The Ministry of Education advocated college entrance examination in other place around China for equitable education, which aroused a heated controversy between local residents and immigrant children in Beijing and Shanghai. This paper, from one side, builds a static game model between two opposing groups of college entrance examination in other place, explaining why immigrant children want to take college entrance examination in that place and why local residents of Beijing and Shanghai are against it strongly. From the other side, this paper builds a dynamic game model between the Ministry of Education and local governments of Beijing, Shanghai and Guangzhou, indicating that the game between the Ministry of Education and local governments can achieve Pareto Optimality state. Therefore, from a point of quantitative view, the scholars can put forward solutions of college entrance examination in other place based on the above theories. Moreover, this paper comes up with a solution from the perspective of the Ministry of Education, local government, students and parents, realizing the policy proposal of fairness education.