Purpose -This paper investigates the initiation of accounting information system projects. Specifically, it examines the role of the predictive analytics (PA) project initiator in the integration of financial and operational sales forecasts.Design/Methodology/Approach -The study uses a field study method to address the studied phenomenon in 8 Finnish companies that have recently adopted PA systems. The data is primarily based on 19 interviews in the companies and 5 interviews with the PA consultants.Findings -We found that initiators appear to play a major role regarding the degree of integration of financial and operational sales forecasts. The initiators from an accounting function have a tendency to pay more attention to the integration than the representatives from other functions, such as operations and sales.Practical Implications -Our study also makes a practical contribution to companies in showing and discussing the important role of the accounting department as an initiator of a project if the target is to achieve a tight coupling of financial and operational forecast figures, i.e., "one set of numbers." Originality/Value -Even though companies have increasingly adopted PA systems in recent years, we still know little about how the initiation affects the design of accounting information systems overall.