10/27/2014. Improving the Student Experience with Analytics and Big Data



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Transcription:

Improving the Student Experience with Analytics and Big Data 1

About Me 2

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About Arizona State University 6

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ASU Total Student Enrollment 57,543 58,156 61,033 63,278 64,394 67,082 68,064 70,440 72,254 73,378 76,771 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 8

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One of America s Top 25 Thinkers Michael Crow, President of ASU (10+ year tenure) 11

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ASU Trivia Who Created Sparky, the Official Mascot of ASU? 1) ASU Fine Arts Student 2) Walt Disney 3) Disgruntled Disney Employee 4) Andy Warhol 5) None of the Above 13

Agenda Vocabulary ASU s Analytics Enterprise Data Warehouse Reporting Environment Dashboards Where Big Data Fits In Improving Student Success with Analytics Demonstration Best Practices/Smart Strategies Questions Vocabulary 14

4 Words to Remember Data Warehouse Dashboard Business Intelligence Analytics Data Warehouse What is Data Warehouse? Single Source of the Truth Central Repository of an Organization s Data Can Pull Data from Multiple Transactional Systems Allows Standardization of Data Structure Consolidates and Optimizes Data for Reporting and Analysis 15

Dashboard A dashboard is a report interface that, somewhat resembling an automobile's dashboard, organizes and presents information in a way that is easy to read and understand. Dashboard 16

Business Intelligence(BI) Definition I Like Is a set of technologies and processes that allow people at all levels of an organization to access and analyze data Gartner An interactive process for exploring and analyzing structured and domain specific information to discern trends or patterns, thereby deriving insights and drawing conclusions. The business intelligence process includes communicating findings and effecting change Analytics 17

ASU s Analytics 18

10/27/2014 ASU Pioneers in BI/Analytics ASU Data Warehouse Team Circa 1992 19

Contributors to Analytics ASU s Analytic Products Enterprise Data Warehouse Reporting Environment Dashboards 20

#1 Enterprise Data Warehouse (EDW) #1 Enterprise Data Warehouse (EDW) (Simplified) 21

What Goes in EDW? #2 Reporting Environment AKA MyReports 22

We Have Rocket Scientists at ASU Dr. Phil Christensen ASU And Student Rocket Scientists 23

MyReports Tool for Rocket Scientists Oracle/Hyperion Interactive Reporting (formerly Brio) Ad Hoc Reporting Capability 24

Sample Report Report of Retention Information Not Everyone is a Rocket Scientist! *Apologies to Gary Larson 25

#3 Dashboards 26

Who is MMC? Dr. Michael Crow, President of ASU 27

Non Rocket Scientist Query Tool http://dashboard.asu.edu analytics.asu.edu 28

Dashboard Examples Where Students Are Coming From 29

Where Students Are Coming From From ASU s Admissions Dashboard Arizona Community Colleges Info 30

Monitoring Class Enrollment From ASU s Course Enrollment Management Dashboard What is the Balance of My Accounts? From ASU s Financial/SuperReport Dashboard 31

Research Administration From ASU s Research Dashboard Research Administration (More) From ASU s Research Dashboard 32

Faculty Profile From ASU s Faculty Dashboard Faculty Instruction/Research From ASU s Faculty Dashboard 33

Learning Analytics From ASU s Blackboard Dashboard Review ASU s BI/Analytic Products Enterprise Data Warehouse Reporting Environment Dashboards 34

Big Data 35

1943 Records Department of FBI 36

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ASU Use Cases For Big Data Aggregating Blackboard Activity/LMS Data Up to 2 Million Rows of Data a Day Crunching Apache Web Logs of Student Portal Usage, Devices, Browsing Behavior, etc. Being Replaced by Google Analytics/Splunk Chat Analysis Negative/Positive Sentiment, Chats Gone Bad Survey Analysis NGrams, Negative/Positive Words Adding Big Data to Architecture (Simplified) (Simplified and Adding Big Data) 40

Typical Higher Ed Subject Areas Big Data Extends Data Capability Unstructured/Web Swipe/Sensor Data Social Media 41

Improving Student Success with Analytics 42

One Stop Shopping Student Portal Google Analytics on These Pages 43

Improve Student Experience with Data Heat Maps 44

Heat Maps Student Portal Service Page Built in Salesforce 45

Analytics from Salesforce eadvisor.asu.edu 46

Students Know How They Stand Order and Track Classes for Success 47

Degree Search Tool Integrated Class Search 48

Tracking Student Progress From ASU s eadvisor Dashboard Finding Student Not Registered 49

Early Warning/Retention Tool From ASU s Retention Dashboard Retention Dashboard Student Detail 50

Retention Dashboard (cont.) From ASU s Retention Dashboard Clean Integration to Multiple Systems Dashboard Links Directly to ERP, Eventually to Salesforce 51

Gains in Freshman Retention Rates 84 83.5 83.8 81.2 79 78.5 79.5 80 76.7 76.8 77.2 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 First Time Full Time Freshman Demonstration 52

Best Practices/ Smart Strategies Get Leadership Support Dr. Elizabeth Phillips Former Provost of ASU Creator of eadvisor Dr. Michael Crow President of ASU One of America s Top 25 Thinkers Dr. Morgan Olsen CFO of ASU Data Driven 53

Build Dedicated BI/Analytics Team BI Staff Director (1) and Student Workers (4) 14 Data Warehouse Team (7) Dashboard/Reporting Team (6) Data Warehouse Oracle 11G RAC Hosted Both Buy (EPM)and Build 400 GB ETL Ascential/DataStage Hosted BI Tools ~4000 Queries/Day ~700 Hits/Day Hosted at ASU 4% Use Students Student Developers in the Cave 54

Build Data Driven Culture Policies/Appropriate Security In Place Data Policies Circa 1992 55

Dashboards Make Consumption Easy Focus on Data/Information Delivery, Not Beautifully Built Data Warehouse Dashboard Can Help with Transparency http://syshealth.asu.edu 56

Make Data/Information Actionable Use Scorecards to Measure http://www.azregents.edu 57

Create Analytic Mission Statement We are Enterprise Information & Analytics. We construct and reconcile integrated information in order to provide open access to trusted data for campus consumption. We advocate the use of business intelligence in operational reporting and strategic decision support. We measure our success by our customers' successful use of and continued interest in our product. (http://www.eia.arizona.edu/) Put Analytics on Top of Your Analytics ASU s Dashboard are Featured in Chapter of Wayne Eckerson s Book From ASU s Dashboard Information Dashboard 58

Put Analytics on Top (cont.) From ASU s Dashboard Information Dashboard Consider Predictive Analytics 59

Questions? 60

Thank You. John Rome Arizona State University John.Rome@asu.edu 61