i've done lots of data science take homes, and the vagueness is a huge killer. they'll hand you a dataset and give you an open ended prompt to 'analyze it'.

do they just want to see that yoiu know how to load a csv file and make a barplot? or do they want a showcase of advance statistical modeling to see where your ceiling is?