Effective personalization of education requires knowing how each student will perform under certain conditions, given their specific characteristics. Thus, the demand for interpretable and precise estimation of heterogeneous treatment effects is ever-present. This paper outlines a new approach to this problem based on the Leave-One-Out Potential…

Already available inexpensive computers with fast printers could significantly reduce the size and complexity of the task of individualizing instruction. A computer-based system could be designed to store and analyze student characteristics, compare relevant factors with instructional objectives, and prescribe learning activities selected from a…

Describes the four basic components of the Learner-Controlled Educational System (LCES), i.e., the student information, instructional analysis, learning activity, and system evaluation modules. A computer-based multimedia instructional system generalizable to practically all content areas and fields of instruction, the LCES emphasizes self-paced,…