The use of artificial intelligence in education (AIED) is a growing concern for both its potential benefits and misuses. Originating in research following the Second World War, artificial intelligence (AI) refers to technology that perform activities, such as making predictions and generating text, at levels equivalent to human ability. Early AI efforts had little public applications, but that began to change in the late 20th century, with applications in education becoming common in the early 21st century. AI is dependent on data collection and model selection, technical aspects of development that allow for personalized data but that also permit human biases into the system. AIED applications have taken largely predictive and decision-making roles, but generative applications are becoming more common. How different types of AIED applications become integrated into educational systems will depend not just on student and teacher needs, but on larger stakeholders in educational systems, such as administrators, policymakers, and business interests. AIED applications are subject to ethical violations and concerns, so development and implementation must be guided by ethical principles, even as ethical governance of AI in schools is riddled with challenges. Implications for educational organizations include developing more robust frameworks and principles around data access and generative AIED challenges, similar to those surrounding personalized medicine. These frameworks can guide oversight, auditing, and analysis of the performance of AIED applications, including miscues and mistakes. Educators should strive to implement AIED that is human-centered and based on principles of transparency, explainability, trustworthiness, accountability, fairness, and justice.
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Artificial Intelligence in Education (AIED) for Student Well-Being
Karen Moran Jackson and Rosemary Papa
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Blended Learning in Teacher Education
Harrison Hao Yang and Jason MacLeod
Practices of blended learning are being wholeheartedly accepted and implemented into the mainstream processes of educational delivery throughout the world. This trend follows a large body of research that suggests blended learning approaches can be more effective than both traditional face-to-face instruction and entirely computer-mediated instructional approaches. However, in teacher education there are two important factors that influence the outcomes of blended learning; first, the articulation of differences between instructional approaches, and second, the understanding of key pedagogical strategies that support student success. Research on blended learning in teacher education should include both preservice and in-service teacher participants. Preservice teachers are individuals operating in the preparation and training stages, prior to assuming full responsibility of a professional teaching role. In-service teachers are individuals practicing as teachers that are typically still toward completion of their early career induction training to the profession.
Both historical utilization and future research trends are evident through a critical analysis of the last three decades of highly cited scholarship on blended learning in teacher education. Historical utilization trends show an emergence of online and blended learning approaches, which reached nearly 30% of postsecondary education students in 2016. Future research trends include evidence-based practices, preparing for active learning classrooms, building capacity for practical training, collaborative teaching opportunities, leveraging blended learning to improve education equity, and cultivating mixed reality blended learning environments. Researchers, practitioners, administrators, and policymakers should continue to stay informed on this topic and continuously find ways to improve the application of blended learning in teacher education.
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Differentiated Instruction and Inclusive Schooling
Diana Lawrence-Brown
Differentiated instruction encompasses a wide range of responsive pedagogies, including individualized types and levels of curricula, teaching methods, materials, and assessment strategies. It has at its roots the impetus for effective inclusive schooling, providing supports directly within general education classrooms for students with the full range of exceptionalities (both significant disabilities and giftedness) and other diverse educational characteristics such as cultural and linguistic background and socioeconomic status. To effectively include students with higher levels of need, comparable levels of supports follow the student from the special education setting to the general education classroom. This enriched level of support in the general education classroom benefits not only students with disabilities, but the class as a whole.
The legal and ethical bases for inclusive schooling are connected with various civil rights movements (including race, disability, culture and language, gender); it can be viewed as a response to segregated schooling (and denial of schooling altogether). Schools frequently remove students when traditional educational programs fail, adding on separate programs rather than rectifying the existing system. Such special programs have been routinely promulgated without substantial evidence of their effectiveness over supportive general education classrooms (either for segregated students or for their unlabeled general education peers).
Important aspects of differentiated instruction and inclusive schooling include multilevel instruction; authentic and culturally responsive curricula, methods, and assessment; universal design for learning; assistive and instructional technologies; positive behavioral supports; and a collaborative team approach to instructional decision-making and delivery.
Differentiated instruction and effective inclusive schooling are vital for equitable access to educational opportunities, bringing more responsive curricula, methods, and perspectives to increasingly diverse classrooms and schools.
