See Later + Keep In Touch repeated across 3 McKinsey recruiting cycles — headcount issue or profile gap?

Hi, 

Honestly, from what you describe, I would read this much more as a supply / headcount issue than a fundamental “you’re not good enough” signal.

A few reasons:

First, getting kept in Keep in Touch repeatedly is not how firms treat profiles they have clearly screened out. The fact that you:

• stayed in KIT multiple cycles
• passed Solve twice
• had a recruiting partner engage with your profile

all suggests there is interest.

Second, decile 7 on Solve is solid. Maybe not a “blow the doors open” score, but certainly not something that explains repeated non-progression by itself.

Third, “See Later” often literally means what it says — timing, pipeline management, headcount, office needs. People sometimes read it as a hidden rejection; often it isn’t.

Could there still be something in the profile positioning to improve? Possibly. There almost always is. But I would not conclude there is some major hidden gap.

Also yes — I’ve seen many STEM candidates break in without a top global MBA. That is absolutely possible.

My honest read:

• your profile seems close
• this may be more about timing than fit
• I would keep pushing, not interpret this as a dead end

If anything, I might actually consider reconnecting with that partner at some point. Politely and thoughtfully. It’s not “annoying” if done well.

And one last thought: sometimes after several cycles, an external perspective on positioning can help a lot. Small things in CV narrative or application strategy can matter more than people think.

Are you applying for a generalist consulting profile or an expert track in technical consulting? My answer might change slightly depending on that question. 

Headcount could be an issue but over that prolonged period not really anymore. Especially in the generalist consulting path there might be short-term over hiring with respective hiring slow downs but 1) I dont know of that being the case in these three years and 2) they never truly stop hiring. However, if you apply for an expert role I know that hiring has slowed down over the last few years for them. 

That means the uncomfortable truth is probably that there is something missing in the profile. If it was stellar you wouldn't be kept on the KIT list and if it was not at all good enough they would have declined you. So, while Mauro is right, there are people with STEM background and without a top-tier MBA breaking into MBB, it is one of the harder paths. What exactly is missing is something I wouldn't dare to pinpoint but it would be an excellent question to ask your partner contact as he is probably aware of your situation and their decision on it. 

The same answer goes for the Solve game - It's not bad but apparently wasn't off the charts enough to force an interview.

So in the end a good enough in every section might not actually be good enough because the "spike" (being extraordinarily good in some specific thing) is missing.

I hope that helps and you don't get discouraged. Utilize your contacts at the firm as much as possible, try to go on recruiting events to talk with the HR people and force more clarity on your situation. 

Thanks for the full context.

Three "See Later" outcomes with a partner forwarding your CV is a real signal. It tells you two things. Your profile is good enough to be in the conversation. But something is consistently keeping you below the interview bar.

On your questions.

See Later vs headcount. In my experience, it is both. McKinsey uses See Later partly as a soft no with future optionality and partly when stronger candidates are in the same cycle. After three cycles, headcount alone does not explain it. There is likely a profile gap.

Decile 7 on Solve. Acceptable but not strong. McKinsey typically wants 8 to 9. You cleared the gate but did not impress, so the rest of your profile has to carry more weight.

STEM without a top MBA. Possible but harder for full-time Jr Associate. You need either exceptional differentiation or very strong internal advocacy.

Most candidates in your spot hit one of three walls. Profile is solid but not differentiated. Environmental regulator and technical consulting are good but do not scream McKinsey. CV and cover letter are not at McKinsey standard. Or casing has hidden blind spots that only a live interviewer catches.

What I would do.

• Get an honest CV and cover letter review from someone who has screened McKinsey applications.
• Do one or two case sessions with a former MBB interviewer. Specifically to test if your case performance is at hire level.
• Reach back out to the partner. Do not ask "should I apply again". Ask for 15 minutes of candid feedback on what is missing. Partners respect that.
• Consider tier 2 first. Strategy&, Oliver Wyman, Kearney, Roland Berger. Two years, then lateral. Many people get in this way.

Do not take this personally. The bar is narrow and there is randomness. Three near-misses means you can clear it, you just need an external read on what is missing.

Good

Sorry to hear about this.

If I understand correctly, you're always failing at the screening phase. What you can control here is the strength of your application. For instance:

• CV & CL - most people underestimate how good these need to be. In fact, most people send their as an 80% version of what they could be because they don't know how to best present their experience
• Referrals - critical in increasing your chances of passing screening. I'll add some resources below so you can read up on this
• Screening tests - actually, this is the one area that people really focus on, and you should just make sure that you can get as much exercise in as possible

Sharing here some additional resources:

• • Expert Guide: How To Get Referrals Via LinkedIn?

• • Expert Guide: Build A Winning Application Strategy

Best,
Cristian