Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Identification of Student Programming Patterns through Clickstream Data Subject The topic of the resource clustering; computer programming; educational data mining; regression; student programming patterns Description An account of the resource In present educational era, teaching programming to the undergraduates is challenging. For an instructor, focusing on each of the aspect of programming like coding language, logical reasoning, debugging errors, troubleshooting code and problem solving is very daunting task. So, educational researchers are identifying ways to easily identify the student's struggles during programming so that timely assistance can be provided. Using programming platforms or software, a lot of programming data is generated in the form of activity logs or clickstream data. Using machine learning along with data analytics over this programming data can reveal programming patterns of students that may help in early interventions. This study focusses on identifying programming patterns of the students through clustering and groups the students into three major categories namely low performers, strugglers, and high scorers. Further, relevant features like test case success, code compile success and failure, finish test etc. that majorly contribute towards the student programming scores are identified through regression analysis. Through this research, educators can early categorize the students based on their programming patterns and provide timely intervention when necessary, ensuring that no student gets left behind in the fast-paced world of programming education. 2024 IEEE. Creator An entity primarily responsible for making the resource Gupta A.; Jindal M.; Goyal A. Source A related resource from which the described resource is derived Proceedings - International Conference on Computing, Power, and Communication Technologies, IC2PCT 2024, pp. 1153-1158. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/IC2PCT60090.2024.10486775" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/IC2PCT60090.2024.10486775</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191180736&amp;doi=10.1109%2FIC2PCT60090.2024.10486775&amp;partnerID=40&amp;md5=5e7e77e89ccd0411d9e49aa0db48e19e" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191180736&amp;doi=10.1109%2fIC2PCT60090.2024.10486775&amp;partnerID=40&amp;md5=5e7e77e89ccd0411d9e49aa0db48e19e</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835038352-2 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Gupta A., Bennett University, Scset, Greater Noida, India; Jindal M., Christ (Deemed to Be University), School of Business and Management, Bangalore, India; Goyal A., Bennett University, Scset, Greater Noida, India