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This article examines the role of Bash scripting in enhancing high-performance computing (HPC) on Linux systems. It discusses how Bash scripting aids in automation, job scheduling, and efficient resource management, key for large computational tasks. Also covered are setup instructions, crucial Bash commands, and best practices for optimizing script performance—essential knowledge for data scientists, IT professionals, and researchers working in HPC.