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Learning Analytics John Fritz, UMBC January 11, 2011
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Learning Analytics: A Definition ,[object Object]
A vision of the future . . .
Academic Analytics: Goldstein (2005) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
Analytics on Campus (2005)
Analytics on Campus (2009)
New Tools & Approaches
Examples of other CMS “Data Mining” projects ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
“ Colleges Mine Data to Predict Dropouts” ,[object Object],[object Object]
Educause Center for Applied Research
Online Gradebook: A Symbiotic Relationship?
SIGNALS: The Big Kahua
 
 
 
UMBC “CHECK MY ACTIVITY” ,[object Object]
Bb   Check My Activity (CMA)
PROBLEM HOW DO YOU ANSWER? ,[object Object],[object Object]
Bb System Reporting
Bb Course Reporting
Questions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
my UMBC Check My Activity (CMA)
Inside Blackboard
my UMBC Check My Activity (CMA)
 
 
Bb Activity by Grade Distribution
Bb Activity by Grade Distribution
Bb Activity of D & F students ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],NEW: iStrategy analysis of 1,461 SP2010 courses shows D&F students used Bb  47% less  than students earning C or higher.
FA2008 SCI100 Findings ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
FA2008 SCI100 Findings ,[object Object],[object Object],[object Object],[object Object]
CMA Student Usage
Next Steps ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How We Used to Query Bb Blackboard (Static Replica) Queries (PHP Scripts) Cached Reports www.umbc.edu/blackboard/reports   Blackboard (Production) Complete copy of database made daily at 1 a.m. for reports
New Method: iStrategy Blackboard (Activity) iStrategy  Data Warehouse (Queries) Check My Activity (Students) Most Active Bb Courses (Faculty) www.umbc.edu/blackboard/reports   Student Admin. (Grades,  Demographics)
CMA Users by GPA (6/1 - 9/8)
We can’t make them drink  ,[object Object],[object Object]
Social cognitive theory - Bandura
Self-regulated learning: Zimmerman ,[object Object],[object Object],[object Object],[object Object]
 
Check My Activity Demo
ISSUES & OPPORTUNITIES
Time Educational Technology Framework Phase I Phase 2 Phase 3 Phase 4 Phase 5 Institutional User Growth Exploratory Supported Strategic Transformative Mission Critical Transition 1 Transition 2 Transition 3 Transition 4
Blackboard Purchases iStrategy
STARFISH EARLY ALERT ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],More info: http://www.starfishsolutions.com
STARFISH EXAMPLE  AUTOMATIC FLAGS BASED ON BLACKBOARD GRADEBOOK/COURSE ACCESS Administrators can set up flags to be raised that are auto-generated.  Flags can be raised by the system by grades and average scores and specific gradebook columns in Blackboard.  Flags can also be raised based on students’ access to their courses in Blackboard.  Additional  customization is available through API’s.
If we could start from scratch . . . ,[object Object],[object Object],[object Object],[object Object]
More Information ,[object Object],[object Object],[object Object],[object Object],[object Object]
Questions? Comments? Thanks [email_address] www.umbc.edu/blackboard/reports

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