Abstract
This paper proposes a new index of mothers’ well-being for cross-country comparison. Conceptually, maternal health and the social protection and autonomy of mothers are two distinct dimensions at issue. In operationalization, maternal health is indicated by 1) prevalence of modern contraception, 2) low adolescent fertility; and 3) low maternal mortality. Social protection and autonomy of the mothers comprises (1) skilled attendants at delivery; (2) age at first marriage; and (3) maternal protection policy. The results from structural equation modeling show that a one-factor model is as good as a two-factor model for constructing the Mothers’ Well-being Index (MWI). The MWI’s internal validity and predictive validity are both satisfactory. We calculated the scores for each country and present the ranking of 150 countries for 2010. The mothers in Nordic and Western European countries fared best, and mothers from African countries fared worst. Countries located in the middle of the ranking list should be given more attention because their relative ranking can be contingent on the choice of measures in index construction.
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Notes
The original data are available upon request.
In generating the index, we first obtained a standard score by (x – minimum score) / (maximum score- minimum score) for each element, and calculated an average score from the six elements, as their scales are now the same. The figures showed on Table 2 are rounded to the thousandth. For countries with the same rounded scores (for instance, Finland and Switzerland), we rank them using their original scores.
Save the Children (2013) provides the first ranking with high- and low-income countries pooled together. It is used for comparison with ours. The Mothers’ Index of 2013 is based on information from various years between 2010 and 2013 (Save the Children 2013:70–74), rather than using elements from the same year.
Recent research argues that democracy can be a factor in improving the well-being of children, because it increases stability of state regime and reduce violations of human rights, particularly in developing countries (Wullert and Williamson 2016). However, our preliminary analysis using a measure from the Polity Project (Marshall et al. 2016) did not find it influential. We decided to not include the democracy variable in further estimation.
We obtained 142 countries in the following analysis, due to missing information on explanatory variables.
For the ridge traces of columns 1–3, see the upper panel of Appendix Table; for those of column 4–6, see the lower panel.
References
Africa Progress Panel. (2010). Maternal health: Investing the lifeline of healthy Societies & Economies. Geneva: Africa Progress Panel.
Alkema, L., et al. (2016). Global, regional, and national levels and trends in maternal mortality between 1990 and 2015, with scenario-based projections to 2030: A systematic analysis by the UN maternal mortality estimation inter-agency group. Lancet, 387, 462–474.
Banister, J., & Hill, K. (2004). Mortality in China 1964–2000. Population Studies, 58, 55–75.
Bellizzi, S., Sobel, H. L., Obara, H. and Temmerman, M. (2015). Underuse of modern methods of contraception: Underlying causes and consequent undesired pregnancies in 35 low- and middle-income countries. Human Reproduction. Online.
Bianchi, S. M., & Milkie, M. A. (2010). Work and family research in the first decade of the 21st century. Journal of Marriage and Family, 72, 705–725.
Budig, M. J., Misra, J., & Boeckmann, I. (2012). The motherhood penalty in cross-National Perspective: The importance of work–family policies and cultural attitudes. Social Policy, 19(2), 163–193.
Crosby, R. A., et al. (2012). Condom effectiveness against non-viral sexually transmitted infections: A prospective study using electronic daily diaries. Sexually Transmitted Infections, 88, 484–489.
Eckermann, L. (2017). The history of well-being and the global progress of women. In R. J. Estes & M. J. Sirgy (Eds.), The pursuit of human well-being: International handbook of quality-of-life (pp. 609–637). Dordrecht: Springer.
Eggleston, K., Li, L., Meng, Q., Lindelow, M., & Wagstaff, A. (2008). Health service delivery in China: A literature review. Health Economics, 17, 149–165.
Estes, R. J. (2016). Global change and quality of life indicators. In F. Maggino (Ed.), A Life Devoted to Quality of Life: Festschrift in Honor of Alex C. Michalos (pp. 173–193). Dordrecht: Springer.
Fahrmeir, L., Kneib, T., Lang, S., & Marx, B. (2013). Regression: Models, methods and applications. Dordrecht: Springer.
Fenwick, T. B. (2017). From CCTs to a social investment welfare state? Brazil’s ‘new’ pro-poor strategy. Development Policy Review, forthcoming.
Fleury, S. (2011). Brazil’s health-care reform: Social movements and civil society. Lancet, 377, 1724–1725.
