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Review
. 2025 Jun 12;17(6):e85827.
doi: 10.7759/cureus.85827. eCollection 2025 Jun.

Outcome Comparability and SWOC (Strength-Weakness-Opportunity-Challenges) Analysis of the National Family Health Survey (NFHS) 1 to 5 for Demographic, Maternal and Child Health, and Behavioral Determinants

Affiliations
Review

Outcome Comparability and SWOC (Strength-Weakness-Opportunity-Challenges) Analysis of the National Family Health Survey (NFHS) 1 to 5 for Demographic, Maternal and Child Health, and Behavioral Determinants

Lalima Gupta et al. Cureus. .

Abstract

The effective development of health programs requires the practical application of evidence-based strategies, equitable financial allocation, and the integration of operational research into public health actions. These elements are essential for attaining measurable improvements in healthcare systems and population well-being. By aligning research-driven approaches with policy implementation, we can accelerate progress toward achieving Sustainable Development Goal 3 (SDG-3) targets. This study aimed to engage in an in-depth, evidence-based quantitative and qualitative analysis of National Family Health Survey (NFHS) datasets, as well as a category and sub-category-wise comparability assessment of health indicators. Each round of the NFHS outcomes was analyzed for its application towards programmatic development, implementation, and evaluation. Studies analyzed were representative of each of the studied categories, i.e., demography, maternal health, child health, and behavioral pattern. Literature published under the subheads demography (159), maternal health (286), child health (318), and behavioral pattern (94) and indexed on PubMed Central were analyzed for inferential patterned study. This was followed by the outcome comparability and Strength-Weakness-Opportunity-Challenges (SWOC) analysis of trends, emphasis, and applicability. This trend analysis was quantitatively and qualitatively analyzed. There was a deviation in sub-criterion identification over various rounds, posing challenges to the use of NFHS data with multiple, varied, and rich resources available for healthcare and support. The lowest expected decline per round compared to their previous rounds in stunting, wasting, and unmet need for family planning was -2.5%, -4.3%, and 1%, respectively. In contrast, the lowest increase per round for female sterilization and antenatal care (ANC) was +1.3% and +1%, respectively. Strengths include the quality of data, sub-categorization over NFHS rounds, use of new tools for assessments, and elimination of some parameters. Weakness was illustrated through unsynchronized conduct of rounds, viz., 6, 7, 10, and 5 years' time gap observed in NFHS-1, 2, 3, 4, and 5, respectively. Opportunity of using data for national development initiatives and fulfilling Sustainable Development Goal-3 can be availed to benefit the healthcare-deprived masses. Threats include intrinsic limitations of data collection, processes of outcome measures for addressing upgradation needs, especially of Reproductive, Maternal, Neonatal, Child Health + Adolescents (RMNCH+A), National Programme for Prevention and Control of Non-Communicable Disease (NPNCD), and national nutrition programs. The policy development, programmatic design, intervention implementation, effectiveness assessment, and National Health Program evaluation need stronger, consecutive, and appropriate evidence datasets for public health action. The felt need of public health intervention can be augmented significantly by using NFHS datasets over time while ensuring adaptable, flexible, and resource-friendly mechanisms of action. Triangulating NFHS datasets, programmatic needs, and financial allocations will hence help create user-friendly public health networks.

Keywords: child health; demography; maternal health; nfhs; trend analysis.

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Conflict of interest statement

Conflicts of interest: In compliance with the ICMJE uniform disclosure form, all authors declare the following: Payment/services info: All authors have declared that no financial support was received from any organization for the submitted work. Financial relationships: All authors have declared that they have no financial relationships at present or within the previous three years with any organizations that might have an interest in the submitted work. Other relationships: All authors have declared that there are no other relationships or activities that could appear to have influenced the submitted work.

Figures

Figure 1
Figure 1. Number of indicators for demography and maternal and child health in NFHS rounds
NFHS: National Family Health Survey

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