VEMCO Engenharia Ltda. was established in 1996 with the aim of presenting technological solutions in the area of industrial automation that provide innovation, productivity and competitiveness seeking recognition and loyalty. In addition, through a branch of the company, it began to evaluate opportunities to acquire production assets on land and in shallow waters, as well as to identify upsides in oil and gas production concession areas. It has a complete multidisciplinary team ranging from geologists, geophysicists, reservoir and production engineers to data scientist. As a company focused on technology, we created a group of excellence in Data Science. Data Science or Data Science is a multidisciplinary field of study that encompasses data, algorithms and technologies capable of extracting value from structured or unstructured data and solving analytically complex problems. It is from the large amount of raw data that data scientists combine skills to analyze and obtain synthetic results from the cross-data. Data has become one of the main sources used in making corporate decisions. Thanks to advances in analysis and computational robustness, they are able to help companies define new investments, cut costs, optimize processes, among other applications. Thus, data science has become crucial for business, as there is nothing further to have a lot of information available if it is not validated and analyzed. It is with this thought that we created VEMCO PETRÓLEO E GÁS.