Abstract
This paper explores the importance of workflow automation in unlocking the business value of data science in Nigeria's oil and gas industry, specifically in the midstream and downstream sectors. It provides an in-depth analysis of the current state of data science and workflow automation in the industry and presents a case study to demonstrate the benefits of implementing these technologies. The paper also proposes a framework for achieving better outcomes on data science projects and offers recommendations for leveraging workflow automation to enhance and deliver optimal value creation through data science.