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The Affective and Learning Profiles of Students when Using an Intelligent Tutoring System for Algebra by: Maria Carminda V. Lagud Ma. Mercedes T. Rodrigo
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Outline of the Presentation
Introduction Methods Results and Discussion Conclusion
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In the past Introduction
As a student solves a problem within the ITS, the ITS examined whether the student’s actions were right or wrong or brought the student closer or farther away from the answer Offers appropriate help / guidance Just like a human tutor
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Introduction However! Old ITSs only considered cognition, not emotion
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Introduction ITSs help in the cognitive process of learning.
Prior research has shown that Aplusix can increase learning from 70% to 250%
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Introduction “There is no cognitive mechanism without the affective element since affectivity motivates the intellectual activity.” - Piaget Learning is not only cognitive. It is also affective. Emergence of studies on affect and learning
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Affect Introduction In our case:
Boredom Confusion Delight Frustration Flow Neutrality Surprise pertains to a broad class of mental processes, including feelings, emotions, moods, and temperament
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Introduction affective profile
- description of a student based on the percentage of time he/she has displayed an emotion during a 40-min. observation session
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Introduction number of correct items
learning profile number of correct items highest difficulty level attempted average time to solve an item average number of steps taken to solve an item
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Outline of the Presentation
Introduction Methods Results and Discussion Conclusion
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Methods Research Setting and Subjects
st and 2nd year High School Students from 4 schools within Metro Manila and a school from Cavite - average age of 13.5
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Methods Research Instrument - Aplusix - log files
- Data Collection Instrument
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Methods a screen shot of Aplusix
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Methods
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Methods a raw log file
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Methods consolidation
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Methods Consolidated log file
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Methods consolidation analysis
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Methods
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Methods
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Methods analysis
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Methods analysis consolidation analysis
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Methods Affective Profile of Student ABC
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Methods Statistical Treatment
- Learning Profile – mean and standard deviation between the four categories groupings were also done based on terciles or by dividing the sample into three groups centered on the median
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Methods Sample Tercile Group
The affective profiles of the terciles were compared with one another using One-Way ANOVA (SPSS)
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Outline of the Presentation
Introduction Methods Results and Discussion Conclusion
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Results & Discussion Correct Items Solved
Above Average Group experienced flow the most (F = 3.948; p = 0.022) Below Average Group experienced boredom the most (F=3.995; p=0.021) and confusion the most (F=5.163; p=0.007)
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Results & Discussion Highest Difficulty Level Reached
Above Average Group experienced flow the most (F = 5.994; p = 0.003) Below Average Group experienced boredom the most (F=5.495; p=0.005) and confusion the most (F=6.006; p=0.003)
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Results & Discussion Average Duration Time
Above Average Group experienced confusion the least Below Average Group experienced confusion the most at (F=5.163; p=0.007)
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Results & Discussion Average Number of Steps
Above Average and Average Group experienced flow more than the Below Average Group (F = 3.476; p = 0.034) Below Average Group experienced boredom the most (F=3.617; p=0.029) and confusion the most (F=4.082; p=0.019)
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highest occurrence of flow
Results & Discussion FLOW Highest scoring group Group that tried highest levels Group that took the least number of steps -is experienced more by people who are more motivated, has total and deep concentration, those who are willing to go further, reach higher levels of challenge and are achievers or experts (studies of Csikszentmihalyi, et al.) highest occurrence of flow
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highest occurrence of confusion
Results & Discussion CONFUSION Lowest scoring group Group that tried lowest levels Group that answered items the longest Group that took the most number of steps perceptual disorientation and lack of clear thinking (English & English) or a feeling of not knowing, when information is not present in memory (Hess 2003) positively related to optimum learning gains (Craig, et al) highest occurrence of confusion
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highest occurrence of boredom
Results & Discussion BOREDOM Lowest scoring group Group that tried lowest levels Group that took the most number of steps -is felt when doing such uninteresting activities. -association of boredom with subjective monotony (Perkins and Hill,1985) highest occurrence of boredom
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Outline of the Presentation
Introduction Methods Results and Discussion Conclusion
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Is this news? Conclusion The novelty is the act of measuring
Leads to ways of quantifying And if we continue to use automated tools, maybe these tools can also serve as early warning devices
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Thank You!
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