Kaj_Sotala comments on Starting University Advice Repository - Less Wrong
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On the margin I think its usually better to take less and/or easier courses. It is better to do very well on an easier schedule than do "ok" on a hard schedule. If you apply for a job or grad school everyone will look at your gpa. If a semester is too easy this is not a serious problem. You can always read an extra textbook or do some coding projects in your spare time. Next semester you can up the difficulty. If a semester turns out to be too hard and you do badly the penalties are real (though survivable).
This might be cultural/regional; in Finland it's common for employers to not care about grades, just whether or not you have a degree. (Though grad school will definitely care about the grades.)