Learning and teaching dashboards for adaptive learning

MASKOTT | LORIA | Cabrilog

New insights into education with dashboards for learning and teaching

Picture a world where every decision in education is informed by real-time data, and where technology doesn’t just support learning but transforms it. The field of online education stands at such a fundamental crossroads. “Learning and Teaching Dashboards for Adaptive Learning,” by Maskott, aims to bridge the often-wide gap between educators and learners. This initiative transforms how we monitor and understand the learning process, offering an innovative way to visualize and interpret educational data. The result is a richer, more informed teaching and learning experience that promises to enhance education for all involved. 

Tackling the challenge

While online education is incredibly versatile and accessible, it also presents unique challenges. One of the biggest hurdles is the lack of direct, face-to-face interaction between teachers and students. This lack makes it difficult to monitor academic behavior and track learning progress. Teachers are left with only the digital traces of students’ online activities to assess understanding and engagement, making it a complex task to intervene in a timely and effective manner.

Our approach

The core of this project lies in the comprehensive analysis of learners’ online behavior. By carefully exploring and examining these digital traces, we can identify key learning indicators that accurately reflect students’ progress and challenges. The project then translates these indicators into dynamic visualizations – from graphs to charts – that clearly illustrate the evolution of a learner’s learning process over time.

These visual tools are not just static representations. They use advanced AI techniques to predict future trends and outcomes, providing educators with proactive insights into their students’ academic trajectories. This predictive capability is essential for timely interventions and customized support to ensure each student receives the guidance they need to succeed.

The mission

Our assignment comprises several crucial steps:

  1. Conducting an in-depth analysis of online learning behavior.
  2. Identifying and defining the most important learning indicators.
  3. Selecting the most effective visualizations to show the evolution of these indicators over time.

These steps should result in a robust, user-friendly dashboard that enables teachers to monitor and support their students more effectively.

Results and impact

The primary output of this initiative is a series of visualizations that provide clear, actionable insights into students’ learning processes. These tools not only highlight current performance but also predict future developments, enabling educators to address issues before they turn into significant obstacles. This approach promises to transform the landscape of online education, making it more responsive and adaptive to the needs of both learners and teachers.

Collaboration and participation

The success of this project hinges on collaboration with partners like LORIA and Cabrilog, combining expertise in data analysis, AI, and educational technology to create a comprehensive solution. This initiative is open to any organization interested in contributing to and benefiting from this innovative approach. We welcome entities that bring data, technical skills, visualization expertise, or dashboard design capabilities.

Invitation to innovate

We invite educational institutions, corporate training departments, and technology enthusiasts to join us in this transformative journey. Your involvement can significantly influence the future of education, ensuring that students worldwide benefit from connected, high-quality learning experiences. 

In a rapidly changing educational landscape, our commitment is to harness the power of data and technology to create meaningful, impactful learning experiences. Are you ready to be part of it?

 


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