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What ever you study focus on the fundamentals first then move into specialties. If you want to do machine learning do a CS degree with a focus on algorithms and machine learning. Avoid the fancy degrees being offered, there's no shortcut to complicated academic disciplines. When I went to a university in the late 90s there was an IT degree that was new. Most of everything they studied is now obsolete and it looks bad on the resume. I studied CS and the core skills it gave me are still valuable.
Depending on what you want to do, unless it is highly specialized most current thinking is to have them study where their interests are (in a marketable area) with an interesting major/minor because a high percentage of workers don’t end up doing work that is exactly their degree.
Blockchain engineering.
Artificial Intelligence; digital marketing; software engineering. I guess it really depends on their personality and what they like! There's a lot you can do for a tech company even if you're not technical!
CS + Econ