Abstract
This paper is a comparative study of formal and informal social networks and their effects on subjective well-being in Australia, Britain, and China. Formal social networks are measured by group affiliations, and informal social networks are measured by personal connections with kin, friends, and acquaintances. An analysis of the national representative sample surveys from the three countries shows that the formal networks are of notable importance in increasing people’s subjective well-being in Britain and urban China, but the informal networks have much greater impacts in all three countries, particularly in rural China. We propose a cultural–structural interaction framework to explain the observed differences in the network influence on subjective well-being in the three countries.
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Notes
The different number of categories between Australia and Britain may, at first sight, suggest some serious difficulties for the analysis, with the former having four and the latter ten categories. However, on closer scrutiny, the problem is not particularly severe. If we were to re-code the British data into a four-category variable, then the responses in the current 5th category would go up and those in the 6th category would go down, resulting in 1.1, 10.8, 54.5 and 33.6% respectively, a pattern very similar to that found for Australia. Given this and our standardization procedure, we would believe that the approach we have taken is a reasonable one in the absence of strictly comparable data. We thank the Associated Editor and one of the Reviewers for alerting the issue to us.
Australian and British datasets separate relatives from friends but the Chinese dataset combines the two. To make them comparable with each other, we combine relatives and friends in the Australian and British datasets.
In our case, the set of variables for formal social networks meets the criteria better than does that for informal networks but for consistency, we use the IRT modeling in both formal and informal domains. Under the IRT, a single continuous factor is posited to underlie responses to items within a set but this factor is ‘measured’ subject to error by each item. A continuous score thus underlies each item, the sum of a true score contribution and an error. The distribution of this score is divided up by a set of ordered thresholds, with each section of the distribution being associated with observing one of the possible ordered categorical responses. A respondent’s categorical score is therefore determined by their continuous score falling within a particular range of values defined by an adjacent pair of thresholds. Since the continuous score is not directly observable, it is commonly considered to be a latent variable.
As different items may have different characteristics, they are allowed to differ in two ways. Firstly, items may have different threshold parameters. This allows, for example, fewer people to have memberships in political organizations than in sports clubs in Britain or Australia. Secondly, items may have different loading parameters. This allows items to be strongly or weakly related to the underlying factor, or correspondingly to vary in the extent to which they measure the underlying factor rather than something else. Choosing a proportional odds ordinal logistic parameterization allows the model to be specified by
\(\ln \left( {{\raise0.7ex\hbox{${pr(Y_{ij} \le k)}$} \!\mathord{\left/ {\vphantom {{pr(Y_{ij} \le k)} {pr(Y_{ij} > k)}}}\right.\kern-0pt} \!\lower0.7ex\hbox{${pr(Y_{ij} > k)}$}}} \right) = \alpha_{iK} + \lambda_{i} \eta_{j}\)
where \(Y_{ij}\) is the response to item i from individual j, \(\eta_{j}\) is the score of individual j on the latent factor, \(\lambda_{i}\) is the factor loading for item i, \(\alpha_{iK}\) is the threshold for a response of K or above. For an item with K categories, 1 to K, \(\alpha_{iK} = \infty\). It is also usual to make some parametric assumption about the distribution of the latent variable in the population. We have assumed this to be normally distributed. The models were estimated by maximum likelihood in STATA using Generalized Linear Latent and Mixed Models (gllamm) (Rabe-Hesketh and Skrondal 2012). The details of IRT loadings are available on request and we show the minimum and maximum scores obtained via the Expected A Posteriori (EAP) method (Zheng and Rabe-Hesketh 2007) in Table 2.
There are sizeable missing data on education in the British sample: 18% were excluded from the analysis as they had not completed full-time education yet and 3.4% had ‘unknown’ levels of education. The missing cases in Australia and urban and rural China are minimal, all within 1.0%. There are also missing cases on class in the range of 3.0–9.3% for the four societies. Following Greenland and Finkle (1995), we omitted the missing cases in the analysis. Including the missing as dummy variables does not have any substantial change on the effects of formal and informal social networks on subjective well-being in the four societies. We also conducted a separate analysis using ordinal logit (ologit) regressions and the pattern is essentially the same as shown in Table 3, with informal social networks having significant and positive effects for all four societies and formal networks being positively and significantly associated with SWB for only Britain and urban China (full details of ologit models are available upon request).
