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I noticed that in some member's profile, this area of their profile is not visible. How do I go about making this particular info in my profile invisible as well.

TIA

Go to your User CP>Edit Options>Login & Privacy, check "Use Invisible Mode" scroll to the bottom and click "Save Changes"

Thanks. I'm guessing that even though I can still see my last login time, others can't.

That is correct sir.