Considering the popularity and ubiquitous nature of mobile phones, the acceptance of m-Learning in educational institutions is limited. While several studies have reviewed m-Learning platforms, different settings and contexts make it difficult to collate these studies and discover the key factors for the successful adoption of m-Learning platform. This study uses meta-analysis technique to compare results from multiple studies assessing the critical m-Learning success factors. We find that learners perceive collaboration opportunities and anytime-anywhere learning possibility as the key benefits of m-Learning. Further, good content presented in a user friendly way is a primary expectation from an m-Learning application.