Conferencia invitada de Yannis Dimitriadis "Diseñando para orquestrar situaciones CSCL", Seminario de eMadrid sobre Tecnologías para el Aprendizaje Colaborativo, Madrid, 15 de febrero de 2013
Conferencia invitada de Yannis Dimitriadis "Diseñando para orquestrar situaciones CSCL", Seminario de eMadrid sobre Tecnologías para el Aprendizaje Colaborativo, Madrid, 15 de febrero de 2013
Human-Centered Learning Analytics and Artificial Intelligence in Education: H...Yannis
Although Artificial Intelligence (AI) and Learning Analytics (LA) have shown their potential in Education, stakeholders’ agency seems to be threatened. On the other hand, multiple issues regarding FATE (Fairness, Accountability, Transparency and Ethics) have been raised when AI or LA-based solutions are designed and implemented. These issues have been especially acute since the emergence of Large Language Models and Generative AI.
This talk discusses the quest for an optimal balance between human and computational agents, when LA tools and services are employed in a Technology Enhanced Learning (TEL) ecosystem. Through the discussion of relevant conceptual models and examples, it argues for Human-Centered Learning Analytics (HCLA) and Human-Centered Artificial Intelligence (HCAI) approaches, where agency and FATE principles are essential design parameters.
The talk focuses especially on LA/AI solutions that may position teachers as designers of effective interventions and orchestration actions. Selected Human-Centered Design (HCD) principles are discussed and illustrated, and directions for future research and development are formulated to overcome the main obstacles for adoption of human-centered approaches for LA and AI in education.
Keynote presentation of Yannis Dimitriadis at Intelligent Tutoring Systems 2022: Human-Centered Learning Analytics: Designing for balanced human and computational agency
The doctoral thesis trajectory has been often characterized as a “long and windy road” or a journey to “Ithaka”, suggesting the promises and challenges of this journey of initiation to research.
The doctoral candidates need to complete such journey
preserving and even enhancing their wellbeing,
overcoming the many challenges through resilience, while keeping
high standards of ethics and
scientific rigor.
This talk will provide a personal account of lessons learnt and recommendations from a senior researcher over his 30+ years of doctoral supervision and care for doctoral students.
Specific attention will be paid on the special features of the
(interdisciplinary doctoral research in Technology Enhanced Learning (TEL),
the eventual convergence of mindsets and epistemological traditions in Information and Communications Technologies (ICT) and human-oriented learning, educational or social sciences, as well as
the specific challenges posed by the human-oriented features of the TEL field.
Keynote talk at CollabTech2022 (November 9, 2022):
Design and orchestration of technology-enhanced collaborative learning can be very challenging for teachers or even instructional designers. This keynote presentation deals with design for effective and efficient collaborative learning, and how teachers as designers and orchestrators may be supported in complex ecosystems.
We present the main challenges and solutions regarding conceptual and technological tools which may be developed, building on, and adapting to existing design knowledge.
The talk will provide an overview of patterns, approaches, tools, and systems that should respect teachers’ agency while taking advantage of complex computational approaches, typically based on artificial intelligence.
We pay special attention to recent research on how learning analytics solutions may be designed and implemented using human-centered approaches, and how socially shared regulated learning may be better supported.
Several illustrating examples will be shown drawing on the literature and the research work of the presented during the last 25 years.
Some prominent pending issues will be posed that may guide future research in supporting teachers as designers and orchestrators.
Designing for effective and efficient pedagogical interventions and orchestration in complex Technology-Enhanced Learning (TEL) ecosystems is an increasingly challenging issue.
In spite of the significant potential of Learning Analytics (LA) research, it is still unclear how can LA be designed to position teachers as designers of effective interventions and orchestration actions.
This talk argues for Human-Centered Design (HCD) and orchestration of actionable learning analytics. It provides a review of needs and existing approaches for HCD in LA is provided, and it proposes three HCD principles for LA solutions, i.e., agentic positioning of teachers and other stakeholders; integration of the learning design cycle and the LA design process; and reliance on educational theories to guide the LA solution design and implementation.
The HCD principles are illustrated and discussed through two case studies in authentic learning contexts.
Finally, some directions for future research and development are formulated to overcome the main obstacles for adoption of HCD for LA.
