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This paper will illustrate the usage of Machine Learning algorithms on US College Scorecard datasets. For this paper, we will use our knowledge, research, and development of a predictive model to compare the results of all the models and…

Computers and Society · Computer Science 2024-06-13 Zalak Patel , Ayushi Porwal , Kajal Bhandare , Jongwook Woo

Computer science is seeing a decline in enrollment at all levels of education, including undergraduate and graduate study. This paper reports on the results of a study conducted at the University of Illinois at Urbana-Champaign which…

General Literature · Computer Science 2007-05-23 Tanya L. Crenshaw , Erin Wolf Chambers , Heather Metcalf , Umesh Thakkar

This study investigated the most important attributes of the 6-year post-graduation income of college graduates who used financial aid during their time at college in the United States. The latest data released by the United States…

Computers and Society · Computer Science 2018-07-06 Ewan Wright , Qiang Hao , Khaled Rasheed , Yan Liu

Universities have been expanding undergraduate data science programs. Involving graduate students in these new opportunities can foster their growth as data science educators. We describe two programs that employ a near-peer mentoring…

Other Statistics · Statistics 2025-08-28 Chiara Sabatti , Qian Zhao

While philanthropic support for science has increased in the past decade, there is limited quantitative knowledge about the patterns that characterize it and the mechanisms that drive its distribution. Here, we map philanthropic funding to…

Physics and Society · Physics 2022-12-09 Louis M. Shekhtman , Alexander J. Gates , Albert-László Barabási

A growing number of students are completing undergraduate degrees in statistics and entering the workforce as data analysts. In these positions, they are expected to understand how to utilize databases and other data warehouses, scrape data…

Other Statistics · Statistics 2020-07-21 Johanna Hardin , Roger Hoerl , Nicholas J. Horton , Deborah Nolan

A substantial fraction of students who complete their college education at a public university in the United States begin their journey at one of the 935 public two-year colleges. While the number of four-year colleges offering bachelor's…

Other Statistics · Statistics 2023-02-06 Benjamin S. Baumer , Nicholas J. Horton

One of the long term goals of any college or university is increasing the student retention. The negative impact of student dropout are clear to students, parents, universities and society. The positive effect of decreasing student…

Computers and Society · Computer Science 2017-07-20 Mehrdad J. Bani , Mina Haji

The composition of the scientific workforce shapes the direction of scientific research, directly through the selection of questions to investigate, and indirectly through its influence on the training of future scientists. In most fields,…

Digital Libraries · Computer Science 2019-03-19 Allison C. Morgan , Samuel F. Way , Aaron Clauset

The United States spends more than $1B each year on initiatives such as the American Community Survey (ACS), a labor-intensive door-to-door study that measures statistics relating to race, gender, education, occupation, unemployment, and…

Computer Vision and Pattern Recognition · Computer Science 2022-06-08 Timnit Gebru , Jonathan Krause , Yilun Wang , Duyun Chen , Jia Deng , Erez Lieberman Aiden , Li Fei-Fei

Several studies indicate that attracting students to research careers requires to engage them from early undergraduate years. Following this paradigm, our Engineering School has developed an undergraduate research program that allows…

Information Retrieval · Computer Science 2017-06-22 Felipe del-Rio , Denis Parra , Jovan Kuzmicic , Erick Svec

Predictive analytics is widely used in learning analytics, but many resource-constrained institutions lack the capacity to develop their own models or rely on proprietary ones trained in different contexts with little transparency. Transfer…

Computers and Society · Computer Science 2025-01-14 Chengyuan Yao , Carmen Cortez , Renzhe Yu

A community is a collection of people who know and care about each other. The vast majority of college courses are not communities. This is especially true of statistics and data science courses, both because our classes are larger and…

Other Statistics · Statistics 2023-09-14 David Kane

Not everyone who enrolls in college will leave with a certificate or degree, but the number of people who drop out or take a break is much higher than experts previously believed. In December 2013, there were 29 million people with some…

Machine Learning · Computer Science 2024-08-06 Yan Zhao , Amy Otteson

Each year, roughly 30% of first-year students at US baccalaureate institutions do not return for their second year and over $9 billion is spent educating these students. Yet, little quantitative research has analyzed the causes and possible…

Machine Learning · Statistics 2017-03-09 Lovenoor Aulck , Nishant Velagapudi , Joshua Blumenstock , Jevin West

Public higher education systems face increasing financial pressures from expanding student populations, rising operational costs, and persistent demands for equitable access. Artificial Intelligence (AI), including generative tools such as…

Research experience and mentoring has been identified as an effective intervention for increasing student engagement and retention in the STEM fields, with high impact on students from undeserved populations. However, one-on-one mentoring…

Physics Education · Physics 2020-03-25 Lior Shamir

High-quality computer science (CS) instruction is essential for preparing students to thrive in an increasingly technology-driven world. This research brief presents findings from a six-year longitudinal study of CS enrollments in seven…

Computers and Society · Computer Science 2025-03-10 Cynthia L. Blitz , David J. Amiel , Teresa G. Duncan

We show that individual topics and skills can have a dramatic effect on the outcomes of students in various mathematics courses at the University of Illinois. Data from the placement program at Illinois associates a knowledge state, a…

History and Overview · Mathematics 2013-12-05 Marc Harper , Alison Ahlgren Reddy

Due to the Covid-19 pandemic, more than 500 US-based colleges and universities went "test-optional" for admissions and promised that they would not penalize applicants for not submitting test scores, part of a longer trend to rethink the…

Computer Science and Game Theory · Computer Science 2021-07-20 Zhi Liu , Nikhil Garg
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