A calm, honest look at a fast-moving shift, and why the window to act may be narrower than you think.
Somewhere in Sydney, a hedge fund called Minotaur Capital is running money with zero human analysts. Its AI system, “Taurient,” reads roughly 5,000 news articles a day, makes portfolio decisions, and posted a 13.7% return in its first six months. That’s nearly double the MSCI All-Country World Index over the same period.
That’s not a thought experiment. That happened in 2024 and 2025.
Now consider that Bridgewater Associates, the world’s largest hedge fund, launched a $2 billion machine-learning fund last year using models from OpenAI, Anthropic, and Perplexity. That Balyasny Asset Management built an internal tool, “BAMChatGPT,” now used by 80% of its employees. That Viking Global’s internal AI deployment grew 400% year-on-year. That Schroders has a system drafting investment memos before a human analyst ever touches them.
None of this is happening in the future. It’s happening now. And if you’re someone who wants to build a career in investment, it changes the calculus, significantly and urgently, for how you think about getting in.
The Honest Picture
The conversation around AI and finance tends to swing between two unhelpful extremes: breathless doom on one side, dismissive denial on the other. The reality is more specific than either.
A Citigroup report found that 54% of financial sector jobs have high potential for automation, more than any other sector. That’s a striking number. But what it obscures is which jobs are most at risk, and on what timeline. The roles under sharpest near-term pressure aren’t the senior portfolio managers running high-conviction books. They’re the entry-level positions: research analysts pulling data, building first-pass models, synthesizing company filings, producing the weekly sector summaries that used to require a small team of recent graduates.
One portfolio manager at a high-profile asset manager described using a research tool to generate analysis on a Treasury market event that would previously have taken a junior analyst at least two weeks. It was done in minutes. The manager noted that this had freed up the analyst’s time for more important work, then mentioned that the firm had plans to hire fewer junior analysts in the year ahead.
That’s the pattern, repeated quietly across firms: productivity framed as liberation, headcount decisions made in private. The work doesn’t disappear. The roles do.
A Market That Looks Open But Isn’t
The surface signals look relatively normal, and that’s part of what makes this moment tricky.
Job postings are still going up. Prestigious firms still run graduate programs. The salaries haven’t dropped. LinkedIn feeds still show people getting offers and posting that slightly awkward announcement about being excited to start their journey at XYZ.
But underneath that, something has shifted. Job placement outcomes at every single one of America’s “magnificent seven” elite MBA programs, including Harvard, Stanford, MIT, and Northwestern, have declined since 2021. In 2021, only 4% of Harvard MBAs received no job offer within three months of graduation. By 2024, that figure had risen to 15%. MIT saw almost the identical shift, from 4.1% to 14.9%. These are not weak candidates. They are among the most prepared, most credentialed young professionals in the world, and they are finding that the market they trained for has quietly contracted around them.
This is what we at TrendUp have started calling negative recruitment, and it’s one of the more important dynamics to understand if you’re serious about an investment career.
Negative recruitment isn’t a firm announcing layoffs or a publicized freeze. It’s subtler. Firms maintain the architecture of an open hiring market, the job posts, the campus visits, the information sessions, while systematically reducing the number of seats available and letting productivity gains do the work that expanding headcount used to do. The posts are real. The competition is real. The probability of an offer has dropped sharply. It’s an optical illusion with very real consequences for the people caught inside it.
Fortune has noted that firms are “pulling back on headcount growth for as long as possible, leaning on efficiency gains until they’re forced to add more humans to payroll,” and that this period of sluggish hiring could last for years.
Years. Not quarters.
What’s Actually Being Replaced, And What Isn’t
The investment industry will not be automated away.
The craft of investing requires genuine judgment about uncertainty, the ability to build conviction from incomplete information, the intuition for when a management team is telling you the truth and when they aren’t, the kind of relationship with a founder that produces real proprietary insight. None of that is something a model can replicate, not now, and probably not for a long time. The best investors in the world are paid for a form of contextual intelligence that remains stubbornly human.
What is being replaced is the scaffolding. The entry-level work that served, for decades, as the training ground where that senior judgment was developed.
Consider what junior analysts at asset managers and long/short funds have traditionally done: deep-dive research on individual companies, sector mapping, financial model maintenance, earnings call monitoring, investment memo first drafts, ESG scoring, competitor comparisons. Every single one of those tasks has been materially affected. Schroders’ internal platform, GAiiA, generates a draft investment memo that a human analyst then verifies and finalizes before it goes to the investment committee. The analyst is still in the loop, but the loop is shorter, and fewer loops require a human at all.
The uncomfortable downstream question: if the junior roles contract, how does the next generation of senior investors learn the craft? The industry doesn’t have a clean answer to that yet. But the question itself creates a specific kind of urgency for anyone who wants to be in that pipeline.
Who Is Still Getting In
The people successfully breaking into investment careers right now look a little different from the cohorts of five years ago.
They arrive with proof of work, not just pedigree. In a market where every seat attracts a larger and more credentialed pool of applicants, academic qualifications are necessary but no longer sufficient. The candidates getting offers are the ones who can show a body of work: investment theses written and defended, models built from scratch, sector analysis that demonstrates a genuine point of view. Firms want people who already think like investors, not people who plan to start thinking that way once they’re hired.
They understand the tools at a practitioner’s level. Not as engineers, but as people who know what the tools can do, how to direct them, where they fall short, and how to apply judgment on top of the output. Recruitment firms are already noting a split in the market: profiles with those skills have become extremely competitive to hire, while more traditional finance candidates are facing a harder road. The people getting through tend to be the ones who can do the fundamental analysis and know how to use what’s available to them.
They built their network before they needed it. In a market defined by negative recruitment, a significant share of opportunities never reach a public post. They’re filled through relationships, through mentors, alumni, and practitioners who know a candidate and can vouch for them before a process ever opens. In many parts of the market, network is the thing that matters most.
Why Timing Matters More Than People Realize
There is a version of this story that ends with “don’t worry, the industry will adapt and new opportunities will emerge.” That version is probably correct, over a long enough horizon.
But it isn’t very useful for someone deciding what to do about their career in the next twelve months.
The firms still building meaningful junior analyst cohorts are doing so because their integration of these tools isn’t yet complete. There is a transitional window, a period where strong preparation, the right skills, and genuine relationships can still get a talented person through a door that is closing, slowly but measurably. That window is open now. The evidence suggests it will be narrower a year from now, and narrower still the year after.
The people who move during this window, who invest in the right preparation and build the right relationships ahead of the next hiring cycle, will have a meaningfully different set of options than those who wait. Preparation compounds. In a tightening market, starting six months earlier than everyone else is a structural advantage that’s very hard to close.
What TrendUp Is Built For
We created TrendUp Now because we were watching this shift happen and felt the responsibility to build something that responded to it honestly.
The platform brings together structured investment education designed around how buy-side roles actually work today, mentorship from practitioners who are currently inside the firms that are hiring, and a community of people working through exactly the same situation. We track hiring patterns closely, including the negative recruitment dynamics that most job platforms don’t surface, because those platforms have no incentive to tell you the market is harder than it looks.
We won’t promise you an offer. No one who’s being honest can do that. What we can give you is a clear picture of where this market is heading, the preparation that actually matters in the current environment, and access to the people and relationships that open doors before they’re ever posted publicly.
If an investment career is something you’re serious about, the most important thing you can do right now is not wait for the right moment. The right moment is already here.
