Multi-criteria decision-making is gaining high popularity in solving decision-making problems in various fields. Decision-makers use multi-criteria decision-making methods to solve problems daily due to their capability of decomposing complex problems to their simplest form. This paper aims to review the literature from 2015 to 2019 to analyze the most common methods used in real-world applications. A review of 89 articles is presented to conclude that Hybrid methods are the most commonly used techniques in real-world applications in the period of 2015 to 2019. This paper also discusses the change in the trend of multi-criteria decision-making methods when compared to Mardani's article.