Mapping Public Health Scenario



Health condition is an indicator of economic and social well-being and also a contributor to gaining socio-economic betterment. The health condition of the population is inherently linked with a variety of factors related to society, economy, and policies. We have calculated the life curve and the life expectancy from the field datasets. It demonstrates and analyzes the inequality of health within the district. The difference in health condition between higher and lower economic strata has been examined.The analysis focuses the backwardness of the tribal communities in terms of health status. For the spatial analysis of public health, the present study uses the binomial logistic regression model. This model is based on the spatially linked predictors of health condition. The model predicts the categorical dependent variable, namely the Index of Health Status which is devised by combining three health indicators—Years of Life Lost (YLL), Indicator of Bad Health (IBH), and Satisfaction to Present Healthcare System (OHS). Finally, the Health Index (Ĥ) is calculated which signifies the spatial probability of good health. The public health scenario map has been prepared and interpreted accordingly.


Logistic regression Years of Life Lost Indicator of Bad Health Health Index Life expectancy 


  1. Acemoglu D, Johnson S (2007) Disease and development: the effect of life expectancy on economic growth. J Polit Econ 115(6):925–985CrossRefGoogle Scholar
  2. Adams P, Hurd MD, McFadden D, Merrill A, Ribiero T (2003) Healthy, wealthy and wise? Tests for direct causal paths between health and socio economic status. J Econometrics 112:3–56CrossRefGoogle Scholar
  3. Aguila E, Kapteyn A, Robles R, Weidmer BA (2011) Experimental analysis of the health and well-being effects of a non-contributory social security program (No. WR-903)Google Scholar
  4. Alexander GR, Kotelchuck M (1996) Quantifying the adequacy of prenatal care: a comparison of indices. Public Health Rep 111(5):408Google Scholar
  5. Ali J, Adam RU, Gana TJ, Williams JI (1997) Trauma patient outcome after the Prehospital Trauma Life Support program. J Trauma Acute Care Surg 42(6):1018–1022CrossRefGoogle Scholar
  6. Ali J, Adam R, Josa D, Pierre I, Bedsaysie H, West U, Winn J, Ali E, Haynes B (1998) Effect of basic prehospital trauma life support program on cognitive and trauma management skills. World J Surg 22(12):1192–1196Google Scholar
  7. Anand S, Ravallion M (1993) Human development in poor countries: on the role of private incomes and public services. J Econ Perspect 7(1):133–150CrossRefGoogle Scholar
  8. Ande B, Chiwuzie J, Akpala W, Oronsaye A, Okojie O, Okolocha C, Omorogbe S, Onoguwe B, Oikeh E, Benin PMM Team (1997) Improving obstetric care at the district hospital, Ekpoma, Nigeria. Int J Gynecol Obstet 59:S47–S53Google Scholar
  9. Andrade MV, Noronha K, Singh A, Rodrigues CG, Padmadas SS (2012) Antenatal care use in Brazil and India: scale, outreach and socioeconomic inequality. Health & Place 18(5):942–950CrossRefGoogle Scholar
  10. Bamshad M (2005) Genetic influences on health: does race matter? JAMA 294(8):937–946CrossRefGoogle Scholar
  11. Baru R, Acharya A, Acharya S, Kumar AS, Nagaraj K (2010) Inequities in access to health services in India: caste, class and region. Econ Polit Weekly, 49–58Google Scholar
  12. Baumeister RF, Heatherton TF, Tice DM (1994) Losing control: How and why people fail at self-regulation. Academic Press, San Diego, CAGoogle Scholar
  13. Beaglehole R (2002) Overview and framework. In: Detels R, McEwen J, Beaglehole R, Tanaka H (eds) Oxford textbook of public health: The scope of public health. Oxford University Press, Oxford, pp 83–88Google Scholar
  14. Berkman LF (1995) The role of social relations in health promotion. Psychosom Med 57(3):245–254CrossRefGoogle Scholar
