There are a few reasons that Joomla components fail during installation. You can find clues in the errors you receive. Usually the reasons are a too low max_execution_time or memory limit setting in your php.ini, or an existent prevoius version of the same component noy unistalled properly.
Another possibility is to install from a directory. Here you will avoid the uploading the package, which can solve some issues.
In summary: