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1. How teachers conceptualise shared control with an AI co‐orchestration tool: A multiyear teacher‐centred design process

   https://doi.org/10.1111/bjet.13372  

   Lawrence, LuEttaMae ; Echeverria, Vanessa ; Yang, Kexin ; Aleven, Vincent ; Rummel, Nikol ( August 2023 , British Journal of Educational Technology)

   Artificial intelligence (AI) can enhance teachers' capabilities by sharing control over different parts of learning activities. This is especially true for complex learning activities, such as dynamic learning transitions where students move between individual and collaborative learning in un‐planned ways, as the need arises. Yet, few initiatives have emerged considering how shared responsibility between teachers and AI can support learning and how teachers' voices might be included to inform design decisions. The goal of our article is twofold. First, we describe a secondary analysis of our co‐design process comprising six design methods to understand how teachers conceptualise sharing control with an AI co‐orchestration tool, calledPair‐Up. We worked with 76 middle school math teachers, each taking part in one to three methods, to create a co‐orchestration tool that supports dynamic combinations of individual and collaborative learning using two AI‐based tutoring systems. We leveraged qualitative content analysis to examine teachers' views about sharing control withPair‐Up, and we describe high‐level insights about the human‐AI interaction, including control, trust, responsibility, efficiency, and accuracy. Secondly, we use our results as an example showcasing how human‐centred learning analytics can be applied to the design of human‐AI technologies and share reflections for human‐AI technology designers regarding the methods that might be fruitful to elicit teacher feedback and ideas. Our findings illustrate the design of a novel co‐orchestration tool to facilitate the transitions between individual and collaborative learning and highlight considerations and reflections for designers of similar systems.

   What is already known about this topic:

   Artificial Intelligence (AI) can help teachers facilitate complex classroom activities, such as having students move between individual and collaborative learning in unplanned ways.

   Designers should use human‐centred design approaches to give teachers a voice in deciding what AI might do in the classroom and if or how they want to share control with it.

   What this paper adds:

   Presents teacher views about how they want to share control with AI to support students moving between individual and collaborative learning.

   Describes how we adapted six design methods to design AI features.

   Illustrates a complete, iterative process to create human‐AI interactions to support teachers as they facilitate students moving from individual to collaborative learning.

   Implications for practice:

   We share five implications for designers that teachers highlighted as necessary when designing AI‐features, including control, trust, responsibility, efficiency and accuracy.

   Our work also includes a reflection on our design process and implications for future design processes.

    

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2. Engaging Female High School Students in the Frontiers of Computing

   Stein, G. ; Gransbury, I. ; Jean, D. ; Alvarez ; L. ; Hill, M. ; Catete, V. ; Grover, S. ; Barnes, T. ; Broll, B. ; et al ( January 2022 , 2022 ASEE Annual Conference & Exposition)

   Creating pathways that stimulate high school learners’ interest in advanced topics with the goal of building a diverse, gender-balanced, future-ready workforce is crucial. To this end, we present the curriculum of a new, high school computer science course under development called Computer Science Frontiers (CSF). Building on the foundations set by the AP Computer Science Principles course, we seek to dramatically expand access, especially for high school girls, to the most exciting and emerging frontiers of computing, such as distributed computation, the internet of things (IoT), cybersecurity, and machine learning. The modular, open-access, hands-on curriculum provides an engaging introduction to these advanced topics in high school because currently they are accessible only to CS majors in college. It also focuses on other 21st century skills required to productively leverage computational methods and tools in virtually every profession. To address the dire gender disparity in computing, the curriculum was designed to engage female students by focusing on real world application domains, such as climate change and health, by including social applications and by emphasizing collaboration and teamwork. Our paper describes the design of curricular modules on Distributed Computing, IoT/Cybersecurity, and AI/Machine Learning. All project-based activities are designed to be collaborative, situated in contexts that are engaging to high school students, and often involve real-world world data. We piloted these modules in teacher PD workshops with 8 teachers from North Carolina, Tennessee, Massachusetts, Pennsylvania, and New York who then facilitated virtual summer camps with high school students in 2020 and 2021. Findings from teacher PD workshops as well as student camps indicate high levels of engagement in and enthusiasm for the curricular activities and topics. Post-intervention surveys suggest that these experiences generate student interest exploring these ideas further and connections to areas of interest to students. 

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3. Supporting collaborative classroom networks through technology: An actor network theory approach to understanding social behaviours and design

   https://doi.org/10.1111/bjet.13274  

   Kumar, Vishesh ; Tissenbaum, Mike ( September 2022 , British Journal of Educational Technology)

   This paper presents an implementation of Connected Spaces (CxS)—an ambient help seeking interface designed and developed for a project‐based computing classroom. We use actor network theory (ANT) to provide an underutilized posthumanist lens to understand the creation of collaborative connections in this Computational Action‐based implementation. Posthumanism offers an emerging and critical extension to sociocultural perspectives on understanding learning, by pushing us to decenter the human, and consider the active roles that human and non‐human entities play in learning environments by actively shaping each other. We analyse how students in this class adjusted their help‐seeking and collaborative habits following the introduction of CxS, a tool designed to foster (more inter‐group) collaboration. ANT proposes generalized symmetry—a principle of considering human, non‐human and more than human entities with equivalent and comparable agency, leading to describing phenomena as networks of actors in different evolving relationships with each other. Analysing collaborative interactions as fostered by CxS using an ANT approach supports design‐based research—an iterative design revision process highlighting understandings about design as well as learning—by providing a temporal and informative lens into the relationship between actors and tools within the environment. Our key findings include a framing of technologies in classrooms as bridgingagentic gapsbetween students and becoming actors engaging in different behaviours; learners enacting new agencies through technologies (for instance a more comfortable non‐intrusive help seeker), and the need for voicing and teachers to connect help networks in CxS equipped classrooms.

