Skip to main content

Advertisement

Log in

Is India experiencing health convergence? An empirical analysis

  • Published:
Economic Change and Restructuring Aims and scope Submit manuscript

Abstract

A comprehensive study on health convergence based on beta (β), sigma (σ) and club convergence is attempted here across 26 Indian states over time using NFHS (1–4) data. We formulate an overall health index (OHI) from three sub-health dimensions like child, reproductive and general health based on selected health indicators. The results show that the states are improving in respect of OHI; there exist absolute β convergence in respect of OHI and its sub-dimensions; however, we find σ divergent in respect of OHI and its sub-health dimension indices except child heath index. The club convergence based on kernel density provides a clear picture about stratification, polarization and uni-modal distributions of states in respect of OHI; over time states are converging to a steady state at higher value of OHI, but in the long-run there exists ‘low level health trap’ among five major states like UP, MP, Rajasthan, Bihar and Assam. Except Rajasthan, all the four major states remain at the lower level in respect of sub-health dimensions too. These five major states roughly account for 50% of India’s population, and more than 50% of India’s future demographic dividend will emerge from these major states. Therefore, in order to reap the benefits of demographic return, a major investment in human capital is urgently needed. Such ‘low level health trap’ justifies the ‘big push’ theory to health. This analysis can be applied at the sub-state level for policy intervention.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Source Authors' estimation

Fig. 2

Source Authors' estimation

Similar content being viewed by others

References

  • Bandyopadhyay S (2011) Rich states, poor states: convergence and polarization in India. Scott J Polit Econ 58(3):414–436

    Google Scholar 

  • Banerjee A, Kuri P (2015) Development disparities in india: an enquiry into convergence. Springer, India

    Google Scholar 

  • Barro RJ, Sala-I-Martin X (1992) Convergence. J Polit Econ 100(2):223–251

    Google Scholar 

  • Bernard AB, Durlauf SN (1995) Convergence in international output. J Appl Econom 10:97–108

    Google Scholar 

  • Bernard AB, Durlauf SN (1996) Interpreting tests of the convergence hypothesis. J Econom 71:161–173

    Google Scholar 

  • Bhattacharya G, Haldar SK (2015) Does demographic dividend yield economic dividend? India, a case study. Econ Bull 35(2):1274–1291

    Google Scholar 

  • Bloom DE, Canning D (2007) Mortality traps and the dynamics of health transitions. PNAS 104(41):16044–16049

    Google Scholar 

  • Bloom DE, Canning D, Sevilla J (2003) Geography and poverty traps. J Econ Growth 8(4):355–378

    Google Scholar 

  • Bulli S (2001) Distribution dynamics and cross-country convergence: a new approach. Scott J Polit Econ 48(2):226–243

    Google Scholar 

  • Clark R (2011) World health inequality: convergence, divergence, and development. Soc Sci Med 72:617–624

    Google Scholar 

  • Cuaresma JC, Doris Ritzberger-Grunwald D, Silgoner MA (2008) Growth, convergence and EU membership. Appl Econ 40(5):643–656

    Google Scholar 

  • D’Albis H, Esso LJ, Pifarre H (2012) Mortality convergence across high-inome countries: an econometric approach. Documents de Travail du Centre d’Economie de la Sorbonne, University Paris 1, p 76

  • Dholakia RH (2003) Regional disparity in economic and human development in India. Econ Polit Wkly 27:4166–4172

    Google Scholar 

  • Duncan R, Toledo P (2019) Inequality in body mass indices across countries: evidences from convergence tests. Econ Hum Biol 33:40–57

    Google Scholar 

  • Edwards RD (2011) Changes in world inequality in length of life: 1970–2000. Popul Dev Rev 37(3):499–528

    Google Scholar 

  • Edwards RD, Tuljapurkar S (2005) Inequality in life spans and a new perspective on mortality convergence across industrialized countries. Popul Dev Rev 31(4):645–674

    Google Scholar 

  • Enders W, Lee J (2012) A unit root test using a Fourier series to approximate smooth breaks. Oxf Bull Econ Stat 74:574–599

