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I would like to ask what are some general requirements, level of know-how, etc. that students must fulfil/have to get accepted in the top universities? I'm particularly interested in the STEM fields.

While I understand this varies per position, I would assume that this can be answered with either statistical information or experience.

For example, assume that a student has good grades, a publication or two, 1-2 letters of recommendation. Any chances?

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    Most graduate school applications require at least three recommendation letters. If you have less than that, your application may not even be seen by the admissions committee, no matter how strong it is.
    – JeffE
    Jul 28, 2013 at 18:25
  • Voting to reopen. The linked question asks about logistics of applying for PhD and postdoc positions; this question asks about qualifications.
    – JeffE
    Jul 29, 2013 at 15:06
  • STEM stretches from engineering (which in the US is usually put into a separate school; @Namey explained their process below) through biology (also lab/grants centered) to pure math and statistics (paid for by the tuition of students taking the required math courses, and hence a VERY different funding model). If you have a basic degree in math, you can try other disciplines. If you have a basic degree in industrial engineering, I doubt they would take you to a biology or pure math program. Define your problem more concretely -- if you can't, you won't become a good researcher.
    – StasK
    Aug 2, 2013 at 13:38

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This probably varies by field. I went into an Engr/CS department. I will say that grad school apps are a bit of a crap-shoot at top schools. There are certainly "talent picks" (e.g., people so amazing many schools would grab them without knowing where they'd fit), but in my experience top programs often have labs that have particular needs and "draft" PhD candidates who might fill them. If you expect to be funded with a stipend through grad school (and in my opinion, in STEM, you should be), somebody in the faculty needs to step up and allocate their limited grant funding on a candidate within the first year.

Since your tuition is going to be paid by one of the profs on the faculty, there's obviously going to be some level of preference toward students whose interests and skills match their needs. Hence, part of your likelihood of being accepted (and most of your probability of being funded) depends on who will have slots for PhD students and how those slots match up with your interests/skills. Or, in other words, you need to convince somebody that you are worth at least $70k over 4-6 years (in reality, more than that, as professors invest their time in training you to be useful).

In that light, you're really not applying for a "top grad school." You are actually applying to one or two labs in a grad school... with no idea if they can even take you on board. In my opinion, your statement in your application should directly reflect a lab (or two) that you would want to do work with. The whole remainder of your materials help support the claim that you would be an asset to those labs. This also means that you generally need to apply to quite a few grad schools if you want to get into a top one. Unless you know a program closely already, there is no way to know who has funding coming in, who is on sabbatical, or a hundred other things that could sink an otherwise solid application.

Obviously, good grades, good GRE scores in relevant areas, and prior research experience are all your first foot in the door. But none of them are enough, on their own. You need to write well (e.g., have a good statement), have great independent work ethic (e.g., leading teams, not just working on them), and your letters of reference need to be excellent. You'll also need three letters of reference at almost any top school. I don't think I applied to a single place that took less than that (though that was some years ago, so it could even be up to 4 in some programs!). If you can't find three profs who will speak highly of you, you're in trouble. If having a personal reference vouch for you even crosses your mind, don't even bother applying to a top program.

Finally, if you're applying to MIT or a few other places, you had better keep track of all the texts that you have ever used. They ask you to list them. Which is a huge pain to try to rustle up 3 years later, for the record.

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    I will also note that I was accepted to a top school with full stipend at the lab I was most interested in. However, I was also outright rejected from a number of "less brand name" schools. Despite the time cost involved (each app needs to be custom-tailored and you need to research each program carefully), I would apply to at least 8-12 schools.
    – Namey
    Jul 28, 2013 at 18:37
  • At least in engineering, you're not typically tied to a group until after matriculation. So it's not necessarily helpful to target a few specific labs, when it's not guaranteed you'll end up working for them in the long run.
    – aeismail
    Jul 31, 2013 at 15:13
  • It varies by department and school. I started a PhD directly from BS in a CS/Engr track and was linked to a lab from day 1. This may be different in other schools where you start on an MS track and then need to later "upgrade" to a PhD track. I would also say that targeting specific labs is overall a good thing as it shows: 1. You are interested in the program, 2. You have some idea of your research interests, and 3. What is the point of getting into any PhD program where the labs you're interested in wouldn't take you?
    – Namey
    Jul 31, 2013 at 16:18
  • I would also posit that anywhere that you first need to complete an MS track is likely a completely different animal.
    – Namey
    Jul 31, 2013 at 16:28
  • @Namey, in the last paragraph of your answer, what do you mean by "texts"? Do you mean books?
    – math
    Jul 31, 2013 at 17:45

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