What I've learned from a few dozen conversations about hedge fund hiring
And advice for those navigating it
I’ve had conversations with a few dozen people about this recently. I also did several office hours with MBA students from a strong program, which gave me a better sense of how things look from their side of the market.
The landscape has changed
The first thing worth saying is that the landscape has changed. What is happening now has been building for the better part of a decade, and I think it is going to become a lot more obvious from here.
The big pod shops get a lot of the attention, and for good reason. No one is investing the same level of focus, resources, and rigor into identifying and developing talent as these firms. They are playing a somewhat different game than the rest of the industry.
I’ve had less direct exposure to that world than I have to single managers and long-only shops, and I have fewer contacts there, so take this with that caveat. But from where I sit, the basic logic is pretty clear: in a high-churn, performance-driven, increasingly mercenary business, especially at the more senior levels, pedigree matters because it lowers perceived risk. If you are hiring at scale into an environment where not everyone will make it, the natural tendency is to favor people with stronger credentials and backgrounds that suggest they will be relatively plug-and-play.
A clarification on “pedigree,” because I’ve gotten pushback on this and I think the pushback is right. At the undergrad level, the pods are actually some of the least pedigree-driven recruiters in the industry. The biggest academy programs are pulling from state schools and non-target campuses at a rate that would surprise most people. These firms are casting wide nets and selecting on raw talent and reps, not school logos. That is genuinely impressive, and worth watching.
The more interesting thing is what happens over time. Because the big pods are doing the most rigorous work around figuring out who is actually good at what and why, they end up producing the people with real, legible track records. At more senior levels, that becomes its own form of pedigree — not where you went to school, but that you ran a book at one of these firms and the numbers are verifiable. The pods have effectively replaced the old credentialing system with their own.
That matters for the rest of the market. If you are a single manager trying to hire, the pods are identifying raw talent earlier than you at the junior end, and producing the only verified track records at the senior end. The talent funnel is narrowing from both directions.
That dynamic is well understood. What I think people underappreciate is how much it is changing the rest of the market too.
Most of the students I talk to are not only thinking about pod roles. They are thinking about the full landscape: pods, big long-onlys, single-manager long/short funds, single-manager long-only shops, and the long tail of RIAs and adjacent firms. But even outside the pods, the pods are increasingly shaping the talent market.
Everyone says entry-level buyside roles have gotten more competitive. That is obviously true. But it has become even more apparent to me recently, and I think one major reason is that the large pod shops have become much more intentional about talent development. Point72 Academy is the clearest example. BAM has moved in a similar direction. Whether that is because these firms are identifying talent earlier, or simply because they have gotten so large that their influence spreads more naturally, the result is the same: training that used to be more contained is now diffusing outward through schools, clubs, and student networks.
I do not remember seeing this to the same degree when I was in school.
Today, an undergraduate can get good much faster than before. The general level of the game has risen, as it naturally does over time, but there is also a specific institutional transmission mechanism at work. A strong student goes to Point72 or BAM for a summer, comes back to campus, and teaches others what they learned. Then maybe two students from that school get those seats the next year. Then more. It compounds. And because these firms have more seats than most single managers, their practices and expectations end up influencing the broader pipeline in a way that a great single-manager fund often cannot.
The effect is not just that students are more polished. In many cases they are learning to do real investment work earlier. They are learning how to generate ideas, how to frame a thesis, how to ask better questions, how to research more rigorously. The best shops are not just running smarter internships. They are investing in talent formation itself. In many cases, they are also treating internships more seriously as learning environments instead of as prestige filters or low-level grunt work.
External resources have improved too. BIWS was very useful for learning Excel and modeling. But a platform like Brett Caughran’s Fundamental Edge reflects something important: there is much more to being a good investor than knowing how a DCF works. The overall ecosystem around analyst development is just better than it used to be.
That is the backdrop. Against that backdrop, I have noticed something interesting in the questions students ask.
The wrong question
A lot of them are asking some version of: am I going to pigeonhole myself if I choose X instead of Y? Long-only or long/short. Pod or single manager. Generalist or specialist.
I understand why people ask that. But I think it is the wrong framing for the vast majority of people.
