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Linear regression and time series analysis in predict the time to complete a work

I’m new to prediction techniques such as linear regression and time series analysis. Here’s my problem. My app is something like a todo-app. It has many projects. A project has many parts. A task has a priority and a number of tasks. Suppose there’s no constraint on the work. I want to predict the time to complete a work based on historical data for the same project. For linear regression, I have this: