This study aims to review the development of research related to performance measurement of Islamic banks and various alternative models throughout the development of Islamic banking. It uses a meta-analysis approach to identify other previous studies from various journals and relevant researches based on the development of research topics. The results show that the measurement of Islamic bank performance mostly uses financial performance measurements similar to conventional bank performance measurements which use financial ratios and efficiency. There have been a number of serious efforts to develop alternative models for measuring the performance of Islamic banks to better reflect their nature and objectives. These models include: Islamicity Index, Economic Contribution and Muslim Communities, Social Performance Index, Maqashid Index, and Islamic Bank Maqashid Index. However, eventually these models are still in the early stages of development and have a number of weaknesses. Thus, it is still necessary to develop a model for measuring Islamic bank performance that is relevant to its philosophy and objectives. A relevant, suitable and comprehensive performance measurement is vital for the effectiveness, resilience and sustainable development of Islamic banks in the future.