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This paper explores the situation of women left behind in villages when men out-migrate for work and what it implies for gender relations in rural China. It is based on questionnaire survey data that covers 400 left-behind women and extensive interviews in 10 rural communities. It reveals how the women take on multiple family responsibilities including mainly family care and agricultural production, and how they maintain their marital relationships in the context of a long separation. The discussion argues that even though the women's unpaid work becomes visible due to the absence of men in family life, there is a reaffirmation and reinforcement of gender traditions; women are more solidified in the unpaid and low-paid field of work in this new era of rural social transition in China. Moreover, separated married life has made women more vulnerable. In the end, it points to the fact that rural women are experiencing a new and deeper form of exploitation of their labour. Thus they are among those paying a heavy price for the development in China. [ABSTRACT FROM AUTHOR]

An agricultural production function is estimated using a Chinese county-level dataset along with associated geographic information. County-specific output-input elasticities are computed using the geographically weighted regression (GWR) and mapped with the geographical information system (GIS). A comparison of the ordinary least squares and GWR estimates confirms that allowing spatial variation in the parameters improves model fit of the agricultural production function, and provides valuable insights into the relative importance of inputs in different regions. Moran's indices reveal the spatial dependence of output per unit of land, and four inputs across regions. Mappings of GWR estimates help to detect a few clusters of high output-input elasticities: for labour in the Northeast, North, Southwest and Northwest China, for land in the Central and Southwest, for mechanical power in the North, Northwest and coastal area of the East and South and for fertiliser in the East. The county-specific scale elasticities suggest constant return to scale is likely to hold in the Central, East, Southwest and South. [ABSTRACT FROM AUTHOR]