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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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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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.