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The Good and Bad of AI Tools in Novice Programming Education

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1016/j.caeai.2023.100147openalex-snapshot
The effect of generative artificial intelligence (AI)-based tool use on students' computational thinking skills, programming self-efficacy and motivation
inferredcites →https://doi.org/10.1016/j.iotcps.2023.04.003openalex-snapshot
ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope
inferredcites →https://doi.org/10.1016/j.scico.2024.103111openalex-snapshot
“Will I be replaced?” Assessing ChatGPT's effect on software development and programmer perceptions of AI tools
inferredcites →https://doi.org/10.1016/j.tbench.2023.100089openalex-snapshot
An era of ChatGPT as a significant futuristic support tool: A study on features, abilities, and challenges
inferredcites →https://doi.org/10.1080/14703297.2023.2190148openalex-snapshot
Chatting and cheating: Ensuring academic integrity in the era of ChatGPT
inferredcites →https://doi.org/10.1080/21532974.2023.2247480openalex-snapshot
TPACK in the age of ChatGPT and Generative AI
inferredcites →https://doi.org/10.1109/iciet60671.2024.10542824openalex-snapshot
ChatGPT in Creative Writing Courses in Chinese Universities: Application and Research
inferredcites →https://doi.org/10.1109/icstw58534.2023.00078openalex-snapshot
ChatGPT and Software Testing Education: Promises & Perils
inferredcites →https://doi.org/10.1145/3059009.3059064openalex-snapshot
Strategies for Maintaining Academic Integrity in First-Year Computing Courses
inferredcites →https://doi.org/10.1145/3511861.3511863openalex-snapshot
The Robots Are Coming: Exploring the Implications of OpenAI Codex on Introductory Programming
inferredcites →https://doi.org/10.1145/3545945.3569759openalex-snapshot
Programming Is Hard - Or at Least It Used to Be
inferredcites →https://doi.org/10.1145/3568813.3600138openalex-snapshot
From "Ban It Till We Understand It" to "Resistance is Futile": How University Programming Instructors Plan to Adapt as More Students Use AI Code Generation and Explanation Tools such as ChatGPT and GitHub Copilot
inferredcites →https://doi.org/10.1145/3582083openalex-snapshot
Taking Flight with Copilot
inferredcites →https://doi.org/10.1145/3587102.3588827openalex-snapshot
On the Educational Impact of ChatGPT: Is Artificial Intelligence Ready to Obtain a University Degree?
inferredcites →https://doi.org/10.1145/3589649openalex-snapshot
ChatGPT for Next Generation Science Learning
inferredcites →https://doi.org/10.1145/3624720openalex-snapshot
Computing Education in the Era of Generative AI
inferredcites →https://doi.org/10.1145/782941.783000openalex-snapshot
Addressing student cheating
inferredcites →https://doi.org/10.1177/0735633120952067openalex-snapshot
Conversation Technology With Micro-Learning: The Impact of Chatbot-Based Learning on Students’ Learning Motivation and Performance
inferredcites →https://doi.org/10.1186/s40561-023-00237-xopenalex-snapshot
What if the devil is my guardian angel: ChatGPT as a case study of using chatbots in education
inferredcites →https://doi.org/10.1186/s41239-019-0171-0openalex-snapshot
Systematic review of research on artificial intelligence applications in higher education – where are the educators?
inferredcites →https://doi.org/10.1186/s41239-021-00317-3openalex-snapshot
“Connecting concepts helps put main ideas together”: cognitive load and usability in learning biology with an AI-enriched textbook
inferredcites →https://doi.org/10.3390/app13095783openalex-snapshot
ChatGPT for Education and Research: Opportunities, Threats, and Strategies
inferredcites →https://doi.org/10.3390/educsci13040410openalex-snapshot
What Is the Impact of ChatGPT on Education? A Rapid Review of the Literature
inferredcites →https://doi.org/10.3390/educsci14060614openalex-snapshot
A Cross-Era Discourse on ChatGPT’s Influence in Higher Education through the Lens of John Dewey and Benjamin Bloom
inferredcites →https://doi.org/10.37074/jalt.2023.6.1.22openalex-snapshot
What ChatGPT means for universities: Perceptions of scholars and students
inferredcites →https://doi.org/10.37074/jalt.2023.6.1.9openalex-snapshot
ChatGPT: Bullshit spewer or the end of traditional assessments in higher education?
inferredcites →https://doi.org/10.54097/j4agx439openalex-snapshot
The Evolution of Pedagogical Theory: from Traditional to Modern Approaches and Their Impact on Student Engagement and Success
inferredcites →https://doi.org/10.54097/y1x3jj43openalex-snapshot
The Influence of Artificial Intelligence Technology on College Students' Learning Effectiveness from the Perspective of Constructivism — Taking ChatGPT as an Example
inferredcites →https://doi.org/10.55529/ijitc.31.17.22openalex-snapshot
Use Chat GPT to Solve Programming Bugs
inferredcites →https://doi.org/10.58496/mjcsc/2023/002openalex-snapshot
Role of ChatGPT in Computer Programming.
