1.	Introduction to the Special Issue on Learning Analytics Karen Swan University of Illinois Springfield	5
2.	The Evolution of Big Data and Learning Analytics in American Higher Education Anthony G. Picciano Graduate Center and Hunter College, City University of New York	9
3.	Analytics that Inform the University: Using Data You Already Have Charles Dziuban, Patsy Moskal, Thomas Cavanaugh, and Andre Watts University of Central Florida	21
4.	Learning Analytics: A Case Study of the Process of Design of Visualizations Martin Olmos and  Linda Corrin University of Wollongong	39
5.	Predictive Modeling to Forecast Student Outcomes and Drive Effective Interventions in Online Community College Courses Vernon C. Smith MyCollege Foundation Adam Lange Ellucian Daniel R. Huston Rio Salado College	51
6.	The PAR Framework Proof of Concept: Initial Findings from a Multi-Institutional Analysis of Federated Postsecondary Data Philip Ice American Public University System Sebastián Díaz West Virginia University Karen Swan University of Illinois Springfield Melissa Burgess American Public University System Mike Sharkey The Apollo Group (University of Phoenix) Jonathan Sherrill Colorado Community College System Daniel R. Huston Rio Salado Community College Hae Okimoto University of Hawaii System	63
7.	Learning Analytics Considered Harmful Laurie P. Dringus Nova Southeastern University	87

 

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