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During the COVID-19 pandemic, safely implementing in-person indoor instruction was a high priority for universities nationwide. To support this effort at the University, we developed a mathematical model for estimating the risk of…

Applications · Statistics 2024-02-21 Brian Liu , Yujia Zhang , Shane G. Henderson , David B. Shmoys , Peter I. Frazier

Team projects in Computer Science (CS) help students build collaboration skills, apply theory, and prepare for real-world software development. Online classes present unique opportunities to transform the accessibility of CS education at…

Underrepresented students face many significant challenges in their education. In particular, they often have a harder time than their peers from majority groups in building long-term high-quality study groups. This challenge is exacerbated…

Computers and Society · Computer Science 2023-02-17 Sumer Kohli , Neelesh Ramachandran , Ana Tudor , Gloria Tumushabe , Olivia Hsu , Gireeja Ranade

As the COVID-19 pandemic took hold in early months of 2020, education at all levels was pushed to emergency fully remote, online formats. This emergency shift affected all aspects of teaching and learning with very little notice and often…

Other Statistics · Statistics 2023-02-06 Analisa Flores , Lauren Cappiello , Isaac Quintanilla Salinas

Providing students with individualized feedback through assignments is a cornerstone of education that supports their learning and development. Studies have shown that timely, high-quality feedback plays a critical role in improving…

Machine Learning · Computer Science 2025-01-27 Pavlin G. Poličar , Martin Špendl , Tomaž Curk , Blaž Zupan

Teaching assistants (TAs) are essential to grading and feedback provision in proof-based courses, yet these tasks are time-intensive and difficult to scale. Although Large Language Models (LLMs) have been studied for grading and feedback,…

Human-Computer Interaction · Computer Science 2026-03-02 Romina Mahinpei , Sofiia Druchyna , Manoel Horta Ribeiro

Access to high-quality education at scale is limited by the difficulty of providing student feedback on open-ended assignments in structured domains like computer programming, graphics, and short response questions. This problem has proven…

Machine Learning · Computer Science 2021-03-25 Ali Malik , Mike Wu , Vrinda Vasavada , Jinpeng Song , Madison Coots , John Mitchell , Noah Goodman , Chris Piech

While the use of programming problems on exams is a common form of summative assessment in CS courses, grading such exam problems can be a difficult and inconsistent process. Through an analysis of historical grading patterns we show that…

Computers and Society · Computer Science 2024-03-25 Sonja Johnson-Yu , Nicholas Bowman , Mehran Sahami , Chris Piech

Due to the pandemic of COVID-19, many university courses had to abruptly transform to enable remote teaching. Adjusting courses on embedded systems and micro-controllers was extra challenging since interaction with real hardware is their…

Computers and Society · Computer Science 2022-07-26 Jan Koniarik , Daniel Dlhopolcek , Martin Ukrop

It is critically important to make computing courses accessible for disabled students. This is particularly challenging in large computing courses, which face unique challenges due to the sheer scale of course content and staff. In this…

Computers and Society · Computer Science 2026-01-28 Ritesh Kanchi , Miya Natsuhara , Matt X. Wang

Programming and software engineering courses in computer science curricula typically focus on both providing theoretical knowledge of programming languages and best-practices, and developing practical development skills. In a massive course…

Software Engineering · Computer Science 2018-04-06 Marco Torchiano , Giorgio Bruno

In courses that involve programming assignments, giving meaningful feedback to students is an important challenge. Human beings can give useful feedback by manually grading the programs but this is a time-consuming, labor intensive, and…

Programming Languages · Computer Science 2020-10-19 Joshua Clune , Vijay Ramamurthy , Ruben Martins , Umut A. Acar

This experience report explores the effects of ungraded assignments on the learning experience of students in an introductory computing course. Our study examines the impact of ungraded assignments on student engagement, understanding, and…

Computers and Society · Computer Science 2025-12-30 Yehya Sleiman Tellawi , Abhishek K. Umrawal

Providing timely and individualised feedback on handwritten student work is highly beneficial for learning but difficult to achieve at scale. This challenge has become more pressing as generative AI undermines the reliability of take-home…

This study explores the classroom implementation of an AI-powered grading platform in K-12 settings through a co-design pilot with 19 teachers. We combine platform usage logs, surveys, and qualitative interviews to examine how teachers use…

Human-Computer Interaction · Computer Science 2025-11-06 Zewei Tian , Alex Liu , Lief Esbenshade , Shawon Sarkar , Zachary Zhang , Kevin He , Min Sun

This paper presents a study on using Agile methodologies in the teaching process at the university/college level during the Covid-19 pandemic, online classes. We detail a list of techniques inspired from software engineering Agile…

Software Engineering · Computer Science 2023-07-25 M. Petrescu , A Sterca

We conducted a systematic literature review on automated grading and feedback tools for programming education. We analysed 121 research papers from 2017 to 2021 inclusive and categorised them based on skills assessed, approach, language…

Software Engineering · Computer Science 2023-12-11 Marcus Messer , Neil C. C. Brown , Michael Kölling , Miaojing Shi

Providing feedback, both assessing final work and giving hints to stuck students, is difficult for open-ended assignments in massive online classes which can range from thousands to millions of students. We introduce a neural network method…

Machine Learning · Computer Science 2015-05-25 Chris Piech , Jonathan Huang , Andy Nguyen , Mike Phulsuksombati , Mehran Sahami , Leonidas Guibas

Scheduling university courses is extra challenging when classroom capacities are reduced because of social distancing requirements that are implemented in response to a pandemic such as COVID-19. In this work, we propose an expanded…

Optimization and Control · Mathematics 2024-07-12 Matthew E. H. Petering , Mohammad Khamechian

Peer grading is the process of students reviewing each others' work, such as homework submissions, and has lately become a popular mechanism used in massive open online courses (MOOCs). Intrigued by this idea, we used it in a course on…

Machine Learning · Computer Science 2016-02-11 Mehdi S. M. Sajjadi , Morteza Alamgir , Ulrike von Luxburg