actionable intelligence: big data for student success · actionable intelligence: big data for...
TRANSCRIPT
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Actionable Intelligence: Big Data for Student Success
2014
Brian A. HaugabrookChief Information [email protected]
Andy T. ClarkVice President for Enrollment, Marketing & Communication
Barrie D. FitzgeraldSenior Research Analyst
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Strategic Goals1. Strategic business intelligence for student success2. Improve academic success with analytics3. Proactive intervention strategies4. Automatic alerts and notifications5. Improve faculty and support staff communications6. Leverage innovations in technology to automate key
business strategies
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• Database 11g• Application Express (APEX)• Advanced Analytics and R Programming• Business Intelligence Enterprise Edition (OBIEE)• Data Integrator• Endeca Information Discovery• PHP/MySql
Technology
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• Improve information access for faculty and advisors• Provide key reports and analysis• Interactive class roster with photos and at‐risk metrics• Drag‐n‐Drop reporting• Historical trends and patterns
Improve Reporting
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Valdosta State Current Business Intelligence Architecture
Custom Data Warehouse
Business Intelligence Solutions•OBIEE•Endeca•SPSSETL
•ODIERP/CRM
•Ellucian•Oracle PeopleSoft
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Pass Rates3% increase
Retention Rates2% increase
Progression Rates5% increase
Valdosta State University: ROI First Year
At‐risk Characteristics
SAT Total
HS GPA
High School
First year at VSU
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Oracle (OBIEE) Business Intelligence
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Oracle (OBIEE) Business Intelligence
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Oracle (OBIEE) Business Intelligence
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Oracle (OBIEE) Business Intelligence
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Oracle (OBIEE) Business Intelligence
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Oracle (OBIEE) Business Intelligence
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Oracle (OBIEE) Business Intelligence
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SWIS (Social Work Information System). Custom developed application to provide custom reports, track forms, placements, agencies, program tracks, and documents.
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Application Directory
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Course Summary By User Role
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Class Roster that Highlights At‐Risk Students
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Automatic Alerts, Triggers, and Events
• Sends notification to the student’s advisor and academic success center• If the student lives on campus, a wellness check is automatically triggered
through the housing office• If the student is in an FLC, all other instructors are notified
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Student Progress in all Courses
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Custom Application Integrations
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• What happens if a student drops a course that is in his/her cohort?
• What actions should take place?
Course Withdrawal Alerts
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• Data‐driven portal based on student attributes• Tailored advertisements promoting support services• Advisor alerts to improve communication• Single sign‐on to email, D2L, Banner, library, and other
services• Integration with VSU data warehouse to deliver real‐
time prioritization to advertisements and messages
MyVSU Student Portal
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MyVSU Portal
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• Identify key attributes to improve student success• Create decision trees for individual success probability• Provide real‐time analytics • Data mining and full access to models• Provide students with predicted course and program
difficulty• Compare predictions with historic patterns to ensure
accuracy
Advanced and Predictive Analytics
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Dynamically Running R Function
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Oracle Answers for Ad‐Hoc Queries
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Data Mining Decision Tree for At‐Risk Students
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Receiver Operating Characteristic Plots
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Real‐Time Math At‐Risk Models
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• Analyze data from any source• Measure and quantify student engagement• Combine both structured and unstructured data• Provide sentiment analysis on surveys and social media• Measure the impact social and engagement metrics
have on retention and graduation rates
Information Discovery
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Oracle Endeca Information DiscoveryUnderstand the Complete Picture with Context from Any Source
Data Warehouse /Business Intelligence
Banner/ODS
PeopleSoft
One Card
BlackboardSales Transactions
ProdID Wk CustID Date Dealer Price
506 25 1233 10/3 Dealer1 $35,000
507 26 1545 09/4 Dealer2 $22,000
Student RecordStudID
ClasID Sec Da Inst Cours Spend Cost
12324 506 234 12/3 1233 Class1 $300 $200
12325 507 235 12/4 1545 Class2 $450 $900
Verbatim TextSurveys and Evaluations
“..student heard a rattling sound toward left front dside of room. Had issues with understanding professor…”
WebsitesSportsOther HigherEd
Government AgenciesBureau of Labor/StatisticsINSLDS/FAFSA/IFAPS
Population ages, median income, home values, land area, unemployed, number of small businesses….
“.. Valdosta State wins another state championship…”
“ … University of Georgia hires a new vice president.”
“Love Valdosta State University. The campus is in a great area. It is large enough to have everything you need, but still small enough……..”
Social MediaStudent Sentiment/Blogs/Tweets
“How do we view a successful student?
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Contact InformationAndy T. ClarkVice President for Enrollment, Marketing & Communication(229) 375‐[email protected]
Brian A. HaugabrookChief Information Officer(229) 292‐[email protected]
Barrie D. FitzgeraldSenior Research Analyst(229)333‐[email protected]