Gender equality and accountability in SME bank lending: evidence from the United Kingdom

Purpose This article studies gender-based disparities in UK small and medium-sized enterprises (SME) bank credit application outcomes. It treats the issue as both a credit market inequality and a social accountability concern. It examines whether female-led and female-owned SMEs achieve equal approval rates to male counterparts, and stress-tests this under two additional conditions that are geographic peripherality and firm-level informational opacity. Design/methodology/approach The study uses the UK SME Finance Monitor, 2011–2017, with 131,285 firm observations. It estimates applicant-level probit models for overdraft and term loan success, adds Heckman selection checks, and runs robustness and additional tests for peripheral regions and informational opacity. Findings Female entrepreneurs do not face systematic disadvantage in formal UK bank credit approval outcomes. The main result holds across overdrafts and term loans, remains broadly robust across specifications and does not weaken in peripheral areas or among more informationally opaque SMEs. Research limitations/implications Although the repeated cross-sectional data do not allow within-firm analysis and cannot capture loan size, funding shortfalls, price side barriers or post-2017 alternative finance developments, the results suggest that future research should move beyond approval rates and examine how lending criteria and newer credit technologies shape accountability, transparency and inclusion in SME finance. Practical implications Policy concerns about female entrepreneurs' financing disadvantage should not be automatically extended to formal UK bank approval outcomes. Even so, accountability concerns remain, especially around lending criteria, transparency and monitoring of data-based credit assessment tools. Originality/value The article adds large sample UK evidence, separates overdrafts from term loans, tests spatial and informational frictions, and links SME lending outcomes to social accounting and accountability.