Big Data, Education, and Society

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Presentation transcript:

Big Data, Education, and Society February 14, 2018

Teacher Reporting

We discussed a few systems last week

The readings discussed some additional systems

Ocumpaugh et al

ASSISTments

Holstein et al

How teachers use reports: example https://www.youtube.com/watch?feature=player_embedded&v=Jb6Szy4fZ2w

How teachers use reports: example “In this paper, we focus on proactive remediation, dynamically planned intervention by the teacher with one or more students. In a proactive remediation, the teacher decides to provide help to one or more students on a topic that they are not currently struggling with, based on evidence that the student(s) need to learn that topic. The teacher plans such interventions using formative assessment data provided by the tutoring system. Proactive remediation is different from the traditional view of on-task conversations in blended learning [10], where the student discusses the current material being presented in the tutor, with another student or the teacher.” (Miller et al., 2015)

How teachers use reports: example Sending emails proposed by the learning system

Questions? Comments?

Discussion

What are the features of a good report? Depends Both whole-class & individual Across all content/filtered by content Progress reports that can be used immediately Trending up/trending down Summative/final report Easy to read Actionable Diagnose problem areas Customizable Compare to performance to fair baseline Communicate with parents, principals, etc. Can look at individual students

What are the features of a good report? Printable and works in grayscale Exportable data/linkable to gradebook Actually a dashboard – able to dig into closer detail Accurate Not misleading Not things the teacher already knows Should be iterated through pilots Strong anonymization/privitization

What are the features of a good report? Appropriate amount of details (customizable? Auto-detection?) Track teachers’ actions based on report and results Ability to take notes/flag Compare to benchmark/goals Interpretable/where does this assessment come from?/how is it calculated? Useful to veteran/novice teachers

What are the features of a good report? Up-to-date with new developments in analytics Stable year-to-year

What are some things to avoid in designing a report?

How can reports support new (better) pedagogical practices?

How can reports reinforce bad pedagogical practices?

What should be different in reports for guidance counselors, principals…

Some tensions in report design (Duncan et al) Detail versus big picture Mastery versus progress Benchmarking between students or with reference to a goal

Questions? Comments?

Please assemble into groups of 3-4 Then we will count off groups

Design a report For teachers of students using an adaptive homework system for math For teachers of students using an adaptive flash card system for a foreign language For teachers of students using a blended learning system in math class For teachers of students using a history game (such as Civilization) in class

Design a report 5. For teachers of students doing a computer-mediated programming project at home (group project in Scratch) 6. For teachers of students practicing the viola at home 7. For the sensei of students practicing tae kwon do in a dojo 8. For teachers of undergraduates doing a group creative writing project (in a system where drafts are instrumented)

Now send an ambassador to another group And present/critique the designs

Questions? Comments?

Any questions or concerns regarding assignment?

Upcoming office hours Tomorrow 9a-10a 2/21 930a-10a