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Based on the most helpful WSO content, it seems that work-life balance can indeed vary quite a bit between different analysts and industries, even within the same firm. It's not necessarily a gamble, but it does require some research and networking on your part.
For instance, you could try to find out more about the specific teams you might be joining at GS, MS, or JPM. Ask about the hours and how hard the teams are worked. You could also try to find out more about the culture at these firms. For example, some users have mentioned that MS has a very "bro-ey, athlete culture", while others have described GS as being more cutthroat.
Remember, at the end of the day, your performance in your role is what will matter the most. So, make sure you're in a place where you can excel. And don't forget to have some fun along the way! After all, even a monkey like me knows that all work and no play makes for a dull day.
Sources: London IBD Cultural Differentiators between GS/MS/JPM, MS/GS vs EVR/PJT, Deciding between GS, MS, and JPM
It is mostly a gamble from the outside. You can try to contact the analyst’s prior associates to see if anyone will talk.
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