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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Critical Digital Pedagogy in the Platform Society
Earl Aguilera and Christina Salazar
The term “critical digital pedagogy” has been used to describe a broad range of approaches to teaching and learning rooted in critical theory, digital cultural studies, and the liberatory education promoted within schools of critical pedagogy since the 1960s. References to critical digital pedagogy began to appear in published scholarly literature in the early 2000s as a response to the expansion of neoliberal ideologies and policies in an age of proliferating digital and networked technologies. These shifts in technological, economic, and social organization have since become collectively described as the “platformization” of society, driven by processes such as datafication, commodification, and algorithmic selection. In response to concerns about the neoliberalization, dehumanization, and platformization of education specifically, the emergent field of critical digital pedagogy has coalesced into a community of educators, designers, and theorists with an international scope, though the majority of published scholarship originates from the United States and the European Union. While the approaches and methods that the proponents of critical digital pedagogy engage with are varied, three broad families of practice include critical instructional design, humanizing online teaching and learning, and digital ungrading. Following earlier traditions of critical pedagogy, practitioners in the field of critical digital pedagogy find themselves grappling with critiques of their approaches as overly politicized, ideologically driven, and pragmatically limited. Open issues in the field include the expanding role of machine learning and artificial intelligence, the role of political activism beyond the classroom, and the addressing of intersections between race, class, and other dimensions of identity within a critical framework.
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Education Research Beyond Cyborg Subjectivities
Annette Gough and Noel Gough
The term “cyborg,” as a combination of “cybernetics” and “organism,” was coined by Manfred Clynes and Nathan Kline in 1960 in a paper presented at a National Aeronautics and Space Administration (NASA) conference on space exploration as a representation of a particular challenge of space travel: physically adapting a human body to survive in a hostile environment rather than modifying the environment. Soon after, NASA commissioned “The Cyborg Study” to investigate the theoretical possibilities of incorporating life support–related technologies into future spacecraft design. From the beginning, cyborgs were seen as the realization of a transhumanist goal—liberating humans from the limitations of the body and its environment by means of mechanization. Outside of space exploration, the term “cyborg” has evolved to encompass an expansive mesh of the mythological, metaphorical, and technical. Initially mainly taken up by science fiction writers to create superhumans, the notion entered cultural studies in the 1980s, particularly through Donna Haraway’s feminist “cyborg manifesto,” which argues that we are all cyborgs. Since then, terminology has shifted, and cyborgs are more likely called “posthumans,” “more-than-humans,” “other-than-humans,” or “companion species.” Discussions of cyborg and posthuman subjectivities in educational research have taken two main directions. The first argues that with equipment like tablets, smartphones, and laptops, students and teachers are already cyborgs—hybrids of human and machine—accessing information, resources, networks, groups, personal relations, libraries, and mass media through the Internet. Other research has investigated how the construction of cyborg and posthuman subjectivities changes the relationships between humans and their surroundings, devising new social, ethical, and discursive ways of thinking and representation.
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Engineering Education and Social Justice
Jon A. Leydens, Juan C. Lucena, and Donna M. Riley
Engineering education and social (in)justice are connected in complex ways. Research indicates that while issues of social (in)justice are inherent in engineering practice, they are often invisible in engineering education. The mechanism by which social justice is rendered invisible involves mindsets and ideologies in engineering and engineering education. Hence, innovative strategies and practices need to address these mindsets and ideologies, rendering social justice visible in engineering education. Imagined future scenarios for social justice in engineering education indicate how social justice could be readily marginalized or accentuated, with accompanying detriments or benefits.
