the power of predictive analytics...team.” lorna wong, director, learning technology development...

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The Power of Predictive Analytics to Drive the Path to Graduation Michael Moore Sr. Advisory Consultant D2L

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Page 1: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

The Power of Predictive Analyticsto Drive the Path to Graduation

Michael MooreSr. Advisory Consultant

D2L

Page 2: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Data, data, data

Page 3: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Data Progression

WisdomKnowledgeInformationData

(Robert Logan, What is Information?, 2010)

Page 4: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

“The greatest challenge, rather

opportunity, is people look at what’s happened over the last 20 years—dramatic increase in tuition and fees,

misalignment with job needs—we have to be transformational on how we engage students, how we

treat students and how we enable student success without lowering our standards.”

CIO, USG

Page 5: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Academic future

Page 6: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Economic future

Page 7: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Student Demographic

Page 8: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Create the Conditions for Success

Page 9: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Cultivate environment where students can thrive

Page 10: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Create the Conditions for Success

Page 11: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Cultivate environment where instructors can thrive

Page 12: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Cultivate environment where institutions can thrive

Page 13: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement
Page 14: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement
Page 15: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Informative

Descriptive

Predictive

Prescriptive

Cognitive

LeaP

D2L Insights

D2L Analytics Essentials

Student Success (and Degree Compass – North America)

Page 16: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Learning Analytics Maturity ModelIn

sigh

tan

d In

form

atio

nV

alu

e

D2L Analytics Portfolio Roadmap

Risk Forecasting

Predictive Modeling

What will happen?

Predictive

ReportingDataAccess

What has happened?

What is happening?

Informative / Descriptive

OptimizationStrategic

What do I want to happen?

Predictive

Advanced Predictive

Advanced Adaptive

What do you want to happenfor you??

Prescriptive

Analytics Essentials

InsightsTM

& StudentSuccess

Degree Compass(North America)

LeaP

Page 17: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

D2L Degree Compass™Use predictive analytics to deliver a real-time, personalized program and course selection tool

Early guidance that assists students before they even select or begin taking their courses

Assistive tool that frees up Advisors to focus on at-risk student demographic

Page 18: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

21“Program major suggestions are used as part of a redirect advising initiative. Students received a face-to-face meeting in which they moved to a recommended major in which they were forecast to be more successful.”

Dr. Loretta Griffy, Ed.D., PhD MATHDirector, Center for Teaching and LearningAustin Peay State University

Page 19: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

“Our primary motivation for deploying Degree Compass was to respond to the unique success and retention needs of our complex student population.”

Dr. Tristan Denley, PhD MATHVice Chancellor, Tennessee Board of RegentsFormer Provost Austin Peay State University

22

Page 20: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Intrusive Triaging StudyRandom review of small program cohort in Fall 2013 using predictive algorithm identified 80 students in wrong major

Administrative governance around online registration and declaration of major identified as initial barriers

Need predictive algorithm embedded at attrition points

“Degree Compass is not just helping us ensure our students are successful, its also exposing the need to rethink, and even restructure, the administrative and institutional processes that are posing barriers to that success.”

Dr. Loretta Griffy, Ed.D., PhD MATHDirector, Center for Teaching and LearningAustin Peay State University

Page 21: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

In the moment of learning

Page 22: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Class and Student Progress Dashboard

Real-time DataEvaluation of ActivitiesProgress of Learning

Page 23: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Class Progress Dashboard

Class Progress Features

- Hover to view details- Click to drill down- Navigate learners- Facilitate success!

Page 24: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

User Progress Dashboard

Page 25: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Quiz Tool Analytics – Instructor View

Page 26: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Quiz Tool Analytics – Student View

Page 27: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Learning Objective Completion

Page 28: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Dropbox Details

Page 29: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Insights™ Student Success System

Predictive AnalyticsEarly GuidanceIdentify at-risk

Page 30: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

In-flight Within Course

Page 31: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

“The most important ingredient is that we believed in the Student Success System – both in its approach to individualize the model for each course and, then, what it could for our student’s success. We dedicated ourselves to this effort because of the incredible collaboration with the development team.” Lorna Wong,Director, Learning Technology Development Office of Learning & Information Technology University of Wisconsin-Madison

Page 32: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

“As a Christian liberal arts college, we are committed to transforming lives, so we want to do whatever we can to help our students be successful in their courses, stay in their program, and complete their degree. The Insights Student Success System is part of that commitment.”

Rhonda Gregory,Director, Instruction Technology & Adjunct ProfessorGreenville College

Page 33: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

“The unique visualizations in the Insights Student Success System give us an incredibly different viewpoint on how our students our trending – much more than we can do in our own minds.”

Rick Tanski,PrincipalAcademy Online High SchoolAcademy School District 20

Page 34: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

D2L LeaP™

Powering Content.

Empowering Learners.

Page 35: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Design

DeliverTest

Evaluate

Immediate Adjustment & Personalization

Adjust

Data related to a student’s experiences can allow for immediate adjustment and

personalization of the learning experience for students

Page 36: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

What is LeaP?

Personalized Learning

Content

Questions

Objectives

LearningPath

Page 37: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Personalize the learning experience

Allows educators to place the learner at the center of their own learning experience

Adaptive technology tool that personalizes learning –

by personalizing your learning content

Page 38: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Check Learner Knowledge

Continually adapting learning paths allow learners to challenge their knowledge development at any point along the learning journey

Page 39: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Additional Resources

Page 40: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Monitor Learner Progress and Achievement

Monitor learner progression and achievement in real-time

Page 41: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Monitor Learner Progression and Achievement

Understand efficacy of pre-, post- and practice test instruments across learning objectives – drill down to assess individual learner details

Page 42: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Monitor Outcome Progression and Achievement

Dive deep into your content for a richer understanding of impact on progression and achievement of learning objectives

Page 43: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Continuous Learner

Improvement

Result? Continuous Improvement

Continuous Organizational Improvement

Page 44: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Built for abrighter futureOne platform to enable

every learning experience

Page 45: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

Questions?

Michael MooreSr. Advisory Consultant – AnalyticsD2LDirect 888-772-0325 x6604

@[email protected]

Thank You

Let the dataset change your mindset

Page 46: The Power of Predictive Analytics...team.” Lorna Wong, Director, Learning Technology Development Office of Learning & Information Technology ... Monitor learner progression and achievement

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