Supporting teachers as designers: (Some) Research threads at GSIC/EMICYannis
Some current research threads at GSIC/EMIC: (1) Design for Learning, (2) Some systems: ILDE and GluePS-AR, (3) Aligning Learning Analytics, Design for Learning, Orchestration
Design and orchestration of CSCL educational scenarios is still a challenge for teachers and instructional designers.
Conceptual and technological support to teachers as designers is essential for a sustainable, effective and efficient adoption of innovative pedagogical approaches in increasing complex technology-enhanced learning ecosystems.
This talk presents an overview of patterns, software architectures and environments that support design for learning, drawn from proposals made by the GSIC/EMIC group, together with illustrative examples.
Finally, we discuss some issues regarding effective orchestration actions and pedagogical interventions based on learning analytics and aligned with the design of the educational scenarios.
Technology-enhanced learning ecosystems are becoming quite complex, especially when non-conventional approaches, such as collaborative or inquiry learning are employed.
On the other hand, the recent advances in the learning analytics field have been very promising, for purposes of understanding and optimizing learning and the environments in which it occurs.
However, the alignment between design for learning and learning analytics has been recently shown to be a pending, albeit essential, issue that would allow for effective and efficient pedagogical interventions and orchestration.
This seminar focuses on design for learning, and especially on the eventual support to teachers as designers of pedagogical interventions and classroom orchestration.
Taking into account the “In Media Res” and the “Orchestration and Learning Analytics” frameworks,
this seminar presents some important issues, design principles - patterns, proposals and illustrating examples, regarding the involvement of teachers in the loop of design for effective use of learning analytics.
Learning design, learning analytics, technology enhanced learning
Patterns, approaches and systems to support teachers in designing fortechnol...Yannis
Technology-enhanced collaborative learning can be very challenging for teachers and instructional designers. This seminar deals with design for learning in such contexts showing how pedagogical collaborative learning flow and atomic patterns can be employed in order to promote effective and efficient learning.
Moreover, the talks presents the “In media res framework” and the associated forward-oriented approach of design for
learning, as well as ICT environments and systems that may support teachers. Examples are provided that illustrate crucial elements that can be designed for orchestration, awareness, analytics, reflection and redesign. Finally, some current and future lines of research are presented with respect to the mutual connection between learning design and learning analytics in collaborative learning contexts.
Human-Centered Learning Analytics and Artificial Intelligence in Education: H...Yannis
Although Artificial Intelligence (AI) and Learning Analytics (LA) have shown their potential in Education, stakeholders’ agency seems to be threatened. On the other hand, multiple issues regarding FATE (Fairness, Accountability, Transparency and Ethics) have been raised when AI or LA-based solutions are designed and implemented. These issues have been especially acute since the emergence of Large Language Models and Generative AI.
This talk discusses the quest for an optimal balance between human and computational agents, when LA tools and services are employed in a Technology Enhanced Learning (TEL) ecosystem. Through the discussion of relevant conceptual models and examples, it argues for Human-Centered Learning Analytics (HCLA) and Human-Centered Artificial Intelligence (HCAI) approaches, where agency and FATE principles are essential design parameters.
The talk focuses especially on LA/AI solutions that may position teachers as designers of effective interventions and orchestration actions. Selected Human-Centered Design (HCD) principles are discussed and illustrated, and directions for future research and development are formulated to overcome the main obstacles for adoption of human-centered approaches for LA and AI in education.
Keynote presentation of Yannis Dimitriadis at Intelligent Tutoring Systems 2022: Human-Centered Learning Analytics: Designing for balanced human and computational agency
The doctoral thesis trajectory has been often characterized as a “long and windy road” or a journey to “Ithaka”, suggesting the promises and challenges of this journey of initiation to research.
The doctoral candidates need to complete such journey
preserving and even enhancing their wellbeing,
overcoming the many challenges through resilience, while keeping
high standards of ethics and
scientific rigor.
This talk will provide a personal account of lessons learnt and recommendations from a senior researcher over his 30+ years of doctoral supervision and care for doctoral students.
