Developing an Analy.cs Dashboard for Coursera MOOC Discussion Forums CNI Fall 2014 Membership Mee.ng
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1 Developing an Analy.cs Dashboard for Coursera MOOC Discussion Forums CNI Fall 2014 Membership Mee.ng Bill Parod Northwestern University Informa7on Technology
2 Northwestern University Private / Big Ten Campuses in Evanston, Chicago, Qatar 12 Schools and Colleges 19,000 Students 2,500 Full- 7me Faculty $1.9B Budget $7B Endowment
3 Northwestern Coursera MOOCs
4 Coursera Analy7cs Dashboard
5 Coursera Data Exports 48 Tables: Structure & Content Users Permissions Assessments Forums Quiz Submissions Lecture Views ER Diagram from University of Michigan
6 Ini.al Analysis Efforts Past Project Experience Humani7es Compu7ng Corpus Linguis7cs Repository Applica7ons Discussion Forum Analysis and Visualiza7on Topic Analysis Sen7ment Analysis Geo- loca7on Data Model Simplifica7on Dis7nguishing Group Sta7s7cs Visualiza7on Techniques
7 Top 18 Topics and their Keywords Topic Modeling UMass Mallet
8 TOPIC: news ar7cles sources local newspaper story newspapers Topic Modeling UMass Mallet
9 Topics / Posts Network Graph Gephi
10 Topics / Posts Network Graph Gephi
11 Sen.ment Analysis AlchemyAPI
12 IP- Address Geoloca.on GeoLite2 + KML + Google Earth
13 MOOC Sta.s.cal Analysis Dis.nguishing Groups All Homeworks Done / Post Votes
14 Assignments Forums Quizzes Video Lectures Bubble Graph of MOOC Components
15 but what are people saying in the Forums? Well, let s search them!
16 Full- text search with faceted browsing
17 Faceted Browse Applica.on Framework Drupal Interface Components Drupal and LDAP Iden7ty and Access Management (IAM) Solr Indexing and Discovery Google Charts and D3 Visualiza7on but can we offer more facets?
18 Metadata Enhancement Services Named En7ty Recogni7on (Stanford NLPG NER) People Place Names Organiza7ons Keyword Extrac7on (topia.termextract) Sen7ment Analysis (local impl. of Narayanan et al) Topical Analysis (DMOZ Open Directory Project ) IP Address to Geographic Loca7on (MaxMind) Place Name to Geographic Loca7on (GeoNames)
19 Enterprise SOA Meets Humani.es Compu.ng Enterprise Service Bus and Registry Porkolio of services Reuse locally developed solware Leverage growing abundance of external services Flexible Service Orchestra7on Compose and orchestrate services for specific needs Obtain low incremental cost for new projects Used for Metadata Enhancement & Indexing Pipeline Leverage Apache Camel / Fuse / JMS Messaging
20 Service Orchestra.on Metadata Enhancement Pipeline Event Aggrega7on En7ty Extrac7on Keyword Extrac7on Geo Loca7on Topic Analysis Sen7ment Analysis Metadata Enhancement Services
21 Visualiza.on Graphics for Result Sets
22 United States Streamgraph of Learner Country
23 YouTube Facebook Google Streamgraph of OrganizaBons MenBoned
24 LaBtude / Longitude Heatmap
25 Geographic Coverage by Country
26 Pie Chart for any Facet Learner City Pivot on Learner Country (India)
27 Word Cloud on Keyword Facet
28 Word Cloud on Keyword Facet
29 Word Cloud on Places MenBoned Facet
30 Remove, Pivot, and Inspect Posts
31 3 Ideas Rou7nize Analysis Services with SOA Text analysis services Geographic lookup services Sen7ment analysis Leverage Analysis Services with Orchestra7on Layer Metadata enhancement Metadata and full text indexing Applica7on Framework with Visualiza7on Graphics Full Text and Faceted Discovery Result Set Visualiza7on next steps
32 Next Steps Faculty Feedback More demographic fields (skill level, educa7on, 7me expecta7on, etc ) Train classifiers for various types of interac7on Alert systems for On Demand courses? Geoloca7on for Place Names gather more feedback We just recently launched Applica7on Framework Evolve applica7on plakorm (instead of Drupal) Evaluate other nosql indexing solu7ons (instead of Solr) Learning Analy7cs LTI Apps for Instructure Canvas Transi7on Repor7ng Early Discussions at NU and CIC about Learning Analy7cs
33 Thank You Ques.ons? bill- Northwestern University Informa.on Technology
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