  15. Bidani B, Ravallion M (1997) Decomposing social indicators using distributional data. J Econometrics 77:125–139CrossRefGoogle Scholar
  16. Blackburn C (1991) Poverty and Health: Working with Families. Open University Press, 1900 Frost Road, Suite 101, Bristol, PA 19007 (paperback: ISBN-0-335-09734-0; clothbound: ISBN-0-335-0-335-09735-9); Open University Press, Celtic Court, 22 Ballmoor, Buckingham, England, United Kingdom MK18 1XWGoogle Scholar
  17. Bleakley H (2010) Health, human capital, and development. Annu Rev Econ 2(1):283–310CrossRefGoogle Scholar
  18. Bloom D, Canning D (2003) Health as human capital and its impact on economic performance. Geneva Papers Risk Insur Issues Pract 28(2):304–315Google Scholar
  19. Bloom DE, Williamson JG (1998) Demographic transitions and economic miracles in emerging Asia. World Bank Econ Rev 12(3):419–455CrossRefGoogle Scholar
  20. Bloom SS, Lippeveld T, Wypij D (1999) Does antenatal care make a difference to safe delivery? A study in urban Uttar Pradesh, India. Health Policy Plan 14(1):38–48CrossRefGoogle Scholar
  21. Bloom D, Canning D, Fink G (2009) Disease and development revisited. NBER Working Paper: No. 15137Google Scholar
  22. Bokhari FA, Gai Y, Gottret P (2007) Government health expenditures and health outcomes. Health Econ 16(3):257–273CrossRefGoogle Scholar
  23. Braveman PA, Catherine C, Susan E, David RW, Elsie P (2010) Socioeconomic disparities in health in the United States: what the patterns tell us. Am J Public Health 100(S1):S186–S196.
  24. Brunello G, Fort M, Schneeweis N, Ebmer RW (2011) The causal effect of education on health: what is the role of health behaviors? IZA Discussion Paper No. 5944Google Scholar
  25. Cabrera AF (1994) Logistic regression analysis in higher education: an applied perspective. High Educ Handb Theory Res 10:225–256Google Scholar
  26. Carroli G, Rooney C, Villar J (2001) How effective is antenatal care in preventing maternal mortality and serious morbidity? An overview of the evidence. Paediatr Perinat Epidemiol 15:1–42CrossRefGoogle Scholar
  27. Carver CS, Scheier MF (2001) On the self-regulation of behavior. Cambridge University PressGoogle Scholar
  28. Census of India (2011) Ministry of Home Affairs, Govt. of IndiaGoogle Scholar
  29. Cervellati M, Sunde U (2011) Life expectancy and economic growth: the role of the demographic transition. J Econ Growth 16(2):99–133CrossRefGoogle Scholar
  30. Chuang HL (1997) High school youths’ dropout and re-enrollment behavior. Econ Educ Rev 16(2):171–186CrossRefGoogle Scholar
  31. Cleary PD, Angel R (1984) The analysis of relationships involving dichotomous dependent variables. J Health Soc Behav, 334–348Google Scholar
  32. Cox DR, Snell EJ (1989) The analysis of binary data (2nd ed). London: Chapman and HallGoogle Scholar
  33. Crémieux PY, Ouellette P, Pilon C (1999) Health care spending as determinants of health outcomes. Health Econ 8(7):627–639CrossRefGoogle Scholar
  34. Cutler DM, Glaeser EL, Shapiro JM (2003) Why have Americans become more obese? J Econ Perspect 17(3):93–118CrossRefGoogle Scholar
  35. Dayan GH, Debbag R, Gómez R, Wood SC (2001) Cost-effectiveness of influenza vaccination in high-risk children in Argentina. Vaccine 19(30):4204–4213CrossRefGoogle Scholar
  36. Demographic and Health Survey Dataset India (2015) Accessed on 20 August 2017
  37. District Statistical Handbook—Purulia (2013) Department of Statistics and Programme Implementation, Govt. of West BengalGoogle Scholar
  38. Efron B (1975) The efficiency of logistic regression compared to normal discriminant analysis. J Am Stat Assoc 70(352):892–898CrossRefGoogle Scholar
  39. Egidi V, Spizzichino D (2008) Life expectancy: complex measures of the length and the health related quality of life. Ital J Public Health 5(2)Google Scholar
