The basic investment needed for the development of civil aviation transportation has a long period, large investment, and strong exclusivity. The quantity of fixed investment should match the scale of the stage of civil aviation development. Scientific demand forecasting is the basis of reasonable planning of civil aviation infrastructure and fleet construction. Based on the principle of system dynamics, this paper analyzes the internal and external influencing factors of air passenger transport demand, and establishes a system dynamics model between civil aviation passenger transport market demand forecast and human resource management system. Using the model, based on the level of economic and social development, it is predicted that the demand for air passenger transport will reach 1 billion passengers around 2024. The demand system dynamics model of civil aviation passenger transport market has universal applicability and long-term effectiveness for the derived long-term demand forecast and analysis of civil aviation transportation. The results show that based on the derivative characteristics of air transport demand, the demand influencing factors of air passenger transport market can be divided into external and internal factors, which are mainly affected by population, economy, residents’ consumption level, air-rail competition, and other factors. Internal factors mainly include ticket price and service level.