Specific attention will be paid on the special features of the
(interdisciplinary doctoral research in Technology Enhanced Learning (TEL),
the eventual convergence of mindsets and epistemological traditions in Information and Communications Technologies (ICT) and human-oriented learning, educational or social sciences, as well as
the specific challenges posed by the human-oriented features of the TEL field.
Keynote talk at CollabTech2022 (November 9, 2022):
Design and orchestration of technology-enhanced collaborative learning can be very challenging for teachers or even instructional designers. This keynote presentation deals with design for effective and efficient collaborative learning, and how teachers as designers and orchestrators may be supported in complex ecosystems.
We present the main challenges and solutions regarding conceptual and technological tools which may be developed, building on, and adapting to existing design knowledge.
The talk will provide an overview of patterns, approaches, tools, and systems that should respect teachers’ agency while taking advantage of complex computational approaches, typically based on artificial intelligence.
We pay special attention to recent research on how learning analytics solutions may be designed and implemented using human-centered approaches, and how socially shared regulated learning may be better supported.
Several illustrating examples will be shown drawing on the literature and the research work of the presented during the last 25 years.
Some prominent pending issues will be posed that may guide future research in supporting teachers as designers and orchestrators.
Designing for effective and efficient pedagogical interventions and orchestration in complex Technology-Enhanced Learning (TEL) ecosystems is an increasingly challenging issue.
In spite of the significant potential of Learning Analytics (LA) research, it is still unclear how can LA be designed to position teachers as designers of effective interventions and orchestration actions.
This talk argues for Human-Centered Design (HCD) and orchestration of actionable learning analytics. It provides a review of needs and existing approaches for HCD in LA is provided, and it proposes three HCD principles for LA solutions, i.e., agentic positioning of teachers and other stakeholders; integration of the learning design cycle and the LA design process; and reliance on educational theories to guide the LA solution design and implementation.
The HCD principles are illustrated and discussed through two case studies in authentic learning contexts.
Finally, some directions for future research and development are formulated to overcome the main obstacles for adoption of HCD for LA.
Supporting teachers as designers: (Some) Research threads at GSIC/EMICYannis
Some current research threads at GSIC/EMIC: (1) Design for Learning, (2) Some systems: ILDE and GluePS-AR, (3) Aligning Learning Analytics, Design for Learning, Orchestration
Design and orchestration of CSCL educational scenarios is still a challenge for teachers and instructional designers.
Conceptual and technological support to teachers as designers is essential for a sustainable, effective and efficient adoption of innovative pedagogical approaches in increasing complex technology-enhanced learning ecosystems.
This talk presents an overview of patterns, software architectures and environments that support design for learning, drawn from proposals made by the GSIC/EMIC group, together with illustrative examples.
Finally, we discuss some issues regarding effective orchestration actions and pedagogical interventions based on learning analytics and aligned with the design of the educational scenarios.
Technology-enhanced learning ecosystems are becoming quite complex, especially when non-conventional approaches, such as collaborative or inquiry learning are employed.
On the other hand, the recent advances in the learning analytics field have been very promising, for purposes of understanding and optimizing learning and the environments in which it occurs.
However, the alignment between design for learning and learning analytics has been recently shown to be a pending, albeit essential, issue that would allow for effective and efficient pedagogical interventions and orchestration.
This seminar focuses on design for learning, and especially on the eventual support to teachers as designers of pedagogical interventions and classroom orchestration.
Taking into account the “In Media Res” and the “Orchestration and Learning Analytics” frameworks,
this seminar presents some important issues, design principles - patterns, proposals and illustrating examples, regarding the involvement of teachers in the loop of design for effective use of learning analytics.
Learning design, learning analytics, technology enhanced learning
Patterns, approaches and systems to support teachers in designing fortechnol...Yannis
Technology-enhanced collaborative learning can be very challenging for teachers and instructional designers. This seminar deals with design for learning in such contexts showing how pedagogical collaborative learning flow and atomic patterns can be employed in order to promote effective and efficient learning.
Moreover, the talks presents the “In media res framework” and the associated forward-oriented approach of design for
learning, as well as ICT environments and systems that may support teachers. Examples are provided that illustrate crucial elements that can be designed for orchestration, awareness, analytics, reflection and redesign. Finally, some current and future lines of research are presented with respect to the mutual connection between learning design and learning analytics in collaborative learning contexts.