  40. Fabamwo AO, Okonufua (2010) An assessment of policies and programs for reducing maternal mortality in Lagos state, Nigeria. Migrant education comprehensive needs assessment toolkit; A tool for state migrant directors summer 2012. Afr J Reprod Health (Special Issue) 14(3):55–63 Google Scholar
  41. Fifth Annual Report of the Registrar General (1843) HMSO, LondonGoogle Scholar
  42. Filmer D (1999) Health policy in poor countries: weak links in the chain. The World BankGoogle Scholar
  43. Fox J (ed) (1989) Health inequalities in European countries. Gower Publishing, AldershotGoogle Scholar
  44. Frenk J, Bobadilla JL, Stern C, Frejka T, Lozano R (1991) Elements for a theory of the health transition. Health Transition Rev, 21–38Google Scholar
  45. Gabel J, Whitmore H, Green M, Call A, Stromberg S & Oran R (2016) The ACA’s cost-sharing reduction plans: a key to affordable health coverage for millions of US Workers. Issue Brief (Commonwealth Fund) 35:1–12. URL: Accessed on 18 Jan 2017
  46. GCPH (2013) The built environment and health: an evidence review. Glusgow Centre for Population Health, Briefing Paper 11. Accessed 25 Aug 2017
  47. Glied S, Ma S, Verbofsky S (2016) Issue Brief (Commonw Fund): No. 297. ISSN: 1558-6847 (Electronic)Google Scholar
  48. Greville TN (1943) Short methods of constructing abridged life tables. Mathematical Demography. Springer, Berlin, Heidelberg, pp 53–60Google Scholar
  49. Grosse RN, Harkavy O (1980) The role of health in development. Soc Sci Med. Part C: Med Econ 14(2):165–169Google Scholar
  50. Haberman S (1978) Analysis of qualitative data, vol 1. Academic Press, New YorkGoogle Scholar
  51. Halla M, Zweimuller M (2010) The causal effect of health on income: quasi-experimental evidence from commuting accidents. Working paper, BerkeleyGoogle Scholar
  52. Haque M et al (2014) A comparative study knowledge about reproductive health among urban and rural women of Bangladesh. J Family Reprod Health 9(1):35–40. ISSN: 1735-8949Google Scholar
  53. Hazarika I (2013) Health workforce in India: assessment of availability, production and distribution. WHO South-East Asia J Public Health 2(2):106CrossRefGoogle Scholar
  54. HHS Rural Task Force (2002) One department serving rural America: Report to the Secretary. Accessed 25 Aug 2017
  55. Hornik R (ed) (2002) Public health communication: Evidence for behavior change. RoutledgeGoogle Scholar
  56. Hosmer Jr DW, Lemeshow S, Sturdivant RX (2013) Applied logistic regression, vol 398. WileyGoogle Scholar
  57. House JS, Kessler RC, Herzog AR, Mero RP, Kinney AM, Breslow MJ (1990) Age, socioeconomic status, and health. Milbank Q 68(3):383–411CrossRefGoogle Scholar
  58. Howit P (2005) Health, human capital and economic growth: a Schumpeterian perspective. Paper presented in the PAHO Senior seminar on health, human capital and economic growth, pp 19–40, Washington, 4 Oct 2002. Accessed 8 Mar 2016
  59. Ihekweazu C (2012, March 13) In dire need of an emergency medical service, Nigeria Healthwatch. Retrieved on 21 March 2018
  60. Imai K, Soneji S (2007) On the estimation of disability-free life expectancy: Sullivan’s method and its extension. J Am Stat Assoc 102(480):1199–1211CrossRefGoogle Scholar
  61. International Institute for Population Sciences (2007) National Family Health Survey (NFHS-3) 2005–06: India. Key findings. International Institute for Population Sciences, Mumbai, p 24Google Scholar
  62. Jacobs E (2007) The politics of economic insecurity. Downloaded from:
  63. Janik J, Kravitz HM (1994) Linking work and domestic problems with police suicide. Suicide Life-Threat Behav 24(3):267–274Google Scholar
  64. Jarvenpaa SL, Staples DS (2000) The use of collaborative electronic media for information sharing: an exploratory study of determinants. J Strateg Inf Syst 9(2–3):129–154CrossRefGoogle Scholar
