Actionable Intelligence: Improving Student Success
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- Nora Patrick
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1 Actionable Intelligence: Improving Student Success
2 Strategic Goals 1. Improve retention, progression, and graduation rates 2. Improve student success with predictive analytics 3. Proactive intervention and early alerts 4. Improve faculty and staff communications 5. Flexibility and agility
3 Davenport/Harris Framework Adopted for Higher Education EDUCAUSE Building Organizational Capacity for Analytics Donald M. Norris and Linda L. Baer. February 2013 Optimization What s the best that can happen? Predictive Modeling What will happen next? Standard Reports What Happened? Query / Drill Down Where exactly is the problem? Ad Hoc Reports How Many, How Often, Where? Statistical Analysis Why is it happening? Alert What actions are needed? Forecasting / Extrapolation What if these trends continue?
4 Valdosta State Current Business Intelligence Architecture Custom Data Warehouse
5 Oracle BI Cloud Services (BICS) 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 Oracle BI Cloud option
6 Previous Faculty Portal ( ) Access to class roster and advisees Early alert for proactive intervention strategies Basic reports and data Provide online forms and customizations Data driven applications
7 VSU Faculty Portal
8 Interactive Course Summary VSU Faculty Portal
9 Class Roster that Highlights At-Risk Students VSU Faculty Portal
10 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
11 Student Progress in all Courses
12 Custom Application Integrations
13 VSU Faculty Portal
14 ASI Faculty/Advisor Portal Rapid application development platform Access to all data stored in BICS or on premise Setup reports, jobs, and users Provide online forms and business applications Data driven mobile applications
15 ASI Faculty Portal VSU Faculty Portal
16 Interactive Course Summary ASI Faculty Portal
17 VSU Faculty Portal
18 VSU Faculty Portal
19 VSU Faculty Portal
20 VSU Faculty Portal
21 Predictive Analytics Identify key attributes to improve student success Create individual student success probability Data mining and full access to models Provide students with predicted course and program difficulty Compare predictions with historic patterns to improve accuracy
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24 Student Grade Predictions
25 Student Major Matching
26 VSU Faculty Portal
27 VSU Faculty Portal
28 Oracle BI Cloud Services (BICS) Integration Improve information access and delivery Provide key reports and analysis Visual analyzer Drag-n-Drop reporting Historical trends and patterns Oracle BI Cloud option
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30 Oracle BICS Data Sync Transfer data between cloud and/or on premise Secure data loads to Oracle BICS/DBaaS Transfer over 400,000 records per minute Schedule automatic loads and notifications
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36 Oracle (OBIEE) Business Intelligence
37 Oracle BICS Visual Analyzer Easily explore data and create visualizations Access all data sets loaded into your database Load and analyze data from spreadsheets Drag-n-Drop reporting
38 Visual Analyzer Data Source Selection Use internal data Select a saved file Upload a csv/excel file Combine internal and uploaded files in analysis
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44 MyVSU Student Portal Data-driven portal based on student attributes Tailored advertisements promoting support services Advisor alerts to improve communication Single sign-on to , D2L, Banner, library, and other services Integration with VSU data warehouse to deliver realtime prioritization to advertisements and messages
45 MyVSU Portal Information and advertisements tailored to each individual student in real-time
46 MyVSU Portal Information and advertisements tailored to each individual student in real-time
47 Endeca Information Discovery 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
48 Oracle Endeca Information Discovery: Understand the Complete Picture Data Warehouse / Business Intelligence Banner/ODS PeopleSoft One Card Student Record Stud Clas Sec Da Inst Cours Spend Sales Cost Transactions ID ID ProdID Wk CustID Date Dealer / Class1 $300 $200 Blackboard Price /3 Dealer1 $35, / Class2 $450 $ /4 Dealer2 $22,000 Verbatim Text Surveys and Evaluations..student heard a rattling sound toward left front dside of room. Had issues with understanding professor How do we view a successful student? Government Agencies Bureau of Labor/Statistics INSLDS/FAFSA/IFAPS Population ages, median income, home values, land area, unemployed, number of small Websites Sports Other HigherEd businesses... Valdosta State wins another state championship University of Georgia hires a new vice president. Social Media Student Sentiment/Blogs/Tweets Love Valdosta State University. The campus is in a great area. It is large enough to have everything you need, but still small enough..
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56 Contact Information Andy T. Clark Vice President for Enrollment, Marketing and Communication (229) Brian A. Haugabrook Chief Information Officer (229)
Actionable Intelligence: Big Data for Student Success. Brian A. Haugabrook, Valdosta State University Barrie D. Fitzgerald, Valdosta State University
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Actionable Intelligence: Big Data for Student Success
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