Fox, J. (1991). Regression Diagnostics. Newbury Park: Sage.
Gil-Alana, L.A., Cunado, J. & Gupta, R. (2017). Persistence, mean-reversion and non-linearities in infant mortality rates. Social Indicators Research, forthcoming.
Greenwald, A. G., Poehlman, T. A., Uhlmann, E. L., & Banaji, M. R. (2009). Understanding and using the implicit association test: III Meta-analysis of predictive validity. Journal of Personality and Social Psychology, 97, 17–41.
Hannum, E., & Buchmann, C. (2003). The Consequences of Global Educational Expansion: Social Science Perspectives. Cambridge, MA: The American Academy of Arts and Sciences.
Hannum, E., & Buchmann, C. (2005). Global educational expansion and socio-economic development: An assessment of findings from the social sciences. World Development, 33, 333–354.
Heaton, T. (1996). Socioeconomic and familial status of women associated with age at first marriage in three Islamic societies. Journal of Comparative Family Studies, 27, 41–58.
Hegewisch, A., & Gornick, J. C. (2011). The impact of work-family policies on women’s employment: A review of research from OECD countries. Community, Work & Family, 14(2), 119–138.
Hesketh, T., & Zhu, W. X. (1997). Maternal and child health in China. British Medical Journal, 314, 1898–1900.
Hesketh, T., Li, L., & Zhu, W. X. (2005). The effect of China’s one-child family policy after 25 years. New England Journal of Medicine, 353, 1171–1176.
ILO. (2010). Working conditions laws report 2010: A global review. Geneva: ILO.
ILO. (2014). Maternity and paternity at work: Law and practice across the world. Geneva: ILO.
Kline, R. B. (2015). Principles and practice of structural equation modeling (4th ed.). New York: Guilford.
Land, K. C. (2014). Child and youth well-being index report 2014. Durham, NC: Duke University Center for Child and Family Policy.
Land, K. C. and Michalos, A. C. (2017). Fifty years after the social indicators movement: Has the promise been fulfilled? An assessment and an agenda for the future. Social Indicators Research, forthcoming.
Land, K. C., Lamb, V. L., & Fu, Q. (2016). Measuring trends in child well-being and child suffering in the United States, 1975–2013. In F. Maggino (Ed.), In A Life Devoted to Quality of Life: Festschrift in Honor of Alex C. Michalos (pp. 23–41). Dordrecht: Springer.
Lanfranconi, L. M., & Valarino, I. (2014). Gender equality and parental leave policies in Switzerland: A discursive and feminist perspective. Critical Social Policy, 34, 538–560.
Long, Q., Zhang, T., Xu, L., Tang, S., & Hemminki, E. (2010). Utilization of maternal health care in western rural China under a new health insurance system (new co-operative medical system). Tropical Medicine and International Health, 15, 1210–1217.
Marshall, M. G., Gurr, T. R., & Jaggers, K. (2016). POLITY IV Project. Vienna, VA: Center for Systematic Peace.
Mensch, B. S., Singh, S., & Casterline, J. B. (2005). Trends in the timing of first marriage among men and women in the developing world. New York: Population Council.
Michón, P. (2014). Mothers and quality of life in 26 EU countries. In E. Eckermann (Ed.), Gender, lifespan and quality of life: An international perspective (pp. 83–98). Dordrecht: Springer.
Mpembeni, R., et al. (2007). Use pattern of maternal health services and determinants of skilled care during delivery in southern Tanzania: Implications for achievement of MDG-5 targets. BMC Pregnancy and Childbirth, 7, 29.
Pereira, A. (2015). Bolsa Família and democracy in Brazil. Third World Quarterly, 36, 1682–1699.
Retherford, R. D., Choe, M. K., Chen, J., Li, X., & Cui, H. (2005). How far has fertility in China really declined? Population and Development Review, 31, 57–84.
Reynolds, H. W., et al. (2006). The value of contraception to prevent perinatal HIV transmission. Sexually Transmitted Diseases, 33(6), 350–356.
Rossin, M. (2011). The effects of maternity leave on children’s birth and infant health outcomes in the United States. Journal of Health Economics, 30, 221–239.
Ruhm, C. (2000). Parental leave and child health. Journal of Health Economics, 19, 931–960.
Sartorius, B. K. D., & Sartorius, K. (2014). Global infant mortality trends and attributable determinants – An ecological study using data from 192 countries for the period 1990–2011. Population Health Metrics, 12, 29.