    Google Scholar 

  • Fiaschi D, Lavezzi AM (2003) Distribution dynamics and nonlinear growth. J Econ Growth 8(4):379–401

    Google Scholar 

  • Gachter M, Theurl E (2011) Health status convergence at the local level: empirical evidence from Austria. Int J Equity Health 10(1):34

    Google Scholar 

  • Ghosh M (2006) Economic growth and human development in indian states. Econ Polit Wkly 41(30):3321–3329

    Google Scholar 

  • Glei DA, Meslé F, Vallin J (2010) Diverging trends in life expectancy at age 50: A look at causes of death. In: Eileen M, Cri Mins SHP, Cohen B (eds) International differences in mortality at older ages: dimensions and sources. National Academies Press, Washington, pp 103–151

    Google Scholar 

  • Goli S, Arokiasamy P (2013) Trends in health and health inequalities among major states of India: assessing progress through convergence models. Health Econ Policy Law 9(2):143–168

    Google Scholar 

  • Goli S, Rammohan A, Singh D (2015) The effect of early marriages and early childbearing on women’s nutritional status in India. Matern Child Health 19(8):1864–1880. https://doi.org/10.1007/s10995-015-1700-7

    Article  Google Scholar 

  • Goli S, Moradhvaj CS, Rammohan A (2019) World health status 1950–2015: converging or diverging. PLoS ONE 14(3):e0213139. https://doi.org/10.1371/journal.pone.0213139

    Article  Google Scholar 

  • Government of India (2018) Financial assistance to economically backward region, Press Information Bureau, Ministry of Finance, 23 March. New Delhi. https://pib.gov.in/Pressreleaseshare.aspx?PRID=1526184. Accessed on 07 Jan 2020

  • Haldar SK (2009) Economic growth in india revisited: an application of cointegration and error correction mechanism. South Asia Econ Jr 10(1):105–126

    Google Scholar 

  • Haldar SK, Mallik GS (2010) Does human capital cause economic growth? A case of of India. Int J Econ Sci Appl Res 3(1):7–25

    Google Scholar 

  • Hembram S, Haldar SK (2019) Beta, sigma and club convergence: Indian experience from 1980 to 2015, Sept, 2019 (First published). Indian Econ Rev 54(2):343–366. https://doi.org/10.1007/s41775-019-00056-3

    Article  Google Scholar 

  • Hembram S, Maji S, Haldar SK (2019) Club convergence among the major indian states during 1982–2014: does investment in human capital matter? South Asia Econ J 20(2):184–204. https://doi.org/10.1177/1391561419850300

    Article  Google Scholar 

  • Hobijn B, Franses PH (2001) Are living standards converging? Struct Change Econ Dyn 12:171–200

    Google Scholar 

  • Hurd M, Kapteyn A (2003) Health, wealth, and the role of institutions. J Hum Resour 38(2):386–415

    Google Scholar 

  • Institute for Health Metrics and Evaluation (2018) Global burden of disease 2018 study: India’s Health-Burden-Down To Earth. https://www.downtoearth.org.in/59394_india_health_burden. Accessed on 17 Sept 2019

  • James KS (2008) Glorifying malthus: current debate on demographic dividend in India. Econ Polit Wkly 43(25):63–69

    Google Scholar 

  • Jones C (1997) Convergence revisited. J Econ Growth 2:131–153

    Google Scholar 

  • Jorda V, Sarabia MJ (2015) International Convergence in Well-Being Indicators. Soc Indic Res 120(1):1–27

    Google Scholar 

  • Kar S, Jha D, Kateja A (2011) Club-convergence and polarisation of states: a nonparametric analysis of post-reform India. Indian Growth Dev Rev 4(1):53–72

    Google Scholar 

  • Kuc M (2015) The use of markov chains in the social convergence analysis. In: Proceedings of the 9th Professor Aleksander Zelias international conference on modelling and forecasting of socio-economic phenomena. Foundation of the Cracow University of Economics, Cracow, pp 118–126. https://www.academia.edu/26869784/The_use_of_Markov_chains_in_the_social_convergence_analysis

  • Mayer-Foulkes D (2010) Divergences and convergences in human development, Human Development Research Paper 2010/20, UNDP