  65. Kaur R, Sinha AK (2011) Globalization and health: a case study of Punjab. Hum Geograph 5(1):35Google Scholar
  66. Kearns RA (1990) Coping and community life for people with long-term mental disabilities in Auckland. Occasional Paper 26, Department of Geography, The University of AucklandGoogle Scholar
  67. Kearns R, Moon G (2002) From medical to health geography: novelty, place and theory after a decade of change. Prog Hum Geogr 26(5):605–625CrossRefGoogle Scholar
  68. Klein JP, Moeschberger ML (2006) Survival analysis: techniques for censored and truncated data. Springer Science & Business MediaGoogle Scholar
  69. Kumar JR (2013) Role of public health systems in the present health scenario: key challenges. Indian J Public Health 57(3):133CrossRefGoogle Scholar
  70. Lee S, Pradhan B (2007) Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models. Landslides 4(1):33–41CrossRefGoogle Scholar
  71. Lei PW, Koehly LM (2003) Linear discriminant analysis versus logistic regression: a comparison of classification errors in the two-group case. J Exp Educ 72(1):25–49CrossRefGoogle Scholar
  72. Lochner L (2011) Non-production benefits of education: crime, health, and good citizenship (No. w16722). National Bureau of Economic ResearchGoogle Scholar
  73. Lorentzen P, McMillan J, Wacziarg R (2008) Death and development. J Econ Growth 13(2):81–124CrossRefGoogle Scholar
  74. Mac PA, Kroeger A, Airiohuodion PE (2019) Needs assessment of emergency medical and rescue services in Abuja/Nigeria and environs. BMC Emerg Med 19(1):78CrossRefGoogle Scholar
  75. Mahan CS (1996) Prenatal care indices: how useful? Public Health Rep 111(5):419Google Scholar
  76. Mahato NK (2010) Environment and migration, Purulia, West Bengal. CRG Res Paper Ser Policies Pract 30:2Google Scholar
  77. Martin S, Rice N, Smith PC (2008) Does health care spending improve health outcomes? Evidence from English programme budgeting data. J Health Econ 27(4):826–842CrossRefGoogle Scholar
  78. Mathers CD, Sadana R, Salomon JA, Murray CJ, Lopez AD (2001) Healthy life expectancy in 191 countries, 1999. The Lancet 357(9269):1685–1691CrossRefGoogle Scholar
  79. Mayer JD (2000) Geography, ecology and emerging infectious diseases. Soc Sci Med 50(7–8):937–952CrossRefGoogle Scholar
  80. Mazumder B (2008) Does education improve health? A reexamination of the evidence from compulsory schooling laws. Econ Perspect 33(2):1–15Google Scholar
  81. McGee DL, Diverse Populations Collaboration (2005) Body mass index and mortality: a meta-analysis based on person-level data from twenty-six observational studies. Ann Epidemiol 15(2):87–97CrossRefGoogle Scholar
  82. Meade M, Earickson R (2000) Medical geography. Guilford Press, New YorkGoogle Scholar
  83. Nag SK (2009) Quality of groundwater in parts of Arsa Block, Purulia District, West Bengal. Bhu Jal 24(1)Google Scholar
  84. Naldi L, Addis A, Chimenti S, Giannetti A, Picardo M, Tomino C, Cuscito R (2008) Impact of body mass index and obesity on clinical response to systemic treatment for psoriasis. Dermatology 217(4):365–373CrossRefGoogle Scholar
  85. National Immunization Schedule (NIS) (2010) Ministry of Health & Family Welfare, Govt. of India. URL:
  86. National Institute of Food and Agriculture (NIFA) (2012) USDA, downloaded from:
  87. Nichol KL (2001) Cost-benefit analysis of a strategy to vaccinate healthy working adults against influenza. Arch Intern Med 161(5):749–759CrossRefGoogle Scholar
  88. Nikić-Sovilj L (2009) The place, role and importance of emergency medical care in the Serbian health care system. Lijec Vjesn 131:70–72Google Scholar
  89. O’Mahony M, Samek L (2016) Health and human capital. Paper presented in 34th IARIW General Conference, Dresden, Germany, 23 Aug 2016.
