Purpose: The main objective of the paper is to develop an investment model using data envelopment analysis (DEA) that provides a decision-making framework to allocate resources efficiently, such that the relative efficiency is improved within an available investment budget. Design/methodology/approach: Firstly, DEA models are used to evaluate the…

This paper explores the regulators' perspective and demonstrates how legitimacy deficits of private universities outweigh performance results in decisions regarding university inspections. We examined the period when the regulator had an urgent claim on Russian universities, particularly during the campaign to 'clean the system of higher…

The major challenge of most basic schools is inadequate educational resources despite a conscious effort to constantly provide. This is a result of inaccurate data management leading to inappropriate predictions for effective planning. The actual efficiency of a system is determined by its ability to predict real-life data with speed and accuracy.…

This paper deeply discusses the transformation potential of integrating Internet big data into the pre-school education model in colleges and universities. Through in-depth analysis, we studied the challenges and opportunities faced by preschool education in colleges and universities, and discussed the innovative influence of big data technology…

Rising poverty in suburbs has led to increased interest in how well suburban safety nets function. Apart from public assistance programs, community-based nonprofit health and human service organizations play a central role in suburban efforts to address racial and economic inequalities. Understanding how nonprofit services are distributed across…

We examine the impact of wind energy installation on school district finances and student achievement using data on the timing, location, and capacity of the universe of U.S. installations from 1995 through 2017. Wind energy installation substantially increased district revenues, causing large increases in capital outlays, but only modest…

This manuscript presents an exploratory mixed-methods case study examining the impact of artificial intelligence (AI) in the form of generative pretrained transformers (GPTs) and large language models on special education administrative practices in one school district in the Northeast United States. AI holds tremendous potential to positively…

Effectively estimating student enrollment and recruiting students is critical to the success of any university. However, despite having an abundance of data and researchers at the forefront of data science, traditional universities are not fully leveraging machine learning and data mining approaches to improve their enrollment management…

Despite evidence supporting the importance of school climate, little is known about how practitioners understand and use data from climate surveys to guide schoolwide improvement. The expanded use of school climate surveys underscores the importance of understanding how schools and districts are utilizing this evidence both to drive improvement…

Objective: Assess the impact of survey non-response and non-completion for a campus climate survey. Participants: Intended for all degree-seeking students at a large, public, midwestern university, November 2014. Methods: The survey covered sexual assault experiences and related attitudes. We identify the magnitude and potential impact of survey…

As higher education continues to face declining enrollment and financial pressures from decreased funding, colleges and universities must find innovative ways to differentiate themselves from competing institutions through niche marketing initiatives in an effort to continue meeting the needs and wants of the shifting population of students. Niche…

The purpose of this study is to contribute to the establishment of metrics that can be used by libraries to analyze, anticipate, and plan for resource allocation for specialized print-based collections within an academic library. In the context of transactions associated with the circulation of library materials, that is checkouts, renewals, and…

This paper discusses the key findings from a qualitative case study examining the implementation of an activity-based cost management model (ABC model) at a large community college. In a climate of fiscal uncertainty, the college adopted this model with the goal of improving budgetary decision-making. The paper examines faculty and administrators'…

The allocation of merit-based awards and need-based aid is important to both universities and students who wish to attend the universities. Current approaches tend to consider only institution-centric objectives (e.g. enrollment, revenue) and neglect student-centric objectives in their formulations of the problem. There is lack of consideration to…

The formula used to allocate federal funding for state and local special education programs is one of the Individual with Disabilities Act's most critical components. The formula not only serves as the primary mechanism for dividing available federal dollars among states, it also represents policymakers' intent to equalize educational…