Alumni Insight – A New Way to Track Student Outcomes Aaron Olanie Who here uses or is interested in using labor market data in their group? Who here knows Emsi or has worked with Emsi in the past?

Most common questions Where are they working? Who are they working for? What kind of jobs? What skills do they have? What are they earning?

“The first step to a modernized system of work and learning is greater transparency in the alignment of postsecondary programs and career pathways.” -Jamie Merisotis, President & CEO of Lumina Foundation

Alumni Insight 108+ million alumni and workforce profiles 500+ million employment histories 6+ million employers 5,400+ job titles 26,000+ skills sets

Top alma mater of Google Employees with a bachelor’s in CS? 2,379 profiles of Google employees with bachelor’s in CS University of California, Berkley (125) Carnegie Mellon University (125) Stanford University (121) MIT (89) Cornell (65)

What job titles do UC Berkeley alumni with a Bachelor’s in CS have? 5,308 profiles of UC Berkeley alumni with bachelor’s in CS Software Engineer (1,061) Product Manager (105) Design Engineer (75) Project Manager (72) Web Developer (63)

Top skills for UC Berkeley alumni that are Software Engineers?? 1,061 profiles of Software Engineers with bachelor’s in CS from UC Berkeley Java Python C JavaScript C++

Different Lenses Of the top 50 skills for Information Security Analysts found in the profiles, only 23 are found in the top 50 skills from the job postings.

Top use cases Accreditation and program review Curriculum alignment with employer demand Evaluating new programs/opportunities Data driven program-to-career mapping Employer relations Researching career pathways

Thank you! Lets continue the conversation: Aaron Olanie www.linkedin.com/in/olanie aolanie@economicmodeling.com