Learning Analytics with Excel Pivot Tables
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Transcript of Learning Analytics with Excel Pivot Tables
Learning Analytics with Excel Pivot Tables
Helena Dierenfeld
Agathe Merceron
April 10, 2023
Beuth Hochschule für Technik
{hdierenfeld,merceron}@beuth-hochschule.de
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Outline
Motivation
LAMA –Learning, Analytics, Mining and Adaption
Pivot Tables
Conclusion and Future Work
Helena Dierenfeld
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Motivation
Helena Dierenfeld
LMS will become more and more indispensable
It is important for teachers to be aware of how students learn
Learning analytics is a key factor for improving teaching and learning
LMS store user interaction data that can be analyzed
Motivation – LAMA – Pivot Tables – Conclusion
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Why is this useful – an example
Number of accesses to non compulsory quizzes in a course with over 50 students
Motivation – LAMA – Pivot Tables – Conclusion
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Project Goal
The goal of our project is to develop a tool to analyze usage data of learning
management systems in depth for different education providers:
Own data model
Structuring usage data for analysis
Data anonymization
Intuitive GUI
Motivation – LAMA – Pivot Tables – Conclusion
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Adaptation to the User
GUI with three different levels: Quick overview
• Specific charts
Personalized overview• Pivot Tables
For professionals• More statistics, data mining…
Helena Dierenfeld
Motivation – LAMA – Pivot Tables – Conclusion
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View of all courses of a teacher after log in through moodle
Selecting the Courses to analyse Chose which analysis type you want Download it by clicking the submit
button
LAMA LAMA - Learning, Analytics, Mining and Adaption
Helena Dierenfeld
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Motivation – LAMA – Pivot Tables – Conclusion
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What is a Pivot Table
A Pivot Table is a highly
flexible contingency table
It offers the possibility to look
at one sector at a time from a
large dataset
For Excel the following formats
are needed: Headlines in the first row No empty rows or
columns are allowed Empty fields are possible
Motivation – LAMA – Pivot Tables – Conclusion
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Working with a Template
Motivation – LAMA – Pivot Tables – Conclusion
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Conclusion and Future Work
Data model
First version of LAMA-Tool with Pivot Tables
Pivot Table template
Moodle Connection
Integration the GUI for a quick overview
Tests with the users
Research in data mining area
Motivation – LAMA – Pivot Tables – Conclusion
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Thank you
Questions?