The AME models are based on OLS regressions. We used the eydx option on the margins command in STATA to turn the coefficients into elasticities. The elasticities represent proportional changes in the dependent variable for unit changes in independent variables.
References
Anderson, R. E. (2014). Human suffering and quality of life: Conceptualizing stories and statistics. New York: Springer.
Baum, F. E., Bush, R. A., Modra, C. C., Murray, C. J., Cox, E. M., Alexander, K. M., et al. (2000). Epidemiology of participation: An Australian community study. Journal of Epidemiology and Community Health, 54, 414–423.
Baumeister, R. F., & Leary, M. R. (1995). The need to belong: Desire for interpersonal attachments as a fundamental human motivation. Psychological Bulletin, 117, 497–529.
Berry, H. L., & Welsh, J. A. (2010). Social capital and health in Australia: An overview from the household, income and labour dynamics in Australia survey. Social Science and Medicine, 70, 588–596.
Bian, Y. (1994). Guanxi and the allocation of urban jobs in China. China Quarterly, 140, 971–999.
Bian, Y. (1997). Bringing strong ties back in: Indirect ties, network bridges, and job searches in China. American Sociological Review, 62, 266–285.
Bian, Y. (2001). Guanxi capital and social eating in Chinese cities: Theoretical models and empirical analyses. In N. Lin, K. S. Cook, & R. S. Burt (Eds.), Social capital: Theory and research (pp. 275–296). New York: Aldine de Gruyter.
Bian, Y. (2006). Guanxi. In J. Beckert & M. Zafirovski (Eds.), International encyclopedia of economic sociology (pp. 312–314). New York, NY: Routledge.
Bian, Y. (2010). Relational sociology and its disciplinary status. Social Science Journal of Xi’an Jiaotong University, 30, 1–6. (in Chinese).
Bian, Y. (2017). The comparative significance of guanxi. Management and Organizational Research, 13, 161–267.
Bian, Y. (in press). The prevalence and the increasing significance of guanxi. The China Quarterly.
Bian, Y., & Ang, S. (1997). Guanxi networks and job mobility in China and Singapore. Social Forces, 75, 981–1005.
Bian, Y., & Hao, M. (2013). Two dimensional social networks and their distributions: A China-Britain comparison. Journal of Sociological Research, 28, 78–97. (in Chinese).
Bian, Y., & Huang, X. (2015). Beyond the strength of social ties. American Behavioral Scientist, 59, 961–976.
Bian, Y., Huang, X., & Zhang, L. (2015). Information and favoritism: The network effect on wage income in China. Social Networks, 40, 129–138.
Bian, Y., & Xiao, Y. (2014). Subjective well-being in China and Britain. Journal of Sociological Research, 29, 22–42. (in Chinese).
Bian, Y., & Zhang, L. (2014). Corporate social capital in Chinese guanxi culture. Research in the Sociology of Organizations, 40, 417–439.
Bian, Y., Zhang, L., Yang, J., Guo, X., & Lei, M. (2014). Subjective well-being of Chinese people: A multifaceted view. Social Indicators Research, 121, 75–92.
Bjørnskov, C. (2003). The happy few: Cross-country evidence on social capital and life satisfaction. Kyklos, 56, 3–16.
Blanden, J., Gregg, P., & Machin, S. (2005). Intergenerational mobility in Europe and North America. Report supported by the Sutton Trust, Centre for Economic Performance, London School of Economics
Blau, P., & Schwartz, J. E. (1984). Crosscutting social circles: Testing a macro structural theory of intergroup elations. New Jersey: Transactions Publishers.
Bourdieu, P. (1986). The forms of capital. In J. G. Richardson (Ed.), Handbook of theory and research for the sociology of education (pp. 241–258). New York: Greenwood.
Burt, R. S. (1992). Structural holes: The social structure of competition. Cambridge, MA: Harvard University Press.
Burt, R. S., & Burzynska, K. (2017). Chinese entrepreneurs, social networks, and guanxi. Management and Organization Review, 13, 221–260.
Chua, V. (2011). Social networks and labour market outcomes in a meritocracy. Social Networks, 33, 1–11.
