Score contribution per author:
α: calibrated so average coauthorship-adjusted count equals average raw count
One of the top priorities of most countries around the world is sustainable development, to achieve which financial inclusion is identified as one of the key elements. Thus, unlike previous studies, the current study aims to channel the impact of financial inclusion on energy efficiency by constructing a parametric-based index that covers availability, accessibility, and usage of the former. The index provides an overall picture of financial services in all the three covered aspects. The analysis based on novel econometric time-series approaches, the method of moment quantile regression and the robust least square approach, shows that financial inclusion increases energy efficiency. The impact is overall positive for each quantile, i.e. 25th–90th. The impact of green innovation, human capital, and political risk is also supportive for energy efficiency. However, the impact of political risk improvement exhibits negative in the initial stages and turns positive later. In terms of policy implications, broadening financial inclusion base with the promotion of green innovation and human capital is important to achieve higher energy efficiency. In the meantime, improvement in the political risk profile should also be considered for a stable financial system to pave the way for increasing energy efficiency.