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Resource allocation is the process of assigning resources to complete the tasks of a project. It is often project managers find some resources are over allocated so they cannot complete the work according to the timeline. Using existing historical project data, it can be used to extract similarity scenarios using regression analysis model. Then, the optimal or near-optimal solutions visible and adopted to allocate human resources in the project. This analysis shows the important role of project managers in determining the optimal allocation of resources in an software development project. The result solution expected to contribute the performance improvement of software development projects and can also be adopted by other companies that have similar needs. Eventually the solution expected to increase the competitive advantage for the organization.