Authors: Ramavath Balaram

Abstract: Digital financial services (DFS) have become an important mechanism for extending formal financial services to geographically and economically underserved populations. However, the availability of digital channels does not necessarily translate into meaningful or diversified participation in formal finance. This study examines the relationship between DFS usage intensity and access to formal financial services among rural households in India, with particular attention to digital literacy and trust and perceived security. It further examines whether education and network quality condition the relationship between DFS usage and formal financial access. Primary data were collected through a structured questionnaire from 402 rural respondents using a multi-stage sampling procedure. The study employs descriptive statistics, Cronbach's alpha, Pearson correlation, and hierarchical multiple regression with interaction terms. The findings indicate that awareness of DFS is relatively high, but actual usage and engagement with diverse formal financial products remain comparatively limited. Bank-account ownership is high at 94.5%, whereas formal credit, insurance, and pension or investment participation are substantially lower. DFS usage intensity is positively associated with formal financial access, while digital literacy and trust and perceived security also demonstrate significant positive relationships. In the hierarchical regression analysis, the addition of DFS usage intensity, digital literacy, and trust and perceived security increases adjusted R² from 0.19 to 0.41. The final model further increases adjusted R² to 0.44, with significant interaction effects between DFS usage and education and between DFS usage and network quality. The findings suggest that rural financial inclusion increasingly requires a shift from basic account ownership toward meaningful and sustained use of formal financial products. Strengthening digital literacy, network infrastructure, consumer protection, and trust in digital financial channels can improve the effectiveness of DFS as an instrument of rural financial inclusion.

DOI: http://doi.org/10.5281/zenodo.22688853