As computer science (CS) becomes integral to K–12 education, it is important to examine how foundational skills such as reading influence student engagement and performance in introductory programming. This study investigates the relationship between reading proficiency and CS learning outcomes in an urban high school in the Northeastern United States. Grounded in Cognitive Load Theory (CLT) and the Lexile Framework for Reading, the research also explores how the readability of CS assessment items contributes to cognitive demands, particularly for students reading below grade level. A mixed-methods design was employed using i-Ready diagnostic data, Lexile-coded CS assessments, and student interviews. Assessment questions were assigned to Lexile levels to capture textual complexity, and student performance was analyzed through correlation and regression modeling. Results show a weak but positive correlation between i-Ready scores and CS outcomes. Performance declined as item Lexile levels increased, especially for students in lower proficiency bands. Visual analyses indicated that higher-proficiency readers performed consistently, while struggling readers showed evidence of increased cognitive load on reading-demanding tasks. Thematic analysis of student reflections revealed patterns of intrinsic and extraneous load during code tracing activities. These findings highlight the importance of considering readability in CS assessment and instructional design to promote equity in computing education.

Thu 19 Feb

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15:00 - 17:00
ACM Student Research Competition PostersACM Student Research Competition at Hall 1 - Posters
15:00
2h
Talk
Undergraduate Students' Struggles in Computer Science
ACM Student Research Competition
Sai Nakirikanti Georgia Institute of Technology, Idel Martinez-Ramos Georgia Institute of Technology, Betsy Disalvo Georgia Institute of Technology
15:00
2h
Talk
Improving Privilege Levels and Memory Protection for Teaching in Embedded Xinu
ACM Student Research Competition
Spencer Christensen Marquette University, Spencer O'Brien Marquette University
15:00
2h
Talk
Why Do Some US States Offer More Computer Science Courses Than Others? A Mixed-Methods Analysis of Access Gaps
ACM Student Research Competition
Pranavi Kamana University of Maryland, Nooshya Roshanian University of Maryland, Mahi Thakkar University of Maryland
15:00
2h
Talk
Emerging AI and the Need for a Novel Evaluation Framework in Undergraduate Computer Science Education
ACM Student Research Competition
Rudraksh Chaudhry University of Massachusetts, Amherst, Emily Nutwell University of Massachusetts, Amherst
15:00
2h
Talk
Ungraded Assignments in Introductory Computing: A Report
ACM Student Research Competition
Yehya Sleiman Tellawi University of Illinois - Urbana Champaign, Abhishek Umrawal University of Illinois Urbana-Champaign
15:00
2h
Talk
Reading Proficiency and Performance in Introductory CS: A Lexile Level Based Analysis of Cognitive Load and Assessment Outcome
ACM Student Research Competition
Elizabeth Thomas-Cappello University of Albany, SUNY
15:00
2h
Talk
Characterizing the Relationship Between Generative AI, Student Behavior, and Learning Outcomes in Upper-Level CS Education: A Case Study in an Undergraduate Machine Learning Course
ACM Student Research Competition
Anha Khan Princeton University, Romina Mahinpei Princeton University, Maryam Hedayati Princeton University, Victoria Dean Princeton University, Ruth Fong Princeton University
15:00
2h
Talk
Personalized Coding Problem Generation Using Open-source Small Language Models
ACM Student Research Competition
15:00
2h
Talk
“Born Accessible” Visualizers for Scheme Program State
ACM Student Research Competition
Jacob Bell Grinnell College, Anna Deschamps Grinnell College, Eva Kapoor Grinnell College, Salyan Karki Grinnell College, Julian Kim Grinnell College, Nicole Moreno Gonzalez Grinnell College, William Pitchford Grinnell College, Elene Sturua Grinnell College, Charles Wade Grinnell College
15:00
2h
Talk
Adaptive Uncertainty-Aware Fusion for Robust Multimodal Learning
ACM Student Research Competition
Cy Xie De Anza college
15:00
2h
Talk
Debugging Boredom: The Quest for Joy in Computer Science Education
ACM Student Research Competition
Jessica Yauney Stanford University
15:00
2h
Talk
Teaching Middle School Learners AI Hallucinations Through Chatbot Design
ACM Student Research Competition
Deniz Ozturk North Carolina State University
15:00
2h
Talk
Too Late to Succeed? Demographic Trends and Academic Performance in Introductory Computing
ACM Student Research Competition
Victoria Phelps UC Berkeley, Sahana Bharadwaj University of California, Berkeley, Zihao Huang UC Berkeley, Aananya Lakhani UC Berkeley, Oindree Chatterjee University of California, Berkeley, Heidy Hernandez UC Berkeley, Jordan Schwartz UC Berkeley, Anneliese Galler UC Berkeley, Stacey Yoo UC Berkeley
15:00
2h
Talk
Automated Assessment Tools: Feedback to and from StudentsGlobal
ACM Student Research Competition
15:00
2h
Talk
Impact of Computing Education by School Type and County on K-12 Students’ AI Literacy
ACM Student Research Competition
Ally Fu University of Maryland College Park
15:00
2h
Talk
Teacher Capacity as a Catalyst: Examining a Research-Practice Partnership’s Impact
ACM Student Research Competition
Karanjot Kaur The University of Texas at Austin
15:00
2h
Talk
Label-Free Evaluation of Retrieval-Augmented Generation in a University Policy Chatbot
ACM Student Research Competition
Lusine Hayrapetyan California State University, San Bernardino
15:00
2h
Talk
Adaptable Metrics to Assess and Improve Introductory CS
ACM Student Research Competition
Yuan Garcia Harvey Mudd College, Florence Rui Lin Harvey Mudd College, Jenny Ngo Harvey Mudd College, Edward Donson Harvey Mudd College
15:00
2h
Talk
Pedagogical Process Models of Undergraduate Computing Tutors
ACM Student Research Competition
Esse Ciego University of Florida, Skyler Steiert University of Florida, Amanpreet Kapoor University of Florida, USA
15:00
2h
Talk
Applying Universal Design for Learning to Undergraduate Computer Science Education
ACM Student Research Competition
Hia Ghosh University of Massachusetts, Amherst
15:00
2h
Talk
MerryQuery in the Loop: How Students Use and Perceive a GenAI-Powered Assistant in an Introductory Programming Course
ACM Student Research Competition
Benyamin Tabarsi North Carolina State University
15:00
2h
Talk
Visualizing and Sonifying Abstract Syntax Trees for Accessibility: Supporting Neurodiverse and Blind and Low-Vision Users in an Educational IDE
ACM Student Research Competition
Jacob Bell Grinnell College, Anna Deschamps Grinnell College, Eva Kapoor Grinnell College, Salyan Karki Grinnell College, Julian Kim Grinnell College, Nicole Moreno Gonzalez Grinnell College, William Pitchford Grinnell College, Elene Sturua Grinnell College, Charles Wade Grinnell College, Samuel A. Rebelsky Grinnell College
15:00
2h
Talk
Investigating the Efficacy of Mastery-Based Tests in Fostering Effective Self-Regulated Learning Behaviors in CS1 Courses
ACM Student Research Competition
Joyce Gill Grinnell College, Michael Asher Carnegie Mellon University, Paulo Carvalho Carnegie Mellon University