teacher Characteristics, Labor Force, Data Collection
Nicole Taylor; Angela VandenBroek – Field Methods, 2025
Penciling, a technique used to anonymize images for both human and machine vision, offers an opportunity to reduce technical traceability and retain visual data for online and social media research contexts. Drawing on methods for creating composite narrative and visual accounts to preserve participant anonymity, penciling enables researchers to…
Descriptors: Social Media, Visual Aids, Data Collection, Privacy
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
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
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
Burnett, Cathy; Merchant, Guy; Guest, Ian – British Educational Research Journal, 2021
Whilst there is plenty of debate on the nature and role of data in social science research, data in schools tend to be understood in terms of numbers and used in limited ways linked primarily to attainment. The 'datafication' of schooling has been strongly critiqued for its powerful impacts on policy and practice, pupils' experience, the…
Descriptors: Data, Visual Aids, Data Use, Teachers
Dunn, Peter K.; Marshman, Margaret – Australian Mathematics Education Journal, 2021
This is the fourth in a series of statistical articles for mathematics teachers. In this article, the authors discuss topics in General Mathematics in Unit 2 Topic 1 (Univariate data analysis and the statistical investigation process) and topics in Essential Mathematics, Unit 2 Topic 1 (Representing and comparing data).
Descriptors: Mathematics Education, Mathematics Instruction, Data Analysis, Graphs
Fisk, Selena – Solution Tree, 2021
Data--done right--has the power to put schools on the path to true change. Rely on this research-backed resource to help you kickstart, implement, and sustain data-informed school-wide transformation. There are many ways to use student data, and the author's 10 steps offer practical, clear methods for establishing a data team, collecting relevant…
Descriptors: Data Use, Educational Change, Data Collection, Data Analysis
Quinn, Anthony; Denney, David; Hardwick, Nick; Jalil, Rahul; Meek, Rosie – International Journal of Social Research Methodology, 2022
The benefits of government administrative data are well-established, but research has not examined processes by which these data can be identified, organised and governed in line with ethical considerations. This is an important undertaking given the potential benefits of robust administrative data, especially at a time when the collection of…
Descriptors: Institutionalized Persons, Data Collection, Experience, Foreign Countries
Hardy, Lisa; Dixon, Colin; Van Doren, Seth; Hsi, Sherry – Science Teacher, 2022
In science classrooms, students usually see and work with data that's intended to tell them right away about the natural world. Students then often treat the data we provide to them as factual, rather than as a source of evidence (Duschl 2008; Sandoval and Millwood 2005; Berland and Reiser 2009; McNeill and Berland 2017; Hancock, Kaput, and…
Descriptors: Data Collection, Data Analysis, Science Experiments, High School Students

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