Journal of Indonesian Applied Economics
Vol. 13 No. 2 (2025): August - December 2025

THE EFFECTS OF FINANCIAL INCLUSION, BANK-SPECIFIC FACTORS, AND MACROECONOMIC CONDITIONS ON NON-PERFORMING LOANS IN INDONESIA

Muntashir, Muhammad Afif (Unknown)



Article Info

Publish Date
29 Aug 2025

Abstract

Purpose This study aims to determine the influence of financial inclusiveness, bank-specific factors, and macroeconomic conditions on the value of NPL in Indonesia. Design/methodology/approach The method used in this study is dynamic panel data, and the estimation parameter used is the Generalized Method of Moments (GMM) with data from 33 provinces in Indonesia for the period 2013-2023. Findings The results obtained indicate that there is no significant influence of inclusive finance on the NPL value. The LDR has an influence on the NPL but it is not significant. The amount of credit has a positive and significant effect on NPL. PDRB has a positive and significant effect on the value of NPL. Inflation has a negative effect, but it is not significant on NPL. In the long term, the amount of credit and PDRB have a significant effect on NPL in Indonesia Research limitations/implications Financial Services Authority and banks need to strengthen financial inclusion programs by expanding access to services to remote areas and increasing community financial literacy through education and partnerships with local institutions. Banks must also tighten credit risk analysis by implementing data-based technology, such as systems scoring which is effective for borrowers to screen high-risk borrowers Originality/value The novelty in this research is the use of financial inclusion variables Financial Inclusion Index in looking at the impact on non-performing loans in 33 provinces in Indonesia for the period 2013-2023.

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Journal Info

Abbrev

jiae

Publisher

Subject

Economics, Econometrics & Finance

Description

Journal of Indonesian Applied Economics (JIAE) is an online journal sponsored by the Faculty of Economics and Bussiness, Universitas Brawijaya. The purpose of this journal is to enhance the study of economic issues on all aspects of applied economics and ...