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Educational Experience and the Neglected Landscapes of Possibility
Pádraig Hogan
Evidence-based orientations have come to prevail among educational policymakers internationally in the early decades of the 21st century. These orientations are associated with two dramatic developments: first, the emergence of new common patterns in educational reform internationally; and second, the global rise of randomized control tests in educational research and the parallel rise of large-scale educational testing and evaluations. Because of the restricted way that evidence is conceived in these orientations they tend to neglect what is most important in educational endeavors. Such orientations largely obscure educational experience, not deliberately, yet almost as a matter of course. Educational experience tends to be recast as an arena for generating outcomes that can be indexed and ranked for purposes of evaluation of performance, nationally and internationally. Data that can be furnished in indexible form thus attains a new importance, both for educational policymaking and educational research.
The consequences of these ongoing developments for how teaching is conceived and practiced are quite incapacitating but not adequately acknowledged. Equally unperceived are the debilitating consequences for educational research itself, in particular research that is related to policymaking. Illuminating the neglected landscape of educational experience thus becomes a pressing task, as does disclosing the possibilities that are most integral to it. This task involves undertaking a decisive reclamation of those possibilities, paying close attention to four key domains of relationships that define educational practice, when adequately conceived. A key distinction between having and being informs this reclamation and enables educational research itself to be regenerated.
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Ethnographic Methods for Researching Innovative Education
Karen Borgnakke
Ethnographic research in innovative education settings has shown the practical impact and conditions on both research and professional development of curriculum and teaching strategies.
Following the process of innovation in the educational sector, themes that are high on political and institutional agendas have included “information technology–enhanced learning” and currently show how organizational and pedagogical development also becomes a matter of digitalization. In online learning projects the curriculum development and the process of didactization are already digitalized and refer to the new digital learning culture.
Ethnographic methodology enables ongoing interpretation of educational development as reflected by professionals and teacher teams, thereby facilitating elucidation of changes and consequences. The general question can be expressed as follows: How can innovative education, associated online and/or offline learning processes, embedded digitalization, and the context be understood, described, and explored in a practical sense?
Against this background, ethnographic research is challenged to go beyond the rhetoric to explore the practical implications of the innovative process and associated discourse. The challenge has been approached in terms of research facing the innovative practice and renewing the ethnographic approaches across the spectrum from the policy and organizational levels to practical learning-level investigation. The challenge is also embedded in research contributing to mapping the field of practice or "mapping the paradigm” and cross-case studies covering different learning contexts.
The common highlighted theme is that changes in educational systems and practices are necessitating changes in ethnographic practices.
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Moral Education and Technology
Paul Farber and Dini Metro-Roland
Moral education and technology seem to represent two fundamentally different kinds of concern and domains of inquiry. But these domains are fused in educational practice. Teaching as a fundamental human endeavor and form of activity has been a central component of human cultural evolution and regeneration from the earliest human social groupings. As a distinctive form of activity, teaching braids together ethical and instrumental norms and values. The modern, global institution of schooling has added layers of institutional support, constraint, and governance on the teaching it structures as well as increased scrutiny of the ethical and instrumental values in play; schooling is in effect a kind of moral technology for advancing certain norms and values in an efficient way. At present, technological developments with modern society make possible new forms of teaching and learning that likewise warrant scrutiny as they impact the ethical and instrumental ends of teaching and instructional practices today.
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Online Education and Women’s Empowerment
Tabassum Amina
Formal and informal online learning spaces have evolved into important sources of knowledge that are accessible to many, require limited mobility, and provide ubiquitous learning opportunities. The COVID-19 pandemic in 2020 has led to a major jump in the increase of online learning to make learning available, accessible, and possible to the diverse learner population globally. Reducing the gender divide in access to knowledge and information has been the goal of many initiatives, and understanding how access has evolved and improved women’s opportunities to learn and be empowered is key to analyze the changing society. Women are empowered when they have access to learning and access is enhanced through the use of formal and informal online learning spaces and programs. With the knowledge gained, women’s capability is boosted with informed choices, active roles in the workforce, advancement in academics, and increased participation in STEM (science, technology, engineering, and math) education. Online learning can encourage and motivate women to actively participate in social or cultural movements as well as modify their roles as childbearers, caregivers, and home managers. Women empowerment and gender equality has been the focus of research for decades, but with the rise and availability of ubiquitous learning possibilities, women empowerment through the utilization of online learning opportunities is becoming an area that has much need for understanding. In the past, women were more passive about their marginalized position in society. However, women in the 21st century are more aware and active, and are disrupting their marginalized status with their increased use of digital spaces and online learning possibilities. They explore different sources of knowledge and information and join in different online education opportunities for formal and informal learning. Women not only empower themselves with the exploration of online resources but also others when they teach online, actively share information on social media, and participate in online discussion forums.