inferredcites →https://doi.org/10.61969/jai.1337500openalex-snapshot
Education in the Era of Generative Artificial Intelligence (AI): Understanding the Potential Benefits of ChatGPT in Promoting Teaching and Learning
inferredcites →https://doi.org/10.62273/gmiv1698openalex-snapshot
Self-Explanation Effect of Cognitive Load Theory in Teaching Basic Programming

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/cae.70213openalex-snapshot
Decoding the Use of Artificial Intelligence in Programming Education: A Topic Modeling Analysis
inferred← citeshttps://doi.org/10.1007/978-3-032-05070-0_18openalex-snapshot
Bridging the AI Gap: Developing AI Literacy in Programming Education
inferred← citeshttps://doi.org/10.1007/978-3-032-12457-9_8openalex-snapshot
Evaluating AI-Generated C# Code in Computing Education: Implications for Academic Integrity
inferred← citeshttps://doi.org/10.1007/978-3-032-17840-4_20openalex-snapshot
Early Prediction of Novice Students Performance in an Introductory Programming Course Using Hyperparameter Tuned Model
inferred← citeshttps://doi.org/10.1007/978-3-032-33997-3_20openalex-snapshot
Supporting Non-CS Undergraduates’ Logical Problem Solving Through Generative AI: An Action Research Study in an Introductory Python Course
inferred← citeshttps://doi.org/10.1007/978-981-95-8240-2_11openalex-snapshot
The Impact of AI on Information Technology and Computer Science Curriculum Design: Evolving Pedagogy and Assessment Strategies
inferred← citeshttps://doi.org/10.1007/s40593-025-00496-4openalex-snapshot
Integrating Generative AI into Programming Education: Student Perceptions and the Challenge of Correcting AI Errors
inferred← citeshttps://doi.org/10.1007/s44217-026-01142-4openalex-snapshot
Impact of ChatGPT on learning outcomes and performance of students in computer programming courses: a mixed-method approach
inferred← citeshttps://doi.org/10.1016/j.caeai.2025.100460openalex-snapshot
Investigating the impact of generative AI integration on the sustenance of higher-order thinking skills and understanding of programming logic
inferred← citeshttps://doi.org/10.1016/j.ssaho.2026.102958openalex-snapshot
Leapfrogging effect hypothesis: Generative AI as a permanent scaffold in higher education
inferred← citeshttps://doi.org/10.1016/j.tsc.2025.102070openalex-snapshot
Facilitating computational thinking with AI: A three-level meta-analytic evidence for future-ready learning
inferred← citeshttps://doi.org/10.1088/1742-6596/3155/1/012005openalex-snapshot
Model of mechanical phenomena in school physics supported by generative AI
inferred← citeshttps://doi.org/10.1109/cste64638.2025.11091837openalex-snapshot
Trust, Usefulness, and Dependency on AI in Programming: A Hierarchical Clustering Approach
inferred← citeshttps://doi.org/10.1109/educon67543.2026.11574352openalex-snapshot
Impact of AI Explanation Styles on IT Students’ Debugging Accuracy, Confidence, and Reliance
inferred← citeshttps://doi.org/10.1109/fie63693.2025.11328708openalex-snapshot
The Impact of a GenAI Integration on First-Year Engineering Students' Programming Outcomes
inferred← citeshttps://doi.org/10.1109/fllm67465.2025.11390961openalex-snapshot
Fine-Tuned LLMs in Programming Education to Improve Student Performance in Syntax Mastery and Problem-Solving Skills
inferred← citeshttps://doi.org/10.1109/iccsc71566.2026.11650160openalex-snapshot
Generative AI and Academic Integrity in Programming Education: A Bibliometric Analysis of Research Trends
inferred← citeshttps://doi.org/10.1109/iciet69664.2026.11561683openalex-snapshot
AI-Assisted Scaffolding in a Project-Based High School Engineering Course
inferred← citeshttps://doi.org/10.1109/isec64801.2025.11147276openalex-snapshot
Enhancing Novice Programming Education through AI-Driven Mentorship and Project-Based Learning
inferred← citeshttps://doi.org/10.1109/istem-ed65612.2025.11129285openalex-snapshot
Impact of AI Debugging on Student Code Complexity and Readability: A Literature Review
inferred← citeshttps://doi.org/10.1109/sccc67219.2025.11420381openalex-snapshot
An Adaptive Approach to Reverse Code Completion
inferred← citeshttps://doi.org/10.1109/vl-hcc65237.2025.00035openalex-snapshot
TraceMate: Collaborating with AI in Test-Driven Programming
inferred← citeshttps://doi.org/10.1145/3765964.3811639openalex-snapshot
Understanding Student Perceptions, Mistakes, and Debugging Approaches when Solving Natural Language Programming Tasks
inferred← citeshttps://doi.org/10.1145/3768421.3768449openalex-snapshot
Experiences and Insights Gained from AI-Assisted Programming Instruction in Higher Education
inferred← citeshttps://doi.org/10.1145/3772318.3790757openalex-snapshot
From Throw-Away to Takeaway: How GenAI and Vibe Coding Accelerate Prototyping Across Technical Skill Levels
inferred← citeshttps://doi.org/10.1145/3774398.3811561openalex-snapshot
