issues, challenges, and lessons learned when scaling up a learning analytics intervention

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Steven Lonn, Stephen Aguilar, Stephanie D Teasley This paper describes an intra-institutional partnership between a research team and a technology service group that was established to facilitate the scaling up of a learning analytics intervention. Our discussion focuses on the benefits and challenges that arose from this partnership in order to provide useful information for similar partnerships developed to support scaling up learning analytics interventions. Paper Link: http://dl.acm.org/citation.cfm?id=2460343&CFID=274779637&CFTOKEN=44349477&conferenceID=112

TRANSCRIPT

http://www.flickr.com/photos/standhere/3870316206/

Issues, Challenges, and Lessons Learned When Scaling Up a Learning Analytics Intervention

Steven Lonn@stevelonn

Stephen Aguilar@stephenaguilar

Stephanie D. Teasley@stephteasley

USE LabUniversity of Michigan

USE Labwww.umich.edu/~uselab

slideshare.net/stevelonn

http://www.flickr.com/photos/standhere/3870316206/

On the “road” to scale...

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jmr-holdit/8158512809/ USE Labwww.umich.edu/~uselab

Goal: Help “at risk” engineering students succeed

Problem: Advisors can’t help until it’s “too late”

Solution: Early warning system for advisors

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jmr-holdit/8158512809/http://www.flickr.com/photos/dominicmeily/7056121879/

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jmr-holdit/8158512809/http://www.flickr.com/photos/dominicmeily/7056121879/

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jmr-holdit/8158512809/http://www.flickr.com/photos/dominicmeily/7056121879/

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jmr-holdit/8158512809/

STUDENTEXPL RER

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jmr-holdit/8158512809/

STUDENTEXPL RER

How do we scale?

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/29233640@N07/5473068648/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/worldmirror/4696444162/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/worldmirror/4696444162/

New DatabaseExtract, Transform, and

Load (ETL)Presentation Layer

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jan_k/428083570/

Usability Gaps

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jan_k/428083570/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jan_k/428083570/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jan_k/428083570/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jan_k/428083570/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/jan_k/428083570/ USE Labwww.umich.edu/~uselab

Calculation Gaps

http://www.flickr.com/photos/kag2u/3731515838/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/kag2u/3731515838/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/kag2u/3731515838/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/ideanorth/3772047574/

Access Gaps

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/ideanorth/3772047574/USE Labwww.umich.edu/~uselab

Performance Gaps

http://www.flickr.com/photos/veggiefrog/3435380297/ USE Labwww.umich.edu/~uselab

☞ Crashing the LMS is not so good

Automatization Gaps

http://www.flickr.com/photos/iowahighways/8028390293/ USE Labwww.umich.edu/~uselab

☞Advisor = Student / Cohort data needs to be added to data warehouse

Alternate Routes

http://www.flickr.com/photos/ncreedplayer/6232200657/ USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/standhere/3870316206/

Challenge(s) Possible Solution(s)

Institutional Governance & Resources

Benefits all partnersKeep communicating

Usability Gaps Flexibility & TrainingModifications where poss.

Calculation Gaps Nimble tweaksSoftware adjustments

Automatization Gaps New auto processes with new data fields

Access Gaps Work-aroundsData / Policy changes

Performance Gaps Accurate load testing w/peak scenarios

USE Labwww.umich.edu/~uselab

http://www.flickr.com/photos/standhere/3870316206/

Lessons fromOur Road

Lessons forYour Road?

USE Labwww.umich.edu/~uselab

Acknowledgements

http://www.flickr.com/photos/acmace/4519643728/

Student Explorer TeamAmine BoudaliaAndrew KrummGierad LaputSungJin NamR. Joseph Waddington

M-STEM Academies Partners

LSA Academic File Partners

USE Labwww.umich.edu/~uselab

Contacts

http://www.flickr.com/photos/acmace/4519643728/

Steven Lonnslonn@umich.edu@stevelonn

Stephen Aguilaraguilars@umich.edu@stephenaguilar

Stephanie D. Teasleysteasley@umich.edu@stephteasley

USE Labwww.umich.edu/~uselab

Slides: slideshare.net/stevelonn

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