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Digital Game-Based Learning: Foundations, Applications, and Critical Issues
Earl Aguilera and Roberto de Roock
As contemporary societies continue to integrate digital technologies into varying aspects of everyday life—including work, schooling, and play—the concept of digital game-based learning (DGBL) has become increasingly influential. The term DGBL is often used to characterize the relationship of computer-based games (including games played on dedicated gaming consoles and mobile devices) to various learning processes or outcomes. The concept of DGBL has its origins in interdisciplinary research across the computational and social sciences, as well as the humanities. As interest in computer games and learning within the field of education began to expand in the late 20th century, DGBL became somewhat of a contested term. Even foundational concepts such as the definition of games (as well as their relationship to simulations and similar artifacts), the affordances of digital modalities, and the question of what “counts” as learning continue to spark debate among positivist, interpretivist, and critical framings of DGBL. Other contested areas include the ways that DGBL should be assessed, the role of motivation in DGBL, and the specific frameworks that should inform the design of games for learning.
Scholarship representing a more positivist view of DGBL typically explores the potential of digital games as motivators and influencers of human behavior, leading to the development of concepts such as gamification and other uses of games for achieving specified outcomes, such as increasing academic measures of performance, or as a form of behavioral modification. Other researchers have taken a more interpretive view of DGBL, framing it as a way to understand learning, meaning-making, and play as social practices embedded within broader contexts, both local and historical. Still others approach DGBL through a more critical paradigm, interrogating issues of power, agency, and ideology within and across applications of DGBL. Within classrooms and formal settings, educators have adopted four broad approaches to applying DGBL: (a) integrating commercial games into classroom learning; (b) developing games expressly for the purpose of teaching educational content; (c) involving students in the creation of digital games as a vehicle for learning; and (d) integrating elements such as scoreboards, feedback loops, and reward systems derived from digital games into non-game contexts—also referred to as gamification. Scholarship on DGBL focusing on informal settings has alternatively highlighted the socially situated, interpretive practices of gamers; the role of affinity spaces and participatory cultures; and the intersection of gaming practices with the lifeworlds of game players.
As DGBL has continued to demonstrate influence on a variety of fields, it has also attracted criticism. Among these critiques are the question of the relative effectiveness of DGBL for achieving educational outcomes. Critiques of the quality and design of educational games have also been raised by educators, designers, and gamers alike. Interpretive scholars have tended to question the primacy of institutionally defined approaches to DGBL, highlighting instead the importance of understanding how people make meaning through and with games beyond formal schooling. Critical scholars have also identified issues in the ethics of DGBL in general and gamification in particular as a form of behavior modification and social control. These critiques often intersect and overlap with criticism of video games in general, including issues of commercialism, antisocial behaviors, misogyny, addiction, and the promotion of violence. Despite these criticisms, research and applications of DGBL continue to expand within and beyond the field of education, and evolving technologies, social practices, and cultural developments continue to open new avenues of exploration in the area.
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Youth Activism through Critical Arts, Transmedia, and Multiliteracies
Theresa Rogers
In the context of increasing realizations of the fragility of democracy, the possibilities and accomplishments of youth activist projects across material and virtual spaces and sites continue to flourish. Research on this work is situated in the rich scholarly traditions of critical youth studies and critical youth literacies as well as in theories of civic engagement, public pedagogy, participatory politics, cosmopolitanism, and relational mobilities. Many youth projects draw on the resources of arts, digital media, and critical multiliteracies to participate, in material ways, in public and political life. Taking up issues such as citizenship for immigrant youth, homelessness, and poverty, young people powerfully create critical, social, and political narratives that resonate within and beyond their own communities. Theorizing this work in relation to public engagement, spatiality, and mobilities deepens our understanding of those moments when youth in community and educational sites create powerful transmediated counter-narratives about their lives and worlds—the ways they incorporate both local and global understandings to create these new forms of political participation. And the work itself underscores the need for more equitable access to various multimodal and digital resources and the importance of youth access to public and mediated spaces. Schools and educators are called to create pedagogical spaces that invite students’ subjectivities, locations, and creative uses of material resources to engage in local and larger public dialogues, counter dominant cultural ideologies, address multiple publics, and create new forms of political participation.
