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Full-Text Articles in Engineering

Credit Hour Analysis, Tushar Ojha, Don R. Hush, Elias S. Lopez Aug 2023

Credit Hour Analysis, Tushar Ojha, Don R. Hush, Elias S. Lopez

Electrical & Computer Engineering Technical Reports

This report presents a detailed analysis of the credit hour usage pattern of undergraduate students at the University of New Mexico (UNM) using custom analytical tools. We introduce a credit-tree framework for analyzing credit hour efficiency. This framework leverages a custom-built specialized audit tool for categorizing student credits. More specifically, student credits are assigned to one of three categories: unusable credits that do not match any degree requirement, excess credits that can be removed without changing the requirement satisfaction, and applied credits that contribute to requirement satisfaction without excess. Clearly, this enables credit analysis at the course and degree requirement …


Analyzing Student Credits, Don R. Hush, Elias S. Lopez, Wisam Al-Doroubi, Tushar Ojha, Brianne Santos, Kevin Warne Apr 2022

Analyzing Student Credits, Don R. Hush, Elias S. Lopez, Wisam Al-Doroubi, Tushar Ojha, Brianne Santos, Kevin Warne

Electrical & Computer Engineering Technical Reports

This report describes methods for decomposing student credits into three categories: applied, unusable, and excess where applied credits count towards the student's degree requirements, unusable credits do not count towards any degree requirement, and excess credits exceed one or more degree requirement specifications. These methods enable multiple types of analysis including student progress assessment, student planning (i.e. helping the student determine the best path forward), credit efficiency analysis (i.e. quantifying the number of applied versus unusable and excess credits), transfer credit analysis (i.e. determining the utility and efficiency of transfer credits), and requirement analysis (i.e. determining the types of requirements …


The Time-To-Graduation Problem (Survival Analysis For Education Outcomes), Don R. Hush, Tushar Ojha, Wisam Al-Doroubi Mar 2021

The Time-To-Graduation Problem (Survival Analysis For Education Outcomes), Don R. Hush, Tushar Ojha, Wisam Al-Doroubi

Electrical & Computer Engineering Technical Reports

This report provides a comprehensive treatment of the time-to-graduation (TTG) problem. The goal of this problem is to make predictions about the time it takes for a student to graduate from a particular institution. We develop a complete mathematical description of the TTG problem which includes data synthesis models that reveal details of the problem that are often hidden or overlooked in the literature. This report explores two vastly different approaches to this problem, including detailed algorithmic descriptions and practical examples where specific solution methods are applied to both synthetic data and real UNM student data. The first approach is …