The regression curve, obtained for project control of large-scale or small-scale engineering, is smoothly connected by a Takagi-Sugeno fuzzy model. A sample of data taken from Department of Rapid Transit Systems, Taipei City Government is used to demonstrate the concept of the proposed regression model using statistical method. This developed S-curve equation could be used in a variety of applications related to project control in the working capital management of construction firms.