Coleman, J. S. (1990). Foundations of social theory. Cambridge, MA: Harvard University Press.
Colman, A. M., Norris, C. E., & Preston, C. C. (1997). Comparing rating scales of different lengths: Equivalence of scores from 5-point and 7-point scales. Psychological Reports, 80, 355–362.
Devine, F., & Li, Y. (2013). The changing relationship between origins, education and destinations in the 1990s and 2000s. British Journal of Sociology of Education, 34, 766–791.
Dickens, W. T., & Lang, K. (1988). Labor market segmentation and the union wage premium. The Review of Economies and Statistics, 70, 527–530.
Diener, E. (2000). Subjective well-being: The science of happiness and a proposal for a national index. American Psychologist, 55, 34–43.
Diener, E., & Diener, C. (1995). The wealth of nations revisited: Income and quality of life. Social Indicators Research, 36, 275–286.
DiTomaso, N., & Bian, Y. (2016). The structure of labor markets in the U.S. and China: Social networks and opportunity hoarding. Paper presented at the annual meeting of the American Sociological Association, Seattle, U.S.
Dolan, P., Peasgood, T., & White, M. (2008). Do we really know what makes us happy? A review of the economic literature on the factors associated with subjective well-being. Journal of Economic Psychology, 29, 94–122.
Durkheim, E. (1951). Suicide: A study in sociology. New York: Free Press.
Easterlin, R. A. (1974). Does economic growth improve the human lot? Some empirical evidence. In P. David & M. Reder (Eds.), Nations and households in economic growth (pp. 89–125). New York: Academic Press.
Emmons, R. A., Cheung, C., & Tehrani, K. (1998). Assessing spirituality through personal goals: Implications for research on religion and subjective well-being. Social Indicators Research, 45, 391–422.
Erikson, R., & Goldthorpe, J. H. (1992). The constant flux. Oxford: Clarendon Press.
Fei, X. (1992[1949]). From the soil: The foundations of Chinese society. Berkeley, CA: University of California Press.
Fried, M. H. (1969[1953]). The fabric of Chinese society: A study of the social life of a Chinese county seat. New York: Octagon Books.
Gans, H. (1982[1962]). The urban villagers. New York: Free Press.
George, L. K., & Landerman, R. (1984). Health and subjective well-being: A replicated secondary data analysis. International Journal of Aging and Human Development, 19, 133–156.
Gold, T., Guthrie, D., & Wank, D. (2002). Social connections in China: Institutions, culture, and the changing nature of guanxi. Cambridge: Cambridge University Press.
Goldthorpe, J. H., & McKnight, A. (2006). The economic basis of social class. In S. L. Morgan, D. Grusky, & G. S. Fields (Eds.), Mobility and inequality: Frontiers of research in sociology and economics (pp. 109–136). California: Stanford University Press.
Goldthorpe, J. H., & Mills, C. (2008). Trends in intergenerational class mobility in modern Britain: Evidence from national surveys, 1972–2005. National Institute Economic Review, 205, 83–100.
Granovetter, M. S. (1973). The strength of weak ties. American Journal of Sociology, 78, 1360–1380.
Granovetter, M. S. (1985). Economic action and social structure: The problem of embeddedness. American Journal of Sociology, 91, 481–510.
Greenland, S., & Finkle, W. D. (1995). A critical look at methods for handling missing covariates in epidemiologic regression analyses. American Journal of Epidemiology, 142, 1255–1264.
Hall, E. T. (1959). The silent language. New York: Doubleday.
Hall, P. (1999). Social capital in Britain. British Journal of Political Science, 29, 417–461.
Haslam, S. A., Jetten, J., Postmes, T., & Haslam, C. (2009). Social identity, health, and well-being: An emerging agenda for applied psychology. Applied Psychology, 58, 1–23.
Heath, A., & Cheung, S. Y. (2007). The comparative study of ethnic minority disadvantage. In A. Heath & S. Y. Cheung (Eds.), Unequal chances: Ethnic minorities in western labour markets (pp. 1–44). Oxford: Oxford University Press.
Helliwell, J. F., & Putnam, R. D. (2004). The social context of well-being. Philosophical Transactions of the Royal Society B Biological Sciences, 359, 1435–1446.
