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This study aims to reinvestigate the long run relationship between credit market development and economic growth in Nigeria covering the years between 1981 and 2016 by applying recently developed econometric techniques. In addition to measures of credit market development indicators of domestic credit to the private sector and broad money, trade openness, foreign direct investment and urbanization are also included in estimations to overcome the omitted variable problem. The measure for economic growth used is real gross domestic product. To the best of our knowledge, no study has been conducted before, examining these relationships with all these listed indicators. Therefore, this study proposes to close this gap in the literature. To capture the long run effects, we used ARDL, Fully Modified Ordinary Least Squares, and Dynamic Ordinary Least Squares estimator approaches. Findings uncover that (a) a long run equilibrium relationship exists between credit market development and economic growth, (b) economic policy makers are required to seek after developing the credit market with the main intention of guaranteeing that banks and other money related establishments are enabled and empowered to give the essential funds to the beneficial part of the economy which are urban and private sectors. [ABSTRACT FROM AUTHOR]