Vinay Singh is a data science manager at BASF, Germany. He has over 12 years' experience in data warehousing and BI. Before joining BASF, he worked with multiple companies/customers, including SAP, Adobe Systems, Freudenberg, and T-Systems, which provided him with a good mix of product development and consulting experience. His other publications include Real-Time Analytics with SAP HANA, published by Packt, Manage Your SAP Projects with SAP Activate, also published by Packt, and Creating and Using Advanced DSOs in SAP BW on SAP HANA, by SAP PRESS. He is a visiting research scholar at the National Central University of Taiwan, and a distinguished speaker at various forums.