For both, sell-side and buy-side, it’s highly recommended to work with external experts in terms of data management, data warehousing and full-stack management reporting. On the one hand investors can speed up their exit processes and on the other hand, with a reliable data structure all stakeholders will gain more trust in data and its KPIs. At best, investors and its portfolio companies already launch such initiatives during holding period or after acquisition together with external consultancies.