  90. OECD (2010) Social capital, human capital and health: what is the evidence. OECD Centre for Educational Research and Innovation. Accessed 8 Mar 2017
  91. Osberg L (1998) Economic insecurity. Social Policy Research Centre, University of New South Wales, Sydney, AustraliaGoogle Scholar
  92. Pachauri S (2004) Expanding contraceptive choice in India: issues and evidence. J Fam Welf. 50:13–25Google Scholar
  93. Peng CYJ, Manz BD, Keck J (2001) Modeling categorical variables by logistic regression. Am J Health Behav 25(3):278–284CrossRefGoogle Scholar
  94. Peng CYJ, Lee KL, Ingersoll GM (2002) An introduction to logistic regression analysis and reporting. J Educ Res 96(1):3–14CrossRefGoogle Scholar
  95. Pollack CE, Cubbin C, Sania A, Hayward M, Vallone D, Flaherty B, Braveman PA (2013) Do wealth disparities contribute to health disparities within racial/ethnic groups? J Epidemiol Community Health 67(5):439–445.
  96. Pollock DA, Lowery DW, O’Brien PM (2001) Emergency medicine and public health: new steps in old directions. Ann Emerg Med 38(6):675–683CrossRefGoogle Scholar
  97. Press SJ, Wilson S (1978) Choosing between logistic regression and discriminant analysis. J Am Stat Assoc 73(364):699–705CrossRefGoogle Scholar
  98. Procter S (2000) Caring for health. Macmillan Press, LondonCrossRefGoogle Scholar
  99. Quick A, Wilkinson RG (1991) Income and health. Socialist Health Association, LondonGoogle Scholar
  100. Ram F, Singh A (2006) Is antenatal care effective in improving maternal health in rural Uttar Pradesh? Evidence from a district level household survey. J Biosoc Sci 38(4):433–448CrossRefGoogle Scholar
  101. Rau R, Mensing M, Brand H (2006) Medical emergency services as seen by consumers. In: Health services research by CATI survey of the community, Medizinische Klinik 81(1). ISSN: 0723-5003Google Scholar
  102. Redman S, Spencer EA, Sanson-Fisher RW (1990) The role of mass media in changing health-related behaviour: a critical appraisal of two models. Health Promot Int 5(1):85–101CrossRefGoogle Scholar
  103. Robine JM (1996) Lengthening of life and health status of the population. In Demografia: Analisi e sintesi, Dipartimento di Scienze Demografiche dell’Università di Roma “La Sapienza”, Materiali di studi e di ricercheGoogle Scholar
  104. Rogers A, Rogers RG, Belanger A (1990) Longer life but worse health? Measurement and dynamics. The Gerontologist 30(5):640–649CrossRefGoogle Scholar
  105. Rutstein SO (2000) Factors associated with trends in infant and child mortality in developing countries during the 1990s. Bull World Health Organ 78:1256–1270Google Scholar
  106. Schimmack U, Lucas RE (2007) Environmental influences on well-being: a dyadic latent panel analysis of spousal similarity, University of Toronto. Accessed 25 Aug 2017
  107. Schimmack U, Lucas RE (2010) Environmental influences on well-being: a dyadic latent panel analysis of spousal similarity. Soc Indic Res 98(1):1–21CrossRefGoogle Scholar
  108. Schlesselman JJ (1982) Case-control studies: design, conduct, analysis, vol. 2. Oxford University PressGoogle Scholar
  109. Shetty PS (2002) Food and nutrition. In: Detels R, McEwen J, Beaglehole R, Tanaka H (eds) Oxford textbook of public health: the scope of public health. Oxford University Press, Oxford, pp 149–170Google Scholar
