We use the data of Chengdu's land improvement work from 2001 to 2010 and survey data from new residents areas in five districts, construct index system based on the attributes of the stakeholders in the Multi-Attribute Utility Theory(MAUT), and build model for evaluation through Fuzzy Analytic Network Process (FANP). The results of the Empirical Analysis shows: (1)Since 2001, the land improvement work in Chengdu has gain a satisfactory performance; (2) There are still following main issues: it's difficult to raise the amount of cultivated land; the difficulty of collective construction land consolidation is underestimated; the level of agricultural technology development cannot meet demand; agricultural productivity should be improved; the phenomenon of "empty village" is serious, etc.. We present solutions based on the analysis of these issues in this paper.