   What is already known about this topic

   Collaborative learning is a valuable skill and practice; opportunities to mentor others are critical in empowering minoritized learners, especially in STEM and computing disciplines.

   School norms solidify a power and expertise hierarchy between teachers and learners and fail to productively support learners in learning from each other.

   Additionally, lack of awareness about peers' knowledge is a common hindrance in students knowing who to ask for help and how.

   What this paper adds

   An example of a designed interface called Connected Spaces with potential to foster more inter‐student collaboration, especially outside of mandated within‐group collaboration—in the form of cross‐group help seeking and help giving.

   A design based research study using actor network theory highlighting the limitations of Connected Spaces in sparking notable behaviour change among students by itself but being retooled as a teacher support tool in enabling cross‐group collaborations.

   Presenting conceptions of collaboration through technologies as bridging agentic gaps and acting with new agencies in performing help‐seeking related actions.

   Provoking the idea of testing emerging technologies in classrooms along with sharing our analyses and reflections with the classroom as a key idea in computing education—surfacing the gap between designed intentions and the different kinds of extra social work needed in the on‐ground success of different technologies.

   Implications for practice and/or policy

   Designers and researchers should create and test more interfaces alongside teachers across different classrooms and contexts aimed at supporting different kinds of voluntary collaborative interactions.

   Curricula, standards and school practices should further center providing students with opportunities to engage as mentors and build communities of learning across disciplines to empower minoritized students.

   Researchers engaging in design based research should consider using more posthumanist lenses to examine educational technologies and how they affect change in learning environments.

    

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4. Networked Improvement Communities as Tools for Teacher Empowerment

   Childs, Joshua ; Zarch, Rebecca ; Torbey, Ryan ; Fletcher, Carol ( April 2021 , Research in Equity and Sustained Participation in Engineering, Computing, and Technology (RESPECT))

   null (Ed.)

   Research literature has documented how computer science (CS) teachers are often isolated in their schools and are less likely to collaborate as compared to other subject area teachers. This parallels an emerging body of literature around how teachers leverage professional development opportunities to engage in their practice. However, limited research has empirically studied how professional development opportunities lead to increases in teacher empowerment and spur broadening participation in CS efforts. In this study, we report on a networked improvement community (NIC) focused on connecting CS teachers to their peers, national experts, professional development providers, and researchers to impact teaching practices and guide implementation of policies that lead to increased female participation in CS courses. We report on the role of the NIC to support teachers as school and community change agents. Drawing from focus groups with participating teachers (n=20), we report on a two-year process of learning that involved identifying root causes for female underrepresentation and conducting teacher-led interventions within their classrooms and schools. We detail how a NIC offers a novel approach to facilitate collaboration and empower teachers to implement changes that can impact girls in computer science. Initial data indicate that the collaborative nature of the NIC and its teacher-directed approach to change led to a newfound sense of ownership and empowerment in NIC teachers for addressing the challenge of increasing female participation in CS. 

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5. Initial Steps in Developing Classroom Observation Rubrics Designed Around Instructional Practices that Support Equity and Access in Classrooms with Potential for “Success”

   https://doi.org/10.1177/01614681221140963  

   Wilson, Jonee ( November 2022 , Teachers College Record: The Voice of Scholarship in Education)

   Background: The field of mathematics education has made progress toward generating a set of instructional practices that could support improvements in the learning opportunities made available to groups of students who historically have been underserved and marginalized. Studies that contribute to this growing body of work are often conducted in learning environments that are framed as “successful.” As a researcher who is concerned with issues of equity and who acknowledges the importance of closely attending to the quality of the mathematical activity in which students are being asked to engage, my stance on “successful learning environments” pulls from both Gutiérrez’s descriptions of what characterizes classrooms as aiming for equity and the emphasis on the importance of conceptually oriented goals for student learning that is outlined in documents like the Standards. Though as a field we are growing in our knowledge of practices that support these successful learning environments, this knowledge has not yet been reflected in many of the observational tools, rubrics, and protocols used to study these environments. In addition, there is a growing need to develop empirically grounded ways of attending to the extent to which the practices that are being outlined in research literature actually contribute to the “success” of these learning environments. Purpose: The purpose of this article is to explore one way of meeting this growing need by describing the complex work of developing a set of classroom observation rubrics (the Equity and Access Rubrics for Mathematics Instruction, EAR-MI) designed to support efforts in identifying and observing critical features of classrooms characterized as having potential for “success.” In developing the rubrics, I took as my starting place findings from an analysis that compared a set of classrooms that were characterized as demonstrating aspects of successful learning environments and a set of classrooms that were not characterized as successful. This paper not only describes the process of developing the rubrics, but also outlines some of the qualitative differences that distinguished more and less effective examples of the practices the rubrics are designed to capture. Research Design: In designing the rubrics, I engaged in multiple cycles of qualitative analyses of video data collected from a large-scale study. Specifically, I iteratively designed, tested, and revised the developing rubrics while consistently collaborating with, consulting with, and receiving feedback from different experts in the field of education. Conclusions: Although I fully acknowledge and recognize that there are several tensions and limitations of this work, I argue that developing rubrics like the EAR-MI is still worthwhile. One reason that I give for continuing these types of efforts is that it contributes to the work of breaking down forms of practice into components and identifying key aspects of specific practices that are critical for supporting student learning in ways that make potentially productive routines of action visible to and learnable by others, which may ultimately contribute to the development of more successful learning environments. I also argue that rubrics like the EAR-MI have the potential to support researchers in developing stronger evidence of the effectiveness of practices that prior research has identified as critical for marginalized students and in more accurately and concretely identifying and describing learning environments as having potential for “success.” 

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