Individual Learner and Team Modeling for Adaptive Training and Education in Support of the US Army Learning Model: Research Outline

Abstract

While human tutoring and mentoring are common teaching tools, current US Army standards for training and education are group instruction and classroom training, also known as one-to-many instruction. Recently, the US Army placed significant emphasis on self-regulated learning (SRL) methods to augment institutional training where Soldiers will be largely responsible for managing their own learning. In support of the US Army Learning Model and to provide affordable, tailored, SRL training and educational capabilities for the US Army, the US Army Research Laboratory is investigating and developing adaptive tools and methods to largely automate the authoring (creation), delivery of instruction, and evaluation of computer-regulated training and education capabilities. A major goal within this research program is to reduce the time and skill required to author, deliver, and evaluate adaptive technologies to make them usable by a larger segment of the training and educational community. This research includes 5 interdependent research vectors: individual learner and unit modeling, instructional management principles, domain modeling, authoring tools and methods, and evaluation tools and methods. This report (1 of 6 interdependent research outlines) focuses on individual learner and team modeling research for adaptive training and education. Learner and team models enable adaptive training systems to determine the most appropriate training content and/or methods for each individual or team. The research focuses on the structure of those models and how those models can be used to best adapt training. This outline describes past and current research on learner and team modeling and identifies research gaps that need to be addressed.

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Sep 01, 2015
Accession Number
ADA622322

Entities

People

  • Anne Sinatra
  • Arthur Graesser
  • Greg Goodwin
  • Joan Johnston
  • Keith Brawner
  • Robert Sottilare

Organizations

  • United States Army Research Laboratory

Tags

Communities of Interest

  • Biomedical
  • Human Systems

DTIC Thesaurus Topics

  • Adaptive Systems
  • Adaptive Training
  • Artificial Intelligence
  • Cognitive Science
  • Cognitive Workload
  • Computer Programming
  • Computers
  • Doctrine
  • Education
  • Educational Psychology
  • Information Science
  • Pedagogy
  • Psychological Phenomena And Processes
  • Psychology
  • Students
  • Training
  • Training Management

Fields of Study

  • Education

Readers

  • Military Training and Readiness Simulation
  • Neural Network Machine Learning.
  • STEM Education