Abstract
This study performs a comprehensive evaluation of the objective quality of life (QOL) of the 31 provincial administrative divisions in Mainland China from 2006 to 2009 with principal component analysis (PCA). The objective QOL in China generally decreases gradually from the eastern coastal regions to the western inland regions, with a significant gap between the east and the west. Furthermore, the QOL shows an irrational developmental pattern with the natural conditions and the geographical position as the foundations, and economic development as the dominant factor. Cluster analysis is then used to analyze further the regional structural characteristics of the QOL in China. The results indicate the existence of mutual distinctions and internal differentiations among the eastern, middle, and western regions. The temporal analysis shows that the QOL in China demonstrates a continuous increase from 2006 to 2009, with a growth rate that speeds up annually. However, the increase does not mean a harmonious development in all aspects of society, but the rapid progress of socio-economic well-being, and the slow development or even deterioration of eco-environment and social security. The tendencies of the QOL in the four socio-economic regions coincide with that of the national average and the QOL of the middle and western regions increase significantly faster than that of the eastern region. However, the disparities between the eastern region and the middle and western regions expand because of the huge base of regional development differences in China.
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Since its first release in 1990, HDI has been widely used to measure and rank relative human development in various countries. HDI measures the average achievements in a country or region in three basic dimensions of human development (i.e., health, education, and economy) (UNDP 2004). HDI is comprehensive, simple, and easy to understand; thus, it has achieved wide attention from many countries. Different from the objective weight given by PCA in this paper, HDI uses equal weights for all three-dimensional indicators when synthesizing the multi-dimensional measurements of human development into a single composite index.
Refer to Yang and Hu (2008) for a detailed description of the properties of R 2 and semi-partial R 2.
Four socio-economic regions are divided in China, namely, the eastern, northeastern, middle and western regions. The eastern region includes Beijing, Tianjin, Hebei, Shanghai, Jiangsu, Zhejiang, Fujian, Shandong, Guangdong, and Hainan. The northeastern region includes Liaoning, Jilin, and Heilongjiang. The middle region includes Shanxi, Anhui, Jiangxi, Henan, Hubei, and Hunan. The western region includes Inner Mongolia, Guangxi, Chongqing, Sichuan, Guizhou, Yunnan, Tibet, Shaanxi, Gansu, Qinghai, Ningxia, and Xinjiang (National Bureau of Statistics of China 2010).
References
Aldenderfer, M. S., & Blashfield, R. K. (1984). Cluster analysis. Newbury Park: Sage.
Beijing Municipal Bureau of Statistics. (2010). Beijing statistical yearbook 2010. Beijing: China Statistics Press.
Booysen, F. (2002). An overview and evaluation of composite indices of development. Social Indicators Research, 59, 115–151.
Carlucci, F., & Pisani, S. (1995). A multiattribute measure of human development. Social Indicators Research, 36, 145–176.
Cattell, R. B. (1966). Handbook of multivariate experimental psychology. Chicago: Rand McNally.
Chan, Y. K., Kwan, C. C. A., & Shek, T. L. D. (2005). Quality of life in Hong Kong: The CUHK Hong Kong quality of life index. Social Indicators Research, 71, 259–289.
Diener, E., & Suh, E. (1997). Measuring quality of life: Economic, social, and subjective indicators. Social Indicators Research, 40, 189–216.
Ginsberg, N., Osborn, J., & Blank, G. (1986). Geographic perspectives on the wealth of nations, Department of Geography Research Paper No. 220. Chicago: University of Chicago.
Hair, J. F., Anderson, R. E., Tatham, R. L., & Black, W. C. (1998). Multivariate data analysis. Upper Saddle River, NJ: Prentice-Hall.
Kelley, A. C. (1991). The human development index: Handle with care. Population and Development Review, 17, 315–324.
Lai, D. (2003). Principal component analysis on human development indicators of china. Social Indicator Research, 61, 319–330.
Lee, H. S. (2003). Objective quality of life in Korea and the OECD countries. Social Indicators Research, 62, 481–508.