House, J. S. (2008). Social psychology, social science, and economics: Twentieth century progress and problems, twenty-first century prospects. Social Psychology Quarterly, 71, 232–256.
Huang, X., & Western, M. (2011). Social networks and occupational attainment in Australia. Sociology, 45, 269–286.
Huang, X., & Western, M. (2015). Social capital and life satisfaction in Australia. In Y. Li (Ed.), The handbook of research methods and applications on social capital (pp. 225–241). Cheltenham: Edward Elgar Publishing.
Hwang, K. (1987). Face and favor: The Chinese power game. American Journal of Sociology, 92, 944–974.
Jamieson, L. (1998). Intimacy: Personal relationships in modern societies. Cambridge: Polity.
Ji, Y. (2013). Social organizations in contemporary China: Theoretical perspectives and empirical research. Journal of Sociological Research, 28, 219–241. (in Chinese).
Jin, J. (2010). Institutionalized official hostility and protest leader logic: A case study of a long-term Chinese peasant collective protest at Dahe Dam. In J. Broadbent & V. Brockman (Eds.), East Asian social movements: Power, protest and change in a dynamic region (pp. 413–435). New York: Springer.
King, A. Y. (1985). The individual and group in Confucianism: A relational perspective. In D. J. Munro (Ed.), Individualism and holism: Studies in confucian and taoist values. Ann Arbor: Center for Chinese Studies, University of Michigan.
King, A. Y. (1991). Kuan-hsi and network building: A sociological interpretation. Daedalus, 120, 63–84.
Kipnis, A. B. (1997). Producing guanxi: Sentiment, self, and subculture in a North China village. Durham, NC: Duke University Press.
Li, Y. (2002). Falling off the ladder? Professional and managerial career trajectories and unemployment experiences. European Sociological Review, 18, 253–270.
Li, Y. (2007). Social capital, social exclusion and well-being. In A. Scriven & S. Garman (Eds.), Public health: Social context and action (pp. 60–75). London: Sage.
Li, Y. (2013). Social class and social capital in China and Britain: A comparative study. Social Inclusion, 1, 59–71.
Li, Y. (2015). Social capital in sociological research: conceptual rigour and empirical application. In Y. Li (Ed.), The handbook of research methods and applications on social capital (pp. 1–20). Cheltenham: Edward Elgar Publishing.
Li, Y. (2016). Social mobility, social network and subjective well-being in the UK. Contemporary Social Research, 11(2–3), 222–237.
Li, Y., & Devine, F. (2011). Is social mobility really declining? Intergenerational class mobility in Britain in the 1990s and the 2000s. Sociological Research Online. http://www.socresonline.org.uk/16/3/4.html.
Li, Y., & Devine, F. (2014). Social mobility in Britain, 1991-2011. In L. Archer, A. Mann, & J. Stanley (Eds.), Understanding employer engagement in education: Theories and evidence (pp. 79–91). London: Routledge.
Li, Y., & Heath, A. (2016). Class matters: A study of minority and majority social mobility in Britain, 1982–2011. American Journal of Sociology, 122, 162–200.
Li, Y., Heath, A., & Devine, F. (2015a). Formal and informal social connections in the UK. In Y. Li (Ed.), The handbook of research methods and applications on social capital (pp. 187–203). Cheltenham: Edward Elgar Publishing.
Li, Y., & Marsh, D. (2008). New forms of political participation: Searching for expert citizens and everyday makers. British Journal of Political Science, 38, 247–272.
Li, Y., Pickles, A., & Savage, M. (2005). Social capital and social trust in Britain. European Sociological Review, 21, 109–123.
Li, Y., Savage, M., & Pickles, A. (2003). Social capital and social exclusion in England and Wales (1972–1999). British Journal of Sociology, 54, 497–526.
Li, Y., Zhang, S., & Kong, J. (2015b). Social mobility in China and Britain: A comparative study. International Review of Social Research, 5, 20–34.
Liang, S. (1986[1949]). The essential meanings of Chinese culture. Hong Kong: Zheng Zhong Press. (in Chinese).
Lim, C., & Putman, R. D. (2010). Religion, social networks, and life satisfaction. American Sociological Review, 75, 914–933.