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Twenty-First-Century Learning Spaces and Pedagogical Change
Jill Colton
Twenty-first-century learning spaces are designed to enable students to develop the skills and dispositions required for uncertain and transformed futures. They are characterized by flexibility and openness, with architectural and technological features that allow for variable arrangements and digitally enhanced learning. Flexibility is achieved through the provision of features such as sliding doors, moveable furniture, open spaces, and smaller breakout rooms, which may be used by teachers and students in different ways. The flexibility and openness of these spaces are considered to enhance the collaborative, self-directed and inquiry- or project-based learning that are regarded as crucial for an education that prepares students for work and citizenship in the 21st century. The integration of networked digital tools and applications is a key aspect of 21st-century learning spaces and of the pedagogical changes that shape and are shaped by these spaces. Sociomaterial theoretical perspectives offer a way of interpreting and analyzing 21st-century learning spaces in relation to pedagogical change. The flexibility of these spaces is implicated in the flexibility of pedagogical approaches, and the opportunities for movement and varied arrangements in physical and digital spaces are correspondent with the self-managing, digitally literate learner. Links between learning spaces that are flexible, open, and digitally networked and the pedagogies enacted in those spaces have been the subject of empirical studies in Australia, the United Kingdom, Europe, Scandinavia, the United States, and New Zealand. These studies illustrate the importance of considering theoretical perspectives in research that investigates pedagogical change and learning space design.
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Teachers’ Knowledge for the Digital Age
Margaret L. Niess
The 21st-century entrance of digital media into education has required serious reconsideration of the knowledge teachers need for guiding students’ learning with the enhanced technological affordances. Technological Pedagogical Content Knowledge (TPCK or TPACK) describes the interaction of the overlapping regions of technological knowledge, pedagogical knowledge, and content knowledge that also creates four additional regions (technological pedagogical knowledge, technological content knowledge, pedagogical content knowledge, and technological pedagogical content knowledge). These knowledge regions are situated within a contextual knowledge domain that contains macro, meso, and micro levels for describing the dynamic equilibrium of the reformed teacher knowledge labeled TPCK/TPACK. Teacher educators, researchers, and scholars have been and continue to be challenged with identifying appropriate experiences and programs that develop, assess, and transform teachers’ knowledge for integrating information and communication technologies (ICT) that are also spurring advancements in artificial intelligence (AI) as learning tools in today’s reformed educational environments. Two questions guide this literature review for engaging the active, international scholarship and research directed toward understanding the nature of TPCK/TPACK and efforts guiding the transformation of the teacher’s knowledge called TPCK/TPACK. The first question considers the nature of a teacher’s knowledge for the digital age and how it differs from prior descriptions. Three distinct views of the nature of TPCK/TPACK are explained: the integrative view; the transformative view; and a distinctive view that directs how the primary domains of pedagogy, content, and technology enhance the teacher’s knowledge. The second question explores the research and scholarship recommending strategies for the redesign of teacher education towards developing, assessing, and transforming teachers’ TPCK/TPACK. These strategies recognize the importance of (1) using teacher educators as role models, (2) reflecting on the role of ICT in education, (3) learning how to use technology by design, (4) scaffolding authentic technology experiences, (5) collaborating with peers, and (6) providing continuous feedback. This research further characterizes teacher educators with strong ICT attributes as the gatekeepers for redesigning teacher education programs so that today’s teachers are better prepared to engage in the strategic thinking of when, where, and how to guide students’ learning given the rapid advancements of digital technologies. These cumulative scholarly efforts provide a launchpad for future research toward transforming teachers’ knowledge for teaching with the technological advancements of the digital age.