Lind, N. C. (1992). Some thoughts on the human development index. Social Indicators Research, 27, 89–101.
Lind, N. C. (1993). A compound index of national development. Social Indicators Research, 28, 267–284.
Lind, N. C. (2004). Values reflected in the human development index. Social Indicators Research, 66, 283–293.
National Bureau of Statistics of China. (2010). China statistical yearbook. Beijing: China Statistics Press.
Noorbakhsh, F. (1998a). A modified human development index. World Development, 26, 517–528.
Noorbakhsh, F. (1998b). The human development indices: Some technical issues and alternative indices. Journal of International Development, 10, 589–605.
Qin, C. L., & Luo, Q. (2004). A study on the regional disparities of human development in china. Economic Survey, 6, 49–51.
Ram, R. (1982a). Composite indices of physical quality of life, basic needs fulfilment, and income: A principal component representation. Journal of Development Economics, 11, 227–247.
Ram, R. (1982b). Intercountry inequalities in income and basic-needs indicators: A recent perspective. World Development, 20, 899–905.
Rao, C. R. (1964). The use and interpretation of principal component analysis in applied research. Sankhya Ser A, 26, 329–358.
Ren, R. E., & Wang, H. W. (1997). Multivariate statistical data analysis: Theory, methods and examples. Beijing: National Defense Industry Press.
Shanghai Municipal Bureau of Statistics. (2010). Shanghai statistical yearbook 2010. Beijing: China Statistics Press.
Slottje, D. J. (1991). Measuring the quality of life across countries. The Review of Economics and Statistics, 73, 684–693.
Somarriba, N., & Pena, B. (2009). Synthetic indicators of quality of life in Europe. Social Indicators Research, 94, 115–133.
Sun, F. H., Wei, X., Wang, X. Z., & Shao, J. P. (2005). The quality of life in China provincial capital in 2002. Chinese Journal of Population Sciences, 1, 67–73.
Tang, K. L. (1999). Social development in China: Progress and problems. Journal of Contemporary Asia, 29, 95–108.
UNDP. (2004). Human development report 2004: Cultural liberty in today’s diverse world. New York: Oxford University Press.
UNDP. (2008). China human development report 2007/2008: Basic public services for 1.3 billion people. China Translation and Publishing Corporation: Beijing.
UNDP. (2010). China human development report 2009/2010: China and a sustainable future: towards a low carbon economy and society. Beijing: China Translation and Publishing Corporation.
Vidal, R., Ma, Y., & Sastry, S. (2006). Generalized principal component analysis: Modeling & segmentation of multivariate mixed data. Available at: http://yima.csl.illinois.edu/psfile/book-VMS.pdf.
Wang, B. J. (2007). Multivariate data analysis. Beijing: Peking University Press.
Ward, J. H. Jr. (1963). Hierarchical grouping to optimize an objective function. Journal of the American Statistical Association, 58, 235–244.
World Bank. (2011). World development indicators 2011. Available at: http://data.worldbank.org/data-catalog/world-development-indicators.
Yang, Y. H., & Hu, A. G. (2008). Investigating regional disparities of China’s human development with cluster analysis: A historical perceptive. Social Indicator Research, 86, 417–432.
Yang, Y. H., Hu, A. G., & Zhang, N. (2005). An alternative to human development index with principal component analysis. Economic Research Journal, 7, 4–17.
Yang, X., & Liu, D. (2009). Quantitative analysis on life quality of urban population in china. Population Journal, 4, 16–22.
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This study was supported by Humanity and Social Science Foundation of the Ministry of Education, PRC (No. 10YJC840069), and National Natural Science Foundation of China (No. 71173099 & 70903002).
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Li, Z., Wang, P. Comprehensive Evaluation of the Objective Quality of Life of Chinese Residents: 2006 to 2009. Soc Indic Res 113, 1075–1090 (2013). https://doi.org/10.1007/s11205-012-0128-3
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DOI: https://doi.org/10.1007/s11205-012-0128-3