Come for Syntax, Stay for Speed, Write Secure Code: An Empirical Study of Security Weaknesses in Julia Programs

Yue Zhang, Justin Murphy, and Akond Rahman in Empirical Software Engineering Journal, 2025 Pre-print

Kubernetes is a popular open source software (OSS) tool to manage containers at scale. Despite being beneficial for rapid deployment, Kubernetes-based software deployments are susceptible to defects that can lead to serious consequences. A systematic analysis of development-related factors that cause defects can aid practitioners on how to mitigate these defects. We conduct an exploratory empirical study where we use causal analysis to quantify the impact of one development factor called minor contributors, which refers to practitioners who author less than 5% of the total code. By analyzing 29,028 commits from 157 OSS repositories, we observe (i) 5.6% of the 29,028 commits to be authored by minor contributors; and (ii) authorship of minor contributors to impact defects in configuration scripts. Based on our findings, we recommend researchers to (1) further investigate the characteristics of minor contributors; and (2) identify other development-related factors that may have a causal impact on defects in Kubernetes configuration scripts.