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Teaching Writing in the Digital Era
Linda Laidlaw
In the digital era, written communication for children and youth is changing. As texts and media include complex intersections of print, image, sound, and other modalities, the ways in which writing is conceived is shifting. The evolution and impact of digital technologies follow a long history of invention, innovation, and change in written communication, with critiques of writing and communication technologies present in both historical and contemporary contexts. A new development in contemporary digital culture is the significant and widespread participation of children and youth in digital media and communication due to the ubiquity, affordances, and appeal of mobile digital devices. In the history of writing instruction, pedagogical approaches and perspectives have continued to evolve, with the teaching of writing at times positioned as subordinate to the teaching of reading, a pattern that has repeated into the digital era in which an emphasis on digital writing production and text creation has been similarly less of a focus than receptive consumption of media. Shifts in digital practice and the emergence of new devices for writing present both challenges and opportunities for the teaching of writing and the creation of texts in schools, with issues of digital resource provision and access to technology presenting hurdles for some teachers. Teacher awareness of the digital worlds, practices, and “funds of knowledge” that students are bringing to the writing classroom is vital to reimagining the writing classroom within contemporary digital culture. In the 21st century, writing instruction needs to be inclusive of the operational demands of writing as well as sociocultural and critical requirements, in addition to responding to fluid technoliteracy contexts and consideration of how “writing” itself is changing.
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Universal Design for Learning: Changing the Way We Interact With Diversity
Suzanne Stolz
Universal Design for Learning, widely known as UDL, is a framework for creating flexible curriculum and pedagogy that provides access for all students, giving the opportunity to build from their strengths. First introduced in 1998, UDL is centered on three principles: (a) provide multiple means of engagement, (b) provide multiple means of representation, and (c) provide multiple means of action and expression. In applying the framework in K–12 or postsecondary schools, educators first consider the diversity of students, their assets and needs, the barriers that interfere with their success, and then plan lessons that are widely accessible. UDL has close relationship with technology as it provides various ways to present content, engage students, and demonstrate their learning.
Research and policy, largely in the United States, support the growth of UDL. Research has created UDL tools like the Strategic Reader, produced recommendations for implementation, and measured efficacy. The National UDL Task Force, a coalition of stakeholder organizations has worked for the integration of UDL principles into local, state, and federal policies. Critiques of the framework note a dearth of empirical evidence and inconsistency in the research. They also help identify a path forward in designing new research and attending to complications in the framework that might better address diversity and bring students to the center.
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Working Memory: Models and Applications
Stoo Sepp, Steven J. Howard, Sharon Tindall-Ford, Shirley Agostinho, and Fred Paas
In 1956, Miller first reported on a capacity limitation in the amount of information the human brain can process, which was thought to be seven plus or minus two items. The system of memory used to process information for immediate use was coined “working memory” by Miller, Galanter, and Pribram in 1960. In 1968, Atkinson and Shiffrin proposed their multistore model of memory, which theorized that the memory system was separated into short-term memory, long-term memory, and the sensory register, the latter of which temporarily holds and forwards information from sensory inputs to short term-memory for processing. Baddeley and Hitch built upon the concept of multiple stores, leading to the development of the multicomponent model of working memory in 1974, which described two stores devoted to the processing of visuospatial and auditory information, both coordinated by a central executive system. Later, Cowan’s theorizing focused on attentional factors in the effortful and effortless activation and maintenance of information in working memory. In 1988, Cowan published his model—the scope and control of attention model. In contrast, since the early 2000s Engle has investigated working memory capacity through the lens of his individual differences model, which does not seek to quantify capacity in the same way as Miller or Cowan. Instead, this model describes working memory capacity as the interplay between primary memory (working memory), the control of attention, and secondary memory (long-term memory). This affords the opportunity to focus on individual differences in working memory capacity and extend theorizing beyond storage to the manipulation of complex information. These models and advancements have made significant contributions to understandings of learning and cognition, informing educational research and practice in particular. Emerging areas of inquiry include investigating use of gestures to support working memory processing, leveraging working memory measures as a means to target instructional strategies for individual learners, and working memory training. Given that working memory is still debated, and not yet fully understood, researchers continue to investigate its nature, its role in learning and development, and its implications for educational curricula, pedagogy, and practice.
