Systems and methods for using message data analysis for response recommendations are disclosed. For example, personalized emojis may be generated utilizing one or more image-capture techniques and/or analysis of image data depicting a user. Those personalized emojis may be saved to a library of personalized emojis may be utilized to respond to received messages. Analysis of received message may also be performed, and the results of the analysis may be utilized to recommend automatic responses, including previously-generated personalized emojis.