Çetin, Hamdi Alperen2021-02-032021-02-032020-122020-122021-02-01http://hdl.handle.net/11693/54975Cataloged from PDF version of article.Thesis (M.S.): Bilkent University, Department of Computer Engineering, İhsan Doğramacı Bilkent University, 2020.Includes bibliographical references (leaves 68-73).Software artifacts are the by-products of the development process. Throughout the life cycle of a project, developers produce different artifacts such as source files and bug reports. To analyze developer contributions, we construct artifact traceability graphs with these artifacts and their relations using the data from software development and collaboration tools. Developers are the main resource to build and maintain software projects. Since they keep the knowledge of the projects, developer turnover is a critical risk for software projects. From different viewpoints, some developers can be valuable and indispensable for the project. They are the key developers of the project, and identifying them is a crucial task for managerial decisions. Regardless of whether they are key developers or not, when developers leave the project, their work should be transferred to other developers. Even though all developers continue to work on the project, the knowledge distribution can be imbalanced among developers. Evaluating knowledge distribution is important since it might be an early warning for future problems. We employ algorithms on artifact traceability graphs to identify key develop-ers, recommend replacements for leaving developers and evaluate knowledge distribution among developers. We conduct experiments on six open source projects: Hadoop, Hive, Pig, HBase, Derby and Zookeeper. Then, we demonstrate that the identified key developers match the top commenters up to 98%, recommended replacements are correct up to 91% and identified knowledge distribution labels are compatible with the baseline approach up to 94%.xii, 75 leaves : illustrarions, charts (some color) ; 30 cm.Englishinfo:eu-repo/semantics/openAccessKey developersSocial networksArtifact traceability graphsDeveloper replacementDeveloper turnoverKnowledge distributionThesisB151675