Open AccessIntelligent Links: AI-Supported Connections between Employers and Colleges
Author(s) -
Robby Robson,
Elaine Kelsey,
Ashok K. Goel,
Sazzad M. Nasir,
Elliot Robson,
Myk Garn,
Matt Lisle,
Jeanne Kitchens,
Spencer Rugaber,
Fritz Ray
Publication year - 2022
Publication title -
the ai magazine/ai magazine
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.597
H-Index - 79
eISSN - 2371-9621
pISSN - 0738-4602
DOI - 10.1609/aimag.v43i1.19128
Subject(s) - computer science , vocabulary , process (computing) , workforce , pipeline (software) , knowledge management , watson , engineering management , artificial intelligence , engineering , political science , philosophy , linguistics , law , programming language , operating system
When modernization and other changes demand workforce reskilling, employers often turn to local colleges for training programs. Doing so can be a frustrating experience. HR and talent professionals have difficulty identifying and communicating requirements, especially for new jobs and roles, while college continuing education (CE) and professional development offices have difficulty understanding and responding to company needs. This article describes an NSF Convergence Accelerator project called SkillSync™ in which multiple forms of AI are used to address this specific problem and provide national efforts (e.g., the US Chamber of Commerce Talent Pipeline Management initiative) with skills data and skills alignment services. Skillsync uses variations on the Siamese Multi-depth Transformer-based Hierarchical Encoder (SMITH) and other natural language understanding methods to map job descriptions and course information to skills taxonomies, uses machine-learned models to align skills needs with learning outcomes and training, and incorporates an intelligent coach based on Georgia Tech's Jill Watson “virtual teaching assistant” to answer questions about Skillsync's vocabulary, functionality, and process. This article describes these AI methods, how these methods are used in Skillsync, and the challenges involved.