Actionable Intelligence: Big Data for Student Success



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Transcription:

Actionable Intelligence: Big Data for Student Success Andy Clark Vice President for Enrollment Management atclark@valdosta.edu Brian A. Haugabrook Chief Information Officer Valdosta State University bahaugab@valdosta.edu 2014

Strategic Goals 1. Strategic business intelligence for student success 2. Improve academic success with analytics 3. Proactive intervention strategies 4. Automatic alerts and notifications 5. Improve faculty and support staff communications 6. Leverage innovations in technology to automate key business strategies

Technology Database 11g Application Express (APEX) Advanced Analytics and R Programming Business Intelligence Enterprise Edition (OBIEE) Data Integrator Endeca Information Discovery PHP/MySql

Improve Reporting 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

Valdosta State Current Business Intelligence Architecture Custom Data Warehouse Business Intelligence Solutions OBIEE Endeca SPSS ETL ODI ERP/CRM Ellucian Oracle PeopleSoft

Valdosta State University: ROI First Year First year at VSU High School HS GPA SAT Total At risk Characteristics Pass Rates 3% increase Retention Rates 2% increase Progression Rates 5% increase

Oracle (OBIEE) Business Intelligence

Oracle (OBIEE) Business Intelligence

Oracle (OBIEE) Business Intelligence

Oracle (OBIEE) Business Intelligence

Oracle (OBIEE) Business Intelligence

Oracle (OBIEE) Business Intelligence

Oracle (OBIEE) Business Intelligence

SWIS (Social Work Information System). Custom developed application to provide custom reports, track forms, placements, agencies, program tracks, and documents.

Application Directory

Course Summary By User Role

Class Roster that Highlights At Risk Students

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

Student Progress in all Courses

Custom Application Integrations

Course Withdrawal Alerts What happens if a student drops a course that is in his/her cohort? What actions should take place?

Course Planning and Cost Projection

MyVSU Student Portal 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 realtime prioritization to advertisements and messages

MyVSU Portal

Advanced and Predictive Analytics 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

Dynamically Running R Function

Creating an opaque view

Creating an opaque view

Creating an opaque view

Creating an opaque view

Oracle Answers for Ad Hoc Queries

Data Mining Decision Tree for At Risk Students

Receiver Operating Characteristic Plots

Real Time Math At Risk Models

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

Stud ID Clas ID Oracle Endeca Information Discovery Understand the Complete Picture with Context from Any Source Student Record Sec Da Inst Cours Spend Cost Data Warehouse / Business Intelligence Banner/ODS PeopleSoft One Card Blackboard 12324 506 234 12/3 1233 Class1 $300 Sales $200 Transactions 12325 507 235 12/4 1545 Class2 ProdID$450 Wk CustID $900Date Dealer Price Government Agencies Bureau of Labor/Statistics INSLDS/FAFSA/IFAPS Population ages, median income, home values, land area, unemployed, number of small businesses. Websites Sports Other HigherEd.. Valdosta State wins another state championship 506 25 1233 10/3 Dealer1 $35,000 507 26 1545 09/4 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? 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..

Contact Information Andy T. Clark Vice President for Enrollment, Marketing and Communication (229) 375 1713 atclark@valdosta.edu Brian A. Haugabrook Chief Information Officer (229) 292 1910 bahaugab@valdosta.edu