Beyond the Bank Account: Measuring Responsible Financial Inclusion through Usage, Suitability, and Consumer Outcomes

Background
Account ownership has long served as the principal indicator of financial inclusion progress, yet evidence from
India and other emerging economies suggests that ownership and welfare are weakly linked when accounts lie
dormant, products misfit consumer needs, or grievances go unresolved.
Objective
This paper proposes a Responsible Financial Inclusion Index (RFII) anchored in three pillars: usage, suitability, and
consumer outcomes. The conceptual framework draws on Sen's capability approach, the CGAP responsible finance
agenda, and the Findex measurement tradition, treating inclusion as the expansion of effective financial freedoms
rather than the holding of an account.
Materials and Methods
Applied to Indian district-level data for the period 2017 to 2024 and supplemented by an original household survey
of 850 respondents across four states and 32 semi-structured interviews, the index is constructed through principal
component analysis and cross-validated using the Alkire-Foster dual-cutoff method. A structural equation model
then tests a mediation pathway linking usage, suitability, and outcomes.
Results
Illustrative findings indicate that suitability mediates a substantial share of the usage-outcome relationship, while
disclosure comprehension and grievance redressal emerge as the most consequential suitability indicators for
financial resilience and subjective well-being.
Conclusion
The paper offers regulators a diagnostic instrument for monitoring inclusion quality across districts and population
segments and contributes a measurement framework attuned to consumer protection.