The question assumes you can map your trajectory in advance. It assumes you know which jobs you will like, which environments you will perform in, which seat is “right,” and how each choice will shape the next one. A very small number of people probably can think that way. Usually those are the people at the absolute top of the pedigree game, the ones who have already demonstrated such a high level of performance and competitiveness that betting on a tightly managed path may make sense. That is a different game. I tried, briefly, to play some version of that game myself before realizing it was not going to work for me.
For most people, though, it is a bad way to think.
One reason is existential: a lot of people do not even know why they are doing what they are doing. They are pursuing a path that is legible, impressive, and high-paying, but have not really stopped to ask what they want, what sort of life they are building, or what tradeoffs they are implicitly accepting. I will not go too far down that road here, except to say that The Pathless Path should probably be required reading for graduating students heading into high-status careers.
The other reason is practical. This career strategy is fragile. It works very well for a small minority of winners. But for the majority of people, it creates bad outcomes. If you burn out, get pushed out, end up at a mediocre firm, or simply realize too late that the path is not a fit, it can be hard to recover. In this excellent interview, Derek Pilecki touches on the challenges of this industry down the line:
“If you lose your job anytime after the age of 32, it’s hard to get another job, right? Once you’re off the track, you’re done. And the business doesn’t hire mid-career analysts. There’s a lot of people who get into the business and then in their 30s or 40s have to go find another career. And so I think it’s risky from that standpoint… I think that’s, there’s some things that people don’t talk about. Like I’ve had a lot of friends who lost their job in their late 30s or 40s and weren’t able to find a new seat. And they struggle. So while the rewards can be great on the upside, it can really mess with you mid-career, midlife, you know, you have a young family and you’re trying to reinvent yourself. That’s a real possibility. That’s brutal. Yeah, absolutely brutal.”
What to optimize for instead
So what should you optimize for instead?
I think there are three things.
1. Focus on your ability to provide value
This is what people making hiring decisions are actually trying to assess, whether they articulate it that way or not. The currency of this business is ideas. If you are talking to an analyst or PM and you show them something interesting in their wheelhouse, they cannot help but pay attention.
I continue to be surprised by how many people apply for analyst roles without managing a personal account, without having stock ideas on hand, without any real evidence that they are actively practicing the craft. It is the equivalent of applying to the orchestra without ever having played an instrument.
But it is worth being specific about what “value” means here, because not all research is created equal. Differentiated primary research is important. Everyone has access to Tegus and the same expert network transcripts. What stands out is the person who digs up a data source the sell side is not using, files a FOIA request, calls distributors, walks a competitor’s store. That kind of work reads completely differently — and PMs can tell.
The real gold standard, though, is differentiated research that actually drives the stock. There is a difference between finding an interesting data point about a company and finding the data point that the stock trades on. A creative alt-data source on an insurance company’s affiliated exposure percentages is interesting work, but if the stock does not move on that metric, it is an academic exercise. The same effort pointed at a company where the market is specifically debating unit growth or churn or pricing — and where you have a proprietary read on it — that is what people will pay for. Understanding what a stock trades on is half the battle.
If you are reaching out to an investor, send ideas. Attach three stock picks. Put a line or two on each. Tell them which one you think is most relevant to their strategy and why. Make it easy for them to evaluate whether you can contribute. If it is in their wheelhouse, they can assess it quickly. And if you demonstrate that you can provide value, they are much more likely to hire you, help you, or remember you. Even if they are not hiring, it is often a positive-EV interaction because good talent is hard to find and people tend to want to help when they see the real thing.
2. Focus on team
More specifically, focus on the people you will actually learn from. Who are you reporting to? Who are you working alongside? Who is going to teach you what good looks like? Who is going to help sharpen your judgment, your process, and your standards?
That matters more than most of the abstract career-path questions people obsess over. The right team can accelerate your development enormously. The wrong team can leave you with the title and logo you wanted but without having learned how to actually do the work. If you cannot find those people around you, look elsewhere. They do exist. Some are at funds. Some are on the internet. Some are on FinTwit. Some are building in public. Build relationships with people who have real edge and figure out what is valuable to them.