  • Maynou L, Saej M, Bacaria J, Casanovas G (2015) Health inequalities in European Union: an empirical analysis of the dynamics of regional differences. Eur J Health Econ 16(5):543–559

    Google Scholar 

  • Mazumdar K (2003) Do standards of living converge? A cross-country study. Soc Indic Res 64:29–50

    Google Scholar 

  • McMichael AJ, Mckee M, Shkolnikov V, Valkonen T (2004) Mortality trends and setbacks: global convergence or divergence? The Lancet 363(9415):1155–1159

    Google Scholar 

  • Mendez-Guerra Carlos (2018) On the distribution dynamics of human development: evidence from the metropolitan regions of Bolivia. Econ Bull 38(4):2467–2475

    Google Scholar 

  • Monfort P (2008) Convergence of EU regions: measures and evolution. Eur. Uni. Reg. Policy, Working Paper, no 01. https://ec.europa.eu/regional_policy/en/information/publications/working-papers/2008/convergence-of-eu-regions-measures-and-evolution

  • Mukherjee S, Chakraborty D (2007) Environment, human development and economic growth after liberalisation: an analysis of Indian States. Madras School of Economics, Chennai. https://ideas.repec.org/p/mad/wpaper/2007-016.html

  • Mukherjee S, Chakraborty D (2011) Is there any interdependence between economic growth and human development? Evidence from Indian states. Indian J Hum Dev 5(2):467–494

    Google Scholar 

  • Noorbakhsh F (2006) International convergence and inequality of human development: 1975–2001. In: WP 2006-3, Dept. of Econ., Univ. of Glasgow. www.gla.ac.UK/media/media_22173_en.pdf. Accessed on 16 Aug 2019

  • Noorkbakhsh F (1998) The human development index: some technical issues and alternative indices. J Int Dev 10:589–605

    Google Scholar 

  • Ogwang T, Abdou A (2003) The choice of principal variables for computing some measures of human well-being. Soc Indic Res 64:139–152

    Google Scholar 

  • Oxford Poverty & Human Development Initiative (2017) Global multidimensional poverty index. 2017. http://www.ophi.org.uk/multidimensional-poverty-index/global-mpi-2017/. Accessed on Sept 2017

  • Pellegrini G (2002) Proximity, polarization, and local labor market performances. Netw Spat Econ 2:151–173

    Google Scholar 

  • Philips PCB, Sul D (2007) Transition modeling and econometric convergence tests. Econometrica 75(6):1771–1855

    Google Scholar 

  • Quah DT (1993) Galton’s fallacy and the convergence hypothesis. Scand J Econ 95:427–443

    Google Scholar 

  • Quah DT (1996) Empirics for economic growth and convergence. Eur Econ Rev 40:1353–1375

    Google Scholar 

  • Quah DT (1997) Empirics for growth and distribution: stratification, polarization and convergence clubs. J Econ Growth 2(1):27–59

    Google Scholar 

  • Quah DT (2001) Some simple arithmetic on how income inequality and economic growth matter. (Mimeo), London School of Economics, Economics Department, July, https://pdfs.semanticscholar.org/be90/5d4dfbe5628f58dec16c7fa34ff90a266750.pdf

  • Roy S (2012) Regional disparities in growth and human development in India, Institute for Studies in Industrial Development, New Delhi. http://isid.org.in/pdf/WP1205.pdf

  • Roy H, Bhattacharjee K (2009) Convergence of human development across Indian States. In: IGIDR Proceedings/Project Reports Series, Mumbai. http://www.igidr.ac.in/pdf/publication/AR2009-10IGIDR.pdf

  • Roy K, Haldar SK (2010) Measuring poverty and socio-economic deprivation inequalities in india at sub-national level. Asia-Pac Soc Sci Rev 10(1):59–84

    Google Scholar 

  • Sachs JD (2005) The end of poverty: economic possibilities for our time. Penguin, New York

    Google Scholar 

  • Sagar A, Najam A (1998) The human development index: a critical review. Ecol Econ 25:249–264

    Google Scholar 

  • Saikia N, Ram F (2010) Determinants of Adult Mortality in India. Asian Popul Stud 6(2):153–171

    Google Scholar 

  • Saisana M, Tarantoorbakhshola S, Saltelli A (2005) Uncertainty and sensitivity techniques as tools for the analysis and validation of composite indicators. J R Stat Soc A 168(2):1–17

    Google Scholar 

  • Sala-i-Martin X (1996) The classical approach to convergence analysis. Econ J 106(437):1019–1036

    Google Scholar 

  • Sala-i-Martin X (2005) On the Health Poverty Trap. In: Lopez-Casanovaz G et al (eds) Health and economic growth: findings and policy implications. The MIT Press, New York, pp 95–113

    Google Scholar 

  • Sen AK (1998) Mortality as an indicator of economic success and failure. Econ J 108(446):1–25

    Google Scholar 

  • Shorrocks AF (1978) The measurement of mobility. Econometrica 46:1013

    Google Scholar 

  • Silverman BW (1986) Density estimation for statistics and data analysis, 1st edn. Chapman & Hall, London, pp 34–74

    Google Scholar 

  • Singh A, Ladisingh L (2013) Increasing life expectancy and convergence of age at death in India. Genus 69(1):83–99

    Google Scholar 

  • Singh N, Bhandari L, Chen A, Khare A (2003) Regional inequality in India: a fresh look. Econ Polit Wkly 38(11):1069–1073

    Google Scholar 

  • Sutcliffe B (2004) World inequality and globalization. Oxford Rev Econ Policy 20(2004):15–37

    Google Scholar 

  • Tatlidil H (1992) A new approach for human development: human development scores. IDS, Sussex, Mimeo. https://www.ids.ac.uk/

  • The Lancet: Child & Adolescent Health (2019) The burden of child and maternal malnutrition and trends in its indicators in the states of India: the Global Burden of disease study 1990–2017, September 18. https://doi.org/10.1016/S2352-4642(19)30273-1. Accessed 20 Sept 2019

  • United Nations Development Programme (1991) Human development report. Oxford University Press, New York

    Google Scholar 

  • United Nations Development Programme (2010) Human development report. Oxford University Press, New York

    Google Scholar 

  • Wilson C (2011) Understanding global demographic convergence since 1950. Popul Dev Rev 37(2):375–388

    Google Scholar 

  • Wolff E, Baumol W, Blackman SA (1989) Productivity and American leadership: the long view. MIT Press, New York

    Google Scholar 

  • World Health Organization (WHO) (2008) World health statistics. 2008. https://www.who.int/whosis/whostat/2008/en/

  • Yang F, Pan S, Yao X (2019) Regional convergence and sustainable development in China. Sustainability 8(2):121. https://doi.org/10.3390/su8020121

    Article  Google Scholar 

Download references

Acknowledgements

The authors are grateful to the Centre for Advanced Studies (CAS), Economics Department, Jadavpur University for providing access to data. The authors acknowledge the suggestions provided by an anonymous referee of this journal. The usual disclaimer applies.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sushil Kr. Haldar.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendices

Appendix 1

See Table 9.

Table 9 Rank correlation coefficient between LEB and other health indicators, NFHS-1 to 4.

Appendix 2

See Table 10.

Table 10 Factor loadings of CHI, RHI and GHI.

Appendix 3

See Table 11.

Table 11 Result of absolute β convergence of CHI, RHI and GHI.

Appendix 4

See Table 12.

Table 12 Gini coefficient and standard deviation of health parameters over time: NFHS-1 to 4.

Appendix 5

5.1 Transitional probability matrices of each health sub-dimension

See Table 13.

Table 13 (A) TPM of child health index (CHI), (B) TPM of reproductive health index (RHI), (C) TPM of general health index (GHI).

Appendix 6

See Table 14.

Table 14 Transitional patterns of states in respect of CHI, RHI and GHI from NFHS-1 to 4.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Hembram, S., Haldar, S.K. Is India experiencing health convergence? An empirical analysis. Econ Change Restruct 53, 591–618 (2020). https://doi.org/10.1007/s10644-020-09269-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10644-020-09269-6

Keywords

JEL Classification

Navigation