I will describe Inq-ITS (Inquiry Intelligent Tutoring System), which assesses and scaffolds students’ inquiry skills in real time using Data Mining techniques.
Science, Emerging Technologies, Addressing NGSS
WPI, Apprendis
Research on Education and Learning (REAL)
Related Content for Using Data Mining to Assess Science Skills/Practices
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Discussion from the 2015 Teaching & Learning Video Showcase (13 posts)
Randy Kochevar
Facilitator Senior Research Scientist
May 11, 2015 | 06:12 p.m.
I think the idea of an “intelligent tutor” is really fascinating! How do the outcomes using this system compare to more linear, non-responsive systems?
Janice Gobert
Lead Presenter Associate Professor, CEO
May 12, 2015 | 04:45 p.m.
Hi— non-responsive is clearly not as good as one that responds. What in particular, are you asking? Its efficacy?
jg
Randy Kochevar
Facilitator Senior Research Scientist
May 14, 2015 | 06:31 p.m.
Sorry – my question wasn’t clear. I was curious how you assess the effectiveness of an “intelligent tutor” as compared to other systems of teaching the same material, but which lack the “intelligence.” It seems intuitively true that it is better – I’m just wondering how you measure the improvement. Thanks!
Ben Sayler
Facilitator Professor of Physical Science and Mathematics
May 11, 2015 | 11:09 p.m.
What levels of sophistication have you been able to achieve with the intelligent tutor? Is it at a level that it can rival a human tutor? Could you give an example of a student challenge that the intelligent tutor is good at addressing?
Janice Gobert
Lead Presenter Associate Professor, CEO
May 12, 2015 | 04:47 p.m.
Hi- the agent Rex, a dinosaur, can scaffold the student if s/he is NOT: testing their stated hypothesis, if the student is changing too many variables at once, if they make an incorrect inference from their data, if they fail to select proper trails to warrant their claims, and if their explanation for their experiment is too short.
Ben Sayler
Facilitator Professor of Physical Science and Mathematics
The last time I tuned in to intelligent tutoring was , I dunno, 20 years ago when people were building things like PASCAL tutors. How much more intelligent is your approach than those were — for example, to what extent does the system build a model of me when I’m using it? Is it able to provide “warmer/colder” sort of guidance (rather than "Sorry! Try again!)? and have you decided on some kinds of micro worlds that are more tractable for this than others? If I was going to read one or two papers to catch up with this line of work, what would you recommend?
Janice Gobert
Lead Presenter Associate Professor, CEO
May 12, 2015 | 04:49 p.m.
Hi- we are using some analytic techniques that track students’ skill levels over time over time. It provides levels of scaffolding (we have 4 levels). Our assessment and tracking works across many domains in Physical, Life, and Earth Science. jg
Hi Janice – nice video! Is the eye tracking tool you are using customized to Rex? or can it be generalized to other settings such as games? Also how do you decide what the student should be attending to, is that always obvious in your tutorials? We are doing similar work in games and I am wondering how it translates.
Jackie DeLisi
Facilitator Research Scientist
May 14, 2015 | 10:35 a.m.
Have you learned anything through the eye tracking data about students’ learning through visualizations?
Randy Kochevar
Senior Research Scientist
I think the idea of an “intelligent tutor” is really fascinating! How do the outcomes using this system compare to more linear, non-responsive systems?
Janice Gobert
Associate Professor, CEO
Hi— non-responsive is clearly not as good as one that responds. What in particular, are you asking? Its efficacy?
jg
Randy Kochevar
Senior Research Scientist
Sorry – my question wasn’t clear. I was curious how you assess the effectiveness of an “intelligent tutor” as compared to other systems of teaching the same material, but which lack the “intelligence.” It seems intuitively true that it is better – I’m just wondering how you measure the improvement. Thanks!
Ben Sayler
Professor of Physical Science and Mathematics
What levels of sophistication have you been able to achieve with the intelligent tutor? Is it at a level that it can rival a human tutor? Could you give an example of a student challenge that the intelligent tutor is good at addressing?
Janice Gobert
Associate Professor, CEO
Hi- the agent Rex, a dinosaur, can scaffold the student if s/he is NOT: testing their stated hypothesis, if the student is changing too many variables at once, if they make an incorrect inference from their data, if they fail to select proper trails to warrant their claims, and if their explanation for their experiment is too short.
Ben Sayler
Professor of Physical Science and Mathematics
Excellent. That helps.
Brian Drayton
The last time I tuned in to intelligent tutoring was , I dunno, 20 years ago when people were building things like PASCAL tutors. How much more intelligent is your approach than those were — for example, to what extent does the system build a model of me when I’m using it? Is it able to provide “warmer/colder” sort of guidance (rather than "Sorry! Try again!)? and have you decided on some kinds of micro worlds that are more tractable for this than others? If I was going to read one or two papers to catch up with this line of work, what would you recommend?
Janice Gobert
Associate Professor, CEO
Hi- we are using some analytic techniques that track students’ skill levels over time over time. It provides levels of scaffolding (we have 4 levels). Our assessment and tracking works across many domains in Physical, Life, and Earth Science.
jg
CHARLES MATTHEWS
I’m asking the same question as Brian. How to catch up? Thanks for your clear explanation and representation of your work.
Janice Gobert
Associate Professor, CEO
What do you mean by “how to catch up?”
jg
CHARLES MATTHEWS
Papers/articles in the field of intelligent tutoring?
Jodi Asbell-Clarke
Hi Janice – nice video! Is the eye tracking tool you are using customized to Rex? or can it be generalized to other settings such as games? Also how do you decide what the student should be attending to, is that always obvious in your tutorials? We are doing similar work in games and I am wondering how it translates.
Jackie DeLisi
Research Scientist
Have you learned anything through the eye tracking data about students’ learning through visualizations?
Further posting is closed as the event has ended.