Developed a time-estimation feature for in-progress jobs in the aws-deadline/deadline-cloud repository, enhancing planning visibility and SLA management for users. The solution was implemented in Python, focusing on backend and CLI development. The estimation logic calculates the average duration of completed tasks and multiplies it by the number of remaining tasks, presenting the result in a human-readable format such as “5 minutes” or “1 hour, 30 minutes.” Integration work ensured that both the job list and job get endpoints surfaced these estimates. Edge cases, including jobs with no completed tasks or already finished jobs, were handled by returning “N/A.”