, a transition in the level of child health outcomes can be observed. The proportion of anaemia amongst children was 74.3 percent (1998-99) 12 , 69.5 percent (2005-06) 13 and 58.4 percent (2015-16) 14. Also, the proportion of full immunization amongst children was 42.0 percent (1998-99) 12 , 43.5 percent (2005-06) 13 and 62.0 percent (2015-16) 14. The proportion of stunted children has reduced by 15 percent from year 1998-99 (46%) to 2015-16 (38%) 14 (Supplementary File S1). The country has achieved continued financial progress (over 5% growth in GDP) and decreased the poverty level by half (50% in 1993-94 to 22% in 2011-12). However, the improvement in the child health outcomes are still not at par with the international targets set by the MDGs 10,11. Existing literature suggests that nutritional status, blood anaemia level and VPDs, play a vital role in determining the overall development of child health 10,15. Stunting can be defined as a severe form of undernutrition and is identified as the height that is below two standard deviations from the median child growth standard laid by the World Health Organization (WHO) 16. Stunting proliferates the risk of poor health, which may affect scholastic and economic well-being of an individual in their later life 13,15. WHO defines anemia as a condition where either the number of red blood cells or their oxygen-carrying capacity becomes insufficient to satisfy the physiological needs of an individual's body 1. Children suffering from anaemia have weak immunity and are therefore at higher risk of having infections. Moreover, iron deficiency which is supposed to be the major cause of anemia highly affects the cognitive capacities like learning, memory and behavior of the children throughout their lifetime 16. Full immunization has emerged out as a worthwhile method to prevent a group of lethal diseases, generally referred to as VPDs 17. However, a large proportion of children in India, still do not receive all the doses of the full immunization schedule (around 40%) and it remains a key public health challenge 14. There is abundant literature which focuses on exploring the child health outcomes in terms of socioeconomic factors in different country settings. Though these studies explored the spatial heterogeneity and correlates of child malnutrition and different doses of full immunization coverage 15,17 , the relationship between child health (malnutrition) and health care utilization (immunization) with paternal characteristics has not been previously explored. Recent developments in public health research suggests that geospatial mapping and modeling of different demographic and epidemiological events by inter-linking different exposures help in the identification of the pockets and therefore, help in accurate resource allocation. This would, furthermore, help the government and policymakers to address the need of the community and, therefore, achieve the latest targets set by the Sustainable Development Goals (SDGs)-2015-30. Thus, the present study aims to explore th...