ECHO: Educational Chatter Help and Overview - Just-In-Time Assistance and Retrospective Viewing for Teaching Assistants on Online Education Forums (WiP)
inferred← citeshttps://doi.org/10.1145/3774398.3811570openalex-snapshot
Landscape of Cheating in Higher Education
inferred← citeshttps://doi.org/10.1145/3796506openalex-snapshot
The Effects of Starter Template Scaffoldings on Coding Anxiety in Introductory Programming Courses
inferred← citeshttps://doi.org/10.1177/21582440251413066openalex-snapshot
Exploring How to Improve Programming Learning Experience with Generative AI Tools: An Integrated Means-End Chain and fsQCA Approach
inferred← citeshttps://doi.org/10.18260/1-2--59397openalex-snapshot
AI-assisted Arduino Coding in First-Year Engineering Team Projects
inferred← citeshttps://doi.org/10.18260/1-2--61291openalex-snapshot
AI as an Intern: A Curriculum Framework for Supervising Vibe Coding in Data Science Education
inferred← citeshttps://doi.org/10.20897/ejsteme/17646openalex-snapshot
Understanding AI in higher education: Gendered and intersectional students’ experience with ChatGPT use
inferred← citeshttps://doi.org/10.2139/ssrn.5385927openalex-snapshot
Exploring the Role of Generative Ai in Engineering Education: Current Applications and Future Opportunities
inferred← citeshttps://doi.org/10.2478/acss-2025-0013openalex-snapshot
Analysing Software Quality of AI-Translated Code: A Comparative Study of Large Language Models Using Static Analysis
inferred← citeshttps://doi.org/10.30964/auebfd.1703365openalex-snapshot
Difficulties of Learning Programming in Higher Education: A Systematic Literature Review of Recent Research
inferred← citeshttps://doi.org/10.3389/feduc.2026.1814773openalex-snapshot
Perceived benefits and challenges of LLMs in programming education: a student-centered analysis
inferred← citeshttps://doi.org/10.3389/feduc.2026.1880863openalex-snapshot
‘It's here and we can't fight it’: engineering faculty perceptions of generative AI, student use, and the future of engineering education
inferred← citeshttps://doi.org/10.3390/ai7010006openalex-snapshot
From Pilots to Practices: A Scoping Review of GenAI-Enabled Personalization in Computer Science Education
inferred← citeshttps://doi.org/10.3390/aieduc2030024openalex-snapshot
Navigating AI in Higher Education: Balancing Efficiency, Equity, and Autonomy in South Africa and Kenya
inferred← citeshttps://doi.org/10.3390/app16104833openalex-snapshot
Pedagogical Transformation and Teaching Practice in Programming Education Through AI Coding Assistants: Faculty Perspectives and the AI Coding Assistant Adoption Framework
inferred← citeshttps://doi.org/10.3390/bs16060846openalex-snapshot
Why Do Students Feel Satisfied Yet Uneasy with Artificial Intelligence: A Process-Oriented Conceptual Review of How Cognitive and Moral Dissonance Account for the Satisfaction–Dissonance Paradox in Higher Education
inferred← citeshttps://doi.org/10.3390/digital6020037openalex-snapshot
Using Code Comments as a Pedagogical Scaffold in Digitally Supported Introductory Programming: An Exploratory Mixed-Methods Study in Vocational Secondary Education
inferred← citeshttps://doi.org/10.3390/educsci15091152openalex-snapshot
Investigation of Generative AI Adoption in IT-Focused Vocational Secondary School Programming Education
inferred← citeshttps://doi.org/10.3390/educsci15111480openalex-snapshot
Blending Generative AI and Instructor-Led Learning: Empirical Insights on Student Motivation, Learning Experience, and Academic Performance in Higher Education
inferred← citeshttps://doi.org/10.3390/educsci16010019openalex-snapshot
ChatGPT in Programming Education: An Empirical Study on Its Impact on Student Performance, Creativity, and Teamwork
inferred← citeshttps://doi.org/10.3390/educsci16101698openalex-snapshot
Generative AI-Guided Versus Human-Guided Learning from Errors in Higher Education: A Comparison of Student Perceptions
inferred← citeshttps://doi.org/10.35631/ijmoe.728010openalex-snapshot
THE IMPACT OF INTEGRATING ARTIFICIAL INTELLIGENCE IN TEACHING ON PROGRAMMING PEDAGOGY: A SCOPING REVIEW
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LEVERAGING AI TOOLS IN FIRST-YEAR PROGRAMMING EDUCATION: A CASE STUDY ON STUDENT PERCEPTIONS AND LEARNING EXPERIENCES AT A PRIVATE HIGHER EDUCATION INSTITUTION
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Artificial Intelligence and Education
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Utilization of Github Copilot And Perceived Improvement in Debugging Skills among College Students at Quezon City University
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Mapeamento Sistemático sobre o Uso de IAs Generativas no Ensino de Programação
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From Excel to Python to AI: A Connectivist Model for Introducing Coding and Prompt Engineering to First-Year IS Students
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