3. Build antifragility through network and personal brand
At some point over the next twenty years, most people reading this will find themselves in some kind of bad work situation. They will be fired, laid off, stranded in a bad seat, stuck at a firm that is deteriorating, or trapped in a role they should have left earlier. That is normal. The people who navigate those moments best are often the ones with a real network and some kind of reputation outside the four walls of their employer.
Creating content is, in my view, the best way for an individual to build that today.
Yes, compliance can make that difficult. But there are still windows where it is easier: when you are in school, between jobs, or in roles with more flexibility. And not everything you publish needs to be a stock pitch. You can write about industries, process, books, lessons, career observations, interesting business history, or even adjacent personal interests. The point is not just audience growth for its own sake. The point is to create surface area for luck, relationships, and future opportunity.
One clarification
One clarification here: this is not equally true across all professions.
In many careers, the traditional formula still works pretty well. Good school, good grades, good job, strong pedigree. If you go into FP&A, accounting, investment banking, law, or other more legible professions, that path is often still a fairly good bet if your goal is stability and paying the bills. You can still benefit from the three principles above, but the baseline system gives clearer feedback and is generally more reliable.
Public equity investing is different.
Public equity investing is much closer to an apprenticeship model. Performance is harder to judge than people want to admit. The pods, in my opinion, do a relatively good job of evaluating talent. But many single managers, larger asset managers, and adjacent firms do not really know who is good at what, or why.
In most professions, if you are doing poor work, you eventually know it. Someone tells you. The consequences show up more clearly. In investing, that is not always the case. There are people who have destroyed value for long periods of time and still remain employed, respected, and well-paid. It is a strange business. I have always thought it is closer to being a musician or an athlete than to being an accountant. It is much harder than people think to tell whether you are playing at Madison Square Garden or just in the garage.
What to do once you get the job
And what you do once you get the job matters just as much as what you did to get it.
Be brutally honest with yourself
Write down why you took the role. What did you think the pros and cons would be? What did you expect to learn? What did you hope it would unlock? What parts of the job did you think you would enjoy, and what parts did you suspect you would dislike? What were your financial goals? Were you trying to build a long-term home, or was the role mainly a stepping stone?
Then revisit those answers every few months.
Do not let inertia make decisions for you. Bring a few trusted people into the loop if you can, ideally people who understand both you and the industry well enough to call you on your nonsense. The point is to force a level of self-honesty that most people avoid until it is too late.
Do not stop networking once you land the job
A surprising number of people treat networking as something you do only until you “make it in.” That is a "cardinal mistake” as Jerry Diao/Richard Toad put it. You need to keep building relationships even after you get the seat. The industry changes too quickly. Your own goals may change. Your firm may change. Your assessment of what good looks like may change. Keep talking to people. Keep learning. Keep comparing your internal reality to the broader market.
And finally, AI
Hardly any of the students I talk to are asking about it. I do not fully know what to make of that, because I do not have a great read on their actual capabilities. But my own view is simple: if you are not already very good with these tools, you need to get good fast.
I recently spoke with a fund manager running more than $1 billion who let go of all of his juniors and replaced them with AI. That does not mean every firm is about to do that. Most are not. But it does mean the bar is moving. You want to be on the side of the people who know how to use these tools, not on the side of the people whose work is easiest to replace with them.
That means understanding what AI is good at and what it is not good at. It means learning how to prompt well, how to verify output, how to integrate these tools into research workflows, and how to use them to increase your speed and range without dulling your judgment. One of the clearest ways a junior person can add value today is by becoming genuinely useful on this front and then helping a team adopt these tools in a way that is actually practical and politically aware.
Almost every firm could be doing more here. Many are moving in that direction. Most are still figuring it out in real time.
The broader point
For most people, the right question is not: “Which path perfectly preserves my options?”
It is: “How do I become someone who can create value, learn from the right people, and stay antifragile in a difficult industry?”
That is a much better game to play.
If you run a fund and any of this resonated — the difficulty of identifying talent, the narrowing pipeline, or just the reality that hiring well takes time you do not have — I would like to talk to you. I am trying to learn how hiring works at different types of firms and where I might be able to help. Or if you run a university investing club and want your students on my radar, reach out. DM me on Twitter (@stockthoughts81) or email me (stockthoughts81@gmail.com).
If it’s easier, you can book a call here.