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“Globalization,” Coloniality, and Decolonial Love in STEM Education
Miwa A. Takeuchi and Ananda Marin
From the era of European empire to the global trades escalated after the World Wars, technological advancement, one of the key underlying conditions of globalization, has been closely linked with the production and reproduction of the colonizer/colonized. The rhetoric of modernity characterized by “salvation,” “rationality,” “development,” and nature-society or nature-culture divides underlies dominant perspectives on Science, Technology, Engineering, and Mathematics (STEM) education that have historically positioned economic development and national security as its core values. Such rhetoric inevitably and implicitly generates the logic of oppression and exploitation. Against the backdrop of nationalist and militaristic discourse representing modernity or coloniality, counter-voices have also arisen to envision a future of STEM education that is more humane and socioecologically just. Such bodies of critiques have interrogated interlocking colonial domains that shape the realm of STEM education: (a) settler colonialism, (b) paternalism, genderism, and coloniality, and (c) militarism and aggression and violence against the geopolitical Other. Our ways of knowing and being with STEM disciplines have been inexorably changed in the midst of the COVID-19 pandemic, which powerfully showed us how we live in the global chain of contagion. What kinds of portrayal can we depict if we dismantle colonial imaginaries of STEM education and instead center decolonial love—love that resists the nature-culture or nature-society divide, love to know our responsibilities and enact them in ways that give back, love that does not neglect historical oppression and violence yet carries us through? STEM education that posits decolonial love at its core will be inevitably and critically transdisciplinary, expanding the epistemological and ontological boundaries to embrace those who had been colonized and disciplined through racialized, gendered, and classist disciplinary practices of STEM.
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A Critical Review and New Directions for Queering Computing and Computing Education
Dylan Paré
Technological imaginaries underpinning computing and technoscientific practices and pedagogies are predominantly entrenched in cisheteropatriarchal, imperialist, and militaristic ideologies. A critical, intersectional queer and trans phenomenological analysis of computing education offers an epistemological and axiological reimagining by centering the analysis of gender and sexuality through the lens of marginalized people’s experiences (queer, trans, and intersecting marginalities). It analyzes how systems of domination and liberation occur through relationships between objects, people, and their environments and how these systems of power multiply in effect when people are situated at multiple axes of oppression (such as gender, sexuality, race, and disability).
Complexity, heterogeneity, and fluidity are at the core of queer and trans imaginaries and challenge the assumed naturalness of biological categories that underpin much of the cisheteronormative harm and violence in K-16 education, STEM (science, technological, engineering and medical) disciplinary practices, and technological innovations. Foregrounding complexity, heterogeneity, and fluidity supports the critique, construction, and transformation of computational objects, worlds, and learning environments so that queer and trans perspectives, narratives, and experiences are centered and valued. In doing so, ambiguity, fluidity, and body becoming are centered in virtual spaces, thereby offering emancipatory possibilities for supporting critical literacies of gender and sexuality. Methodologically, approaches rooted in active solidarity with queer and trans people and a commitment to listening to intersectional experiences of gender and sexuality-based marginalization and resilience reorient computing learning environments towards liberatory, justice-oriented practices.
Computing scholars and educators have identified data science (more broadly) and algorithmic bias (in particular) as an essential domain for furthering education research and practice. Histories of erasure, exclusion, and violence on queer and trans people, both by carceral technologies and algorithmic bias, and as part of the computing profession, are enacted on individual people and reflected in societal biases that inform and shape public experiences of computing and technologies. Overall, queering computing education and computing education research directs attention towards a multifaceted problem: the historical and ongoing hegemonic, cisheteropatriarchal control over programming; the limitations to representation by code that a computer can recognize; the possibilities to queer code and computer architectures; the technological regulation of identity and bodies; and the limits and affordances of technological representation of gender and sexual identity. A queer, trans, intersectional, justice-oriented approach to computing education attends to the structural, socio-historical context in teaching and learning computer science and coding, including the dominant cultures of the technology workforce and the everyday disciplining interactions with technology that shape who we can become.
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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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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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