Save the Children. (2000a). State of the World’s mothers 2000. Westport, CT: Save the Children.
Save the Children. (2000b). Behind every healthy child IS a healthy mother. Westport, CT: Save the Children.
Save the Children. (2013). Surviving the first day: State of the World’s mothers 2013. Westport, CT: Save the Children.
Save the Children. (2015). State of the World’s mothers 2015. Westport, CT: Save the Children.
Schofer, E., & Meyer, J. W. (2005). The worldwide expansion of higher education in the twentieth century. American Sociological Review, 70, 898–920.
Shandra, J. M., Nobles, J. E., London, B., & Williamson, J. B. (2005). Multinational corporations, democracy and child mortality: A quantitative, cross-national analysis of developing countries. Social Indicators Research, 73(2), 267–293.
Shen, C., & Williamson, J. B. (1997). Child mortality, women’s status, economic dependency, and state strength: A cross-national study of less developed countries. Social Forces, 76(2), 667–700.
Short, S. E., & Zhang, F. (2004). Use of maternal health service in rural China. Population Studies, 58, 3–19.
Stier, H., Lewin-Epstein, N., & Braun, M. (2012). Work-family conflict in comparative perspective: The role of social policies. Research in Social Stratification and Mobility, 30, 265–279.
Tanaka, S. (2005). Parental leave and child health across OECD countries. The Economic Journal, 115(501), F7–F28.
Treas, J., van der Lippe, T., & Tai, T. (2011). The happy homemaker? Married women’s well-being in cross-national perspective. Social Forces, 90(1), 111–132.
United Nation Development Programme. (2015). Human development report 2015. New York: UNDP.
United Nations, Department of Economic and Social Affairs, Population Division. (2015). World Marriage Data. New York: New York.
United Nations, Department of Economic and Social Affairs, Population Division (2016). World Contraceptive Use 2016 (POP/DB/CP/Rev2016). New York: New York
Victora, C. G., Aquino, E. M. L., do Carmo Leal, M., Monteiro, C. A., Barros, F. C., & Szwarcwald, C. L. (2011). Maternal and child health in Brazil: Progress and challenges. Lancet, 377, 1863–1876.
West, S. G., Taylor, A. B., & Wu, W. (2012). Model fit and model selection in structural equation modeling. In R. H. Hoyle (Ed.), Handbook of structural equation modeling (pp. 209–231). New York: Guildford.
WHO. (1994). Mother-baby package: Implementing safe motherhood in countries. Geneva: World Health Organization.
WHO. (2002). Global action for skilled attendants for pregnant women. Geneva: World Health Organization.
WHO. (2007). Adolescent pregnancy – Unmet needs and undone deeds: A review of the literature and programmes. Geneva: World Health Organization.
WHO. (2014). “Adolescent pregnancy”. Fact Sheet no. 364. http://www.who.int/mediacentre/factsheets/fs364/en/.
WHO. (2015). Trends in maternal mortality: 1990 to 2015. Geneva: World Health Organization.
WHO. (2016). “Maternal mortality”. Fact sheet no. 348. http://www.who.int/mediacentre/factsheets/fs348/en.
WHO. (2017). “Births attended by skilled health staff (% of total). http://data.worldbank.org/indicator/SH.STA.BRTC.ZS.
Wilcox, R. R. (1996). Statistics for the social sciences. New York: Academic.
Winer, R. L., Hughes, J. P., Feng, Q., O'reilly, S., Kiviat, N. B., Holmes, K. K., & Koutsky, L. A. (2006). Condom use and the risk of genital human papillomavirus infection in young women. The New England Journal of Medicine, 354(25), 2645–2654.
World Bank. 2017. World Development Indicators. Available at: http://data.worldbank.org/indicator.
Wullert, K. E., & Williamson, J. B. (2016). Democracy, hybrid regimes, and infant mortality: A cross-National Analysis of sub-Saharan African nations democracy, hybrid regimes, and infant mortality. Social Science Quarterly, 97, 1058–1069.
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Tsai, MC., Tai, To. How are Mothers Faring across the Globe? Constructing a new Mothers’ Well-Being Index and Assessing Its Validity. Applied Research Quality Life 13, 647–670 (2018). https://doi.org/10.1007/s11482-017-9550-7
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DOI: https://doi.org/10.1007/s11482-017-9550-7