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Explanation: This will depend on your target audience. Although andragogy is a valid term, it is not a very common one. My friends at Filozoficka fakulta, who studied andragogy, used the term "adult education" in English.
I've just checked google:
"degree in andragogy" has only 4 hits
"degree in adult education" has 10,300 hits.