  110. Shi A (2000) How access to urban potable water and sewerage connections affects child mortality. The World BankGoogle Scholar
  111. Smith GD, Blane D, Bartley MEL (1994) Explanations for socio-economic differentials in mortality: evidence from Britain and elsewhere. Europ J Public Health 4(2):131–144CrossRefGoogle Scholar
  112. Subramanian SV, Kawachi I (2004) Income inequality and health: what have we learned so far? Epidemiol Rev 26(1):78–91CrossRefGoogle Scholar
  113. Sullivan DF (1971) A single index of mortality and morbidity. HSMHA Health Rep 86(4):347CrossRefGoogle Scholar
  114. Summers LH, Pritchett L (1996) Wealthier is healthier. J Hum Resour 31(4):841–868CrossRefGoogle Scholar
  115. Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240(4857):1285–1293CrossRefGoogle Scholar
  116. Tabachnick BG, Fidell LS, Ullman JB (2007) Using multivariate statistics, vol 5. Pearson, Boston, MAGoogle Scholar
  117. Tolman RM, Weisz A (1995) Coordinated community intervention for domestic violence: the effects of arrest and prosecution on recidivism of woman abuse perpetrators. Crime & Delinquency 41(4):481–495CrossRefGoogle Scholar
  118. UIS (2012) UIS methodology for estimation of mean years of schooling. UNESCOGoogle Scholar
  119. United Nations Department of Economic and Social Affairs (UNDESA) (2008) Overcoming economic insecurity, world economic and social survey. Downloaded from:
  120. UNDP (2010) Human development report. Oxford University Press, New YorkGoogle Scholar
  121. USGS (1999) The quality of our nation’s waters, US Geological Survey. Accessed 10 Mar 2001
  122. Wakefield MA, Loken B, Hornik RC (2010) Use of mass media campaigns to change health behaviour. The Lancet 376(9748):1261–1271CrossRefGoogle Scholar
  123. WHO (2013a) Health and environment: communicating the risks. Accessed 25 Aug 2017
  124. WHO (2013b) Health topics: immunization. [Internet] World Health Organization, p. 18. Available from: Assessed 15 April 2018
  125. WHO, Geneva (2014) WHO methods for life expectancy and healthy life expectancyGoogle Scholar
  126. World Health Organization (WHO) (1995) Physical status: the use and interpretation of anthropometry. Report of a WHO Expert Consultation. WHO Technical Report Series Number 854. World Health Organization, GenevaGoogle Scholar
  127. World Health Organization (2000a) Obesity: preventing and managing the global epidemic (No. 894). World Health OrganizationGoogle Scholar
  128. World Health Organization (2000b) The world health report 2000: health systems: improving performance. World Health OrganizationGoogle Scholar
  129. World Health Organization (2002) The world health report 2002: reducing risks, promoting healthy life. World Health OrganizationGoogle Scholar
  130. World Health Organization (2004) The global burden of disease: 2004 update.
  131. World Health Organization (2008) How does safe water impact global health. WHO, World Health OrganizationGoogle Scholar
  132. Zimmermann G (2017) From basic survival analytic theory to a non-standard application. Springer Fachmedien WiesbadenGoogle Scholar

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© Springer Nature Singapore Pte Ltd. 2020

Authors and Affiliations

  1. 1.Department of GeographyDr. Meghnad Saha CollegeItaharIndia
  2. 2.Department of GeographyPresidency UniversityKolkataIndia

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