Which Professors Should You Ask for Non-Research LORs?

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When seeking letters of recommendation (LORs), it's ideal to obtain them from professors with whom you conducted research, but many students face limitations in this area. Students often need additional LORs from professors of classes where they performed well. However, strong grades alone may not suffice if there is little interaction with the professor. A notable challenge arises when there is a significant gap between taking a class and requesting a recommendation, as in the case of a student who excelled in a class but had minimal engagement with the professor. Conversely, students may consider asking for LORs from professors in subjects they are passionate about, even if their grades are not the highest. The quality of the relationship and the professor's ability to speak to the student's potential and exceptional qualities can outweigh the grades achieved. Ultimately, the preferred approach is to secure LORs from professors who can attest to the student's exceptionalism, regardless of GPA, and who can provide context for any discrepancies in academic performance.
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Of course, it's preferable that you get your LORs from a prof you did research with.

But many people can only get one LOR from research. They still need two other LORs.

Of course, those LORs can preferably come from classes where the student did well in. Okay, like, there was one class where I got a 4.0 in, and where my grade was a clear outlier compared to those of everyone else. But I didn't talk to the professor much, and there will be a 2 year-gap between my taking the class and my asking for a recommendation. (although the professor is one of the contributing authors of the famous Cosmic Variance blog - she doesn't have much time for chatting though). There are other professors who I probably fraternize better with, even though they taught classes where my grade didn't swamp the grades of everyone else. Anyways, I really LIKE planetary science, and can chat with professors on hours about it. But I didn't do exceptionally well in those planetary science courses (3.7 in one of them - didn't do better since I was intensely focused on harder classes and was too complacent for midterm [though final was among top scores in class], 3.6 in a grad-lvl planetary atmospheres one). The professors in those courses are also quite famous (one's a member of the National Academy of Sciences), and they seem to have more time for chatting.

Alternatively, one could seek for LORs from professors who one didn't even take a class in.

So what is the preferred option? You should seek LORs from professors who think that you're exceptional. But it's hard to demonstrate that you're exceptional in a class, unless your grade swamps the grades of everyone else (and that can be said in one sentence), in which case a 4.0 doesn't just say enough.
 
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LORs shouldn't just say that you did well in class, I guess it would be great if you could get them from professors who would say your exceptional even if you didn't get the highest grades, that's what I'm doing, i got letters from professors who would explain my lower GPA in some areas
 
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