Theme of this thesis is how to choose between agile methodologies of software development. Several agile methodologies, such as SCRUM, Kanban and eXtreme programming are described and also methods of choosing between methodologies or management techniques are discussed. New method of multi-criteria decision process on how to choose between Agile methodologies based on multi-dimensionality is presented with option of improving agile experience by adopting additional techniques. Diploma thesis can serve as managers' hand-book for those who want to change their current software development methodologies or are searching for ways of improving their agile adoption.