Vanitha, P.S.Alathur, S.2026-02-042023International Journal of Mobile Learning and Organisation, 2023, 17, 46054, pp. 227-2531746725Xhttps://doi.org/10.1504/ijmlo.2023.128345https://idr.nitk.ac.in/handle/123456789/22171This paper aims to analyse the use of mobile phone assisted services in civic and academic learning. General and education-related learning applications useful to educate the users are considered as the input. This paper explores the literature into two different aspects: general and education-related mobile applications. The sentiment analysis is carried out to study users' emotions towards the mobile learning (mLearning) service. More than 30,000 tweets were collected. Through sentiment analysis, the users' awareness about mLearning application is analysed and compared. Fewer studies have reported the usefulness of civic learning apps introduced by government agencies. Moreover, the users' perceptions towards the mLearning apps in higher education are also less reported in the Indian context. The findings show the importance of improving mLearning services initiated by government agencies for civic and education-related learning. The suggestions are also provided for the improvement of mLearning services in India. © 2023 Inderscience Enterprises Ltd.civic learninge-governance IndiamLearningmobile learningsentiment analysissocial media