Lin, N. (1982). Social resources and instrumental action. In P. V. Marsden & N. Lin (Eds.), Social structure and network analysis (pp. 131–145). Beverly Hills, CA: Sage.
Lin, N. (2001). Social capital. Cambridge: Cambridge University Press.
Lin, N., Ensel, W. M., & Vaughn, J. C. (1981). Social resources and strength of ties: Structural factors in occupational status attainment. American Sociological Review, 46, 393–405.
Lindbeck, A., & Snower, D. J. (1986). Wage setting, unemployment, and insider–outsider relations. American Economic Review, 76, 235–239.
Marsden, P. V., & Campbell, K. E. (1984). Measuring tie strength. Social Forces, 63, 482–501.
Muttarak, R. (2014). Generation, ethnic and religious diversity in friendship choice: Exploring interethnic close ties in Britain. Ethnic and Racial Studies, 37, 71–98.
Myers, D. G. (2000). The funds, friends, and faith of happy people. American Psychologist, 55, 56–67.
Pahl, R. E. (2000). On friendship. Cambridge: Polity.
Pollner, M. (1989). Divine relations, social relations, and well-being. Journal of Health and Social Behavior, 30, 92–104.
Portes, A. (1998). Social capital: Its origins and applications in modern society. Annual Review of Sociology, 24, 1–24.
Putnam, R. D. (1995). Bowling alone: America’s declining social capital. The Journal of Democracy, 6, 65–78.
Putnam, R. D. (2000). Bowling alone: The collapse and revival of American community. New York: Simon & Schuster.
Rabe-Hesketh, S., & Skrondal, A. (2012). Multilevel and longitudinal modelling using stata (3rd ed., Vol. I & II). College Station, TX: Stata Press.
Richards, L. (2016). For whom money matters less: Social connectedness as a resilience resource in the UK. Social Indicators Research, 125, 509–535.
Ruan, D., Zhou, L., Blau, P. M., & Walder, A. G. (1987). An exploratory analysis of urban people’s social networks in Tianjin City and comparing with American people. Social Sciences in China, 2, 157–176. (in Chinese).
Song, L. (2011). Social capital and psychological distress. Journal of Health and Social Behavior, 52, 478–492.
Sun, L. (1996). ‘Guanxi’, social ties and social structure. Journal of Sociological Research, 11, 22–32. (in Chinese).
Thoits, P. A. (2011). Mechanisms linking social ties and support to physical and mental health. Journal of Health and Social Behavior, 52, 145–161.
Walder, A. G. (1986). Communist neo-traditionalism: Work and authority in Chinese industry. Berkeley and Los Angeles: University of California Press.
Western, M. (1991). Class and stratification arrangements for socioeconomic inequality under capitalism. Australian Journal of Political Science, 26, 378–380.
Western, M. (1994). Intergenerational class mobility among women and men. Australian and New Zealand Journal of Sociology, 30, 303–321.
Whyte, M. K., & Parish, W. L. (1984). Urban life in contemporary China. Chicago: University of Chicago Press.
Yan, Y. (1996). The culture of guanxi in a North China village. China Journal, 35, 1–25.
Yang, M. M. (1994). Gifts, favors, and banquets: The art of social relationships in China. Wilder House, 93, 559–565.
Zhai, X. (2009). Is it ‘guanxi’ or social capital? Chinese Journal of Sociology, 29, 109–121. (in Chinese).
Zhang, W. (2008). The changing patterns of social networks capital in the process of social transformation. Chinese Journal of Sociology, 3, 73–80. (in Chinese).
Zhao, Y., Li, Y., Heath, A., & Shryane, N. (2017). Inter- and intra-generational mobility effects on happiness in mainland China. Research in Social Stratification and Mobility, 48, 54–66.
Zheng, X., & Rabe-Hesketh, S. (2007). Estimating parameters of dichotomous and ordinal item response models with gllamm. The Stata Journal, 7, 313–333.
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Bian, Y., Hao, M. & Li, Y. Social Networks and Subjective Well-Being: A Comparison of Australia, Britain, and China. J Happiness Stud 19, 2489–2508 (2018). https://doi.org/10.1007/s10902-017-9926-2
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DOI: https://doi.org/10.1007/s10902-017-9926-2