The classification of livelihood strategies is important for designing effective and targeted poverty-reducing strategies. This paper classified livelihood strategies adopting the activity choice approach and compared differences among income levels, asset endowments, poverty rates, and poverty causes of different household clusters to provide bases for the identification of targeted poverty-reducing strategies. By making the two-step cluster analysis, 2042 households were divided into four clusters. Agricultural households get a relatively low income because of the reliance on agricultural production and the lack of required assets to enter more remunerative livelihood strategies. Self-employment is the most remunerative livelihood strategy and high physical and financial capital accumulations are the premise of adopting a self-employed strategy. Featured with a medium-level income and asset endowments, wage-employed households benefit from a more-educated labor force and shoulder a heavy burden caused by children's education at the same time. Besides, rural households face a series of social issues from labor migration, especially self-employed and wage-employed households. Non-labor households have a low-level income and asset endowments with older family members and an unhealthier labor force caused mainly by the aging population and accompanying diseases and disabilities. The transfer income-oriented non-labor households are the main object of poverty alleviation.The sustainable livelihoods framework provides another alternative multidimensional perspective for development and poverty studies. In the framework, people make/undertake a range of choices/activities to achieve livelihood outcomes on the basis of asset endowments. Meanwhile, a battery of internal and external factors will exert important impacts on the system, including vulnerability context and transforming structures and processes [10]. Livelihood strategies denote the range and combination of activities converting possessed livelihood assets into expected livelihood outcomes. The classification of livelihood strategies is essential for revealing different livelihood patterns and designing targeted poverty-reducing interventions.Approaches of classifying livelihood strategies incorporate the asset-based approach, activity choice approach and income-based approach. The asset-based approach classifies livelihood strategies from the perspective of input according to asset allocation across different activities [11] or asset portfolios [12]. However, it is hard for the asset-based approach to capture nonproductive income-generating activities not involving asset inputs or difficult to measure asset inputs into them, such as investment, retirement, transfer payment, etc. The income-based approach classifies livelihood strategies from the perspective of output according to income from a certain source, for example, nonfarm income [13,14], forest income [15], cash transfer income [16], etc., or income from several sub-divided sources (income compositi...