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What learning analytics tools can help you improve student performance?

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Learning analytics is the process of collecting, analyzing, and using data about learners and their interactions with educational materials, activities, and environments. Learning analytics tools can help you improve student performance by providing insights into learners' behaviors, preferences, strengths, weaknesses, progress, and outcomes. In this article, you will learn about some of the learning analytics tools that you can use in your teaching practice and how they can benefit you and your students.

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Mohamed Masry

Associate Professor of Finance

1 Dashboard tools

Dashboard tools are visual displays that show key indicators of learners' performance, such as grades, attendance, engagement, completion, and feedback. Dashboard tools can help you monitor and track your students' progress, identify at-risk or struggling learners, and provide timely and personalized interventions. Dashboard tools can also help your students self-regulate their learning, set goals, and reflect on their achievements. Some examples of dashboard tools are Moodle, Canvas, and Blackboard.

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Mohamed Masry

Associate Professor of Finance
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Tools like iClicker and Gradescope can provide detailed feedback on student performance in quizzes and assignments, enabling educators to understand areas of difficulty and adjust their teaching methods accordingly.

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Adel OUESLATI

Professor of Chemical Eng. & Process Eng. | Expert in Metrology & Sustainability | Passionate about AI & Machine Learning | Business Performance.
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Here are some examples: 1. Learning Management Systems (LMS), Predictive Analytics Tools, Data Visualization Tools, Adaptive Learning Platforms, Student Response Systems (SRS), Retention Management Systems, Learning Analytics Dashboards, Gamification Platforms, Early Warning Systems, Speech and Text Analysis Tools. When implementing learning analytics tools, it's crucial to consider student privacy, data security, and ethical considerations. Additionally, effective use of these tools requires collaboration between educators, administrators, and IT professionals to ensure proper implementation and interpretation of the data.

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Aarti Bhardwaj

Science and Mathematics facilitator
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Learning analytics dashboards, such as those provided by Brightspace Insights or Course Signals, aggregate data from various sources (e.g., LMS, assessment tools, student information systems) to provide educators with a comprehensive view of student performance and engagement. Dashboards often include visualizations, alerts, and predictive analytics to support data-driven decision-making and early intervention efforts. Tools likeGoogle Data Studio, Assessment platforms like Kahoot!, Quizlet, or Socrative provide analytics on student performance in quizzes, tests, and assignments. Data visualizations can help educators identify patterns, trends, and correlations that inform instructional decision-making and intervention strategies.

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2 Feedback tools

Feedback tools are applications that enable you to give and receive feedback from your students and peers. Feedback tools can help you improve student performance by providing formative and summative assessment, enhancing communication and collaboration, and fostering a culture of feedback. Feedback tools can also help your students improve their skills, knowledge, and confidence, as well as receive recognition and support. Some examples of feedback tools are Google Forms, Peergrade, and FeedbackFruits.

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3 Adaptive tools

Adaptive tools are systems that adjust the content, difficulty, pace, or sequence of learning materials or activities based on learners' responses, preferences, or needs. Adaptive tools can help you improve student performance by providing personalized and differentiated learning experiences, increasing motivation and engagement, and optimizing learning outcomes. Adaptive tools can also help your students learn at their own pace, level, and style, and receive immediate and tailored feedback. Some examples of adaptive tools are Knewton, Smart Sparrow, and ALEKS.

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4 Analytics tools

Analytics tools are software that enable you to collect, analyze, and visualize data from various sources, such as learning management systems, online platforms, or sensors. Analytics tools can help you improve student performance by providing rich and comprehensive data analysis, identifying patterns and trends, and generating actionable insights and recommendations. Analytics tools can also help you evaluate the effectiveness of your teaching strategies, materials, and interventions, and improve your pedagogical decision-making. Some examples of analytics tools are Tableau, Power BI, and R.

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Mohamed Masry

Associate Professor of Finance
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Tools like Piazza and Edmodo can analyze student interactions in online forums and collaborative learning environments, helping educators promote active learning and identify students who might be isolated or struggling.

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5 Gamification tools

Gamification tools are applications that use game elements, such as points, badges, leaderboards, or challenges, to enhance the learning process. Gamification tools can help you improve student performance by increasing motivation and engagement, fostering competition and collaboration, and rewarding achievement and effort. Gamification tools can also help your students develop skills, such as problem-solving, creativity, and critical thinking, and have fun while learning. Some examples of gamification tools are Kahoot, Quizizz, and Classcraft.

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Mohamed Masry

Associate Professor of Finance
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Here are some specific examples of gamification tools that can be used to improve student performance: ??Classcraft: Transforms the classroom into an RPG, where students earn points, level up, and complete quests to learn. ??Kahoot! and Quizizz: Create interactive quizzes and polls that promote friendly competition and active participation. ??Blooket: Turns reviewing vocabulary into a fast-paced, engaging game. ??Minecraft Education Edition: Provides a virtual world where students can build, explore, and learn about various subjects. ??Duolingo: Makes learning languages fun and engaging through gamified lessons and progress tracking.

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6 Social tools

Social tools are platforms that facilitate social interaction and networking among learners and educators. Social tools can help you improve student performance by promoting communication and collaboration, creating a sense of community and belonging, and enhancing social presence and awareness. Social tools can also help your students share ideas, resources, and feedback, learn from each other, and build relationships and trust. Some examples of social tools are Edmodo, Padlet, and Flipgrid.

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7 Here’s what else to consider

This is a space to share examples, stories, or insights that don’t fit into any of the previous sections. What else would you like to add?

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What learning analytics tools can help you improve student performance?

1

2

3

4

5

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1 Dashboard tools

2 Feedback tools

3 Adaptive tools

4 Analytics tools

5 Gamification tools

6 Social tools

7 Here’s what else to consider

Teaching

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What learning analytics tools can help you improve student performance?

1

2

3

4

5

6

7

1 Dashboard tools

2 Feedback tools

3 Adaptive tools

4 Analytics tools

5 Gamification tools

6 Social tools

7 Here’s what else to consider

Teaching

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