Mahmut Sami Sivri is the director of software development and data analytics at AR Produkt team. He has completed Istanbul Technical University Computer Engineering undergraduate and Engineering Management graduate programs. He is also Phd(c) at ITU Industrial Engineering department. He worked in various companies and positions in the software industry since 2008. He specialized in web design and development, Windows applications, database management systems, big data platforms, data analytics and optimization tools. Besides some researches about forecasting and data analytics in manufacturing, he has solid working experience on predictive analytics, machine learning, multi-variate forecasting, linear and non-linear optimization modelling.