In Toward a New Learning Ecology: Teaching and Learning in 1:1 Environments (cited under General Overviews), one-to-one learning environments are described as classrooms in which every student has access to a personal computing device (such as a laptop or a tablet) and continuous access to the Internet. This model for student computing was first discussed in educational research beginning in the 1980s, most notably in the Apple Classrooms of Tomorrow (ACOT) project, a research collaborative among public schools, universities, and research teams funded by Apple and outlined in The Evolution of Teachers’ Instructional Beliefs and Practices in High-Access-to-Technology Classroom: First-fourth Year Findings (cited under Origins of One-to-One Technology: Apple Classrooms of Tomorrow [ACOT]). The original premise, based on the work of computer scientist and mathematician Seymour Papert, is rooted in the idea that ubiquitous access to technology can create more dynamic learning environments. In recent years, the proliferation of mobile technology has caused a renewed interest in one-to-one computing, as the improved portability and functionality of technology tools coupled with advances in wireless Internet capability makes one-to-one computing attainable for many schools and districts. Despite the continued debate about the impact of technology on learning, the U.S. Department of Education elevated the concept of a one-to-one technology ratio from unique innovation to moral imperative in its document, Reimagining the Role of Technology in Education: 2017 National Education Technology Plan Update (cited under Resources). Even before this, the prevalence of one-to-one computing initiatives increased, both in the United States is discussed in The New Digital Learning Playbook: Understanding the Spectrum of Students’ Activities and Aspirations (cited under General Overviews) and around the world in Large-Scale 1:1 Computing Initiatives: An Open Access Database (cited under International Perspectives on One-to-One Technology). The growth of these initiatives has been accompanied by an increase in peer-reviewed research and evaluation reports that document the impact of one-to-one technology on teaching and learning. A topic that was once dominated by white papers and evaluation reports now boasts a growing body of peer-reviewed studies, research syntheses, and government reports. The references cited in this article provide a cross-section of these various forms of literature that depict the use of one-to-one technology in K-12 classrooms, including implementation resources for districts and key empirical findings.
A Call for a Humanistic Stance Toward K–12 Data Science Education
