This Q is for “insiders” (adcoms/faculty): can you likely tell which applications are from applicants who’ve likely have hired $$$ private advisors?

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It's a little more challenging with genAI now that tends to make milquetoast of just about every PS.

Honestly, the personal statement is more a village statement than a personal one, and I tell my screeners and adcoms to consider it a product of the environment the applicant has surrounded themselves with. It cannot be presumed to be a predictor just as a "first date" has no predictive value of "marriage material." And there are people who throw serious $$$ for dating coaches or advice.

In short, I wouldn't care. You should get your PS read by trusted editors. It's easier to identify those applicant essays that haven't or taken too much internet advice to heart. If you paid coaches, you better get your money's worth. You pay for conditioning/strength coaches to get on your favorite athletic team if you're serious about it. That is one of the sad things about "the game" of undergrad or professional school admissions... but that's why we have you run through these other SJTs or interviews.
 
I think the kinds of students that can afford good third-party advising very likely don't need it. Not only have they had facilitated access to experiences and broader academic services throughout their lifespan, but through the concerted effort of dozens of people, they are constantly having their story mirrored and reinforced.

Think about it this way: if your parents are oncologists and set up your shadowing, experiences, and research to be in that area, you're probably not going to wax poetic about emergency medicine. Everything is pre-ordained and organized for you from the very beginning, and so the struggle of getting to the application and having to integrate and synthesize something cohesive out of simply what was available is not a problem for you. You can probably get away with minor revision at your university's writing center.

In other words, of course it's easy to assume someone with this access may come across as too polished: this applicant already has their essay "written" their first day of college. It's more self-fulfilling prophecy than it is a retrospective reflection.

Conversely, the students who don't have the luxury of getting to take the scenic route struggle at pretty much every step and may come across as materially unprepared relative to the broader pool of applicants. It's like navigating an obstacle course blind.

A well-placed consultant could relay (at minimum) what the obstacle course looks like and perhaps even provide more personalized guidance if possible—but even that is unequal. Because if you spent your entire career advising people with unlimited resources, opportunities and stability to follow your instructions, you may find yourself confused on what to do with the applicant who has none.

Of course, we're talking about extremes on either side. The truth, statistically, is that many more applicants belong to the former extreme than the latter, though, and the shades of grey in between are still objectively resources not available to all applicants. I don't think we should even bother talking about legacies or donors.

This process is deeply unfair even before it ever starts. The haves receive copious, even ostentatious degrees of help to the point where all you need to be successful is a warm body... the have-nots are structurally gatekept and dissuaded from competing at all. It's so much more that plays into the perception of where one falls in the class hierarchy from the perspective of admissions than just whether or not you hired a consultant.

If you are lucky enough to have, it's hard to hide a Fulbright or Rhodes, no matter how rough and "unpolished" you may choose to write about it.

Ultimately, the struggle of "polish" is a lot of hand-waving nonsense that really just means your life has been so heavily managed that the writing and epistemic position of its narrator lacks a sense of responsibility and self-directed struggle/discovery. Like, it's giving NPC.
 
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This Q is for “insiders” (adcoms/faculty): can you likely tell which applications are from applicants who’ve likely have hired $$$ private advisors?
Are such applicants/applications “too polished”?
No.
We're pretty good at sussing out what's been written by AI and professional writers, though.
 
I mean I can tell which people come from wealth (which is most admitted students to be honest). I don’t hold that against people.

Can I tell which specific people have been coached? Probably not.

They might get filtered out before they reach my desk though. I’m not screening, I’m reviewing the apps that have been pre-screened by people who know way more than me.

I will say, the stereotypical “silver spoon” applicant who has a bunch of somewhat meaningless “mission trips” and etc leaves a bad taste in my mouth generally. I’m seeing less and less of that lately (either because you premeds are catching on or because they’re getting prescreened I guess).
 
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