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Banking to Private Equity: the Honest Odds, and the Exits Beside It

Private equity is the exit most banking analysts name and the one with the least published evidence. This article shows how to bound the odds yourself, what changes them, and which other doors are open.

By Surojit Chakraverti, founder of L3VLUP and an investor running a long-short healthcare and technology equities strategy.

Updated 4 November 20266 min read

Nobody publishes a reliable conversion rate

Ask how many banking analysts move into private equity and you will be given a confident number. No comprehensive figure exists. Banks do not publish their exit destinations, funds do not publish where their associates came from, and the process runs through search firms that have no reason to share their records.

What does exist is partial. Recruiters and industry publications run surveys, usually of a few hundred analysts who chose to answer, which describe the people who replied rather than the class as a whole. Hiring histories can also be observed: fund team pages and public professional profiles show which banks and groups a fund’s associates came from, though not how many people tried for those seats and missed. A single percentage you read will rest on one of those sources, and is worth reading with its sample in mind.

That is useful to know, because it changes the question. Instead of asking what the odds are, ask what the odds look like in your group, at your bank, in your year, and how you would find out. The structure of the problem is visible even when the number is not.

A way to bound it, with invented inputs

The arithmetic is simple enough to do on a page. Take one analyst class, count how many people want a private equity seat, count how many seats that class actually lands, and divide. The inputs below are invented to show the method. They are not data, and the real inputs are the point of the exercise.

Suppose a group’s analyst class is 100 people, that 40 of them want private equity, and that the class lands 12 seats across every fund, from megafunds to small middle-market shops. That is 12 per cent of the class and 30 per cent of those who wanted it. Halve the seats to six and the figures become 6 per cent and 15 per cent. The answer is highly sensitive to the one input nobody can see from outside, which is the number of seats.

Illustration with invented inputs: one analyst class of 100
Seats landed in a yearShare of the whole classShare of those who wanted it (40)
66%15%
1212%30%
2020%50%
Seats landedWanted it: 40Class: 1006 seats6% of the class, 15% of those who wanted it12 seats12% of the class, 30% of those who wanted it20 seats20% of the class, 50% of those who wanted it
The inputs are invented, and the point is how far the answer moves when only the number of seats changes, which is the one input nobody can see from outside.
Read as a table
Seats landed in a yearShare of the whole classShare of those who wanted it (40)
66%15%
1212%30%
2020%50%

The real inputs are local

The only reliable estimate is the record of the people just ahead of you. Ask the analysts who left your group in each of the last two years where they went, and count. Separate the megafund and large-fund seats from the rest, because the difference between them is large and the headlines are about the first kind. Do the same for the groups next door, since sector coverage and leveraged finance tend to place differently from generalist M&A.

One public number gives the other side of the picture, with a caution attached. On the tracker’s collected feed of 18 September 2026, employer boards listed 141 investment banking roles and six private equity roles. Private equity hires largely through search firms and personal networks rather than public postings, so the gap overstates how scarce the seats are. It does show where the open competition is and where it is not.

Investment banking141Private equity6
Private equity hires largely through search firms and personal networks, so the gap overstates how scarce the seats are, but it shows where the open competition is.
Read as a table
Roles on employer boards, 18 September 2026Roles
Investment banking141
Private equity6

What changes the odds, in order of evidence

Some of what follows is documented and some is our judgement. The documented part is timing: in the US, the large-fund process now runs within months of an analyst starting, for roles that begin a year or more later, and it moves fast once it starts. A candidate who has not prepared by then is competing against people who have.

The judgement, ranked by how much we think it matters, runs as follows. Your group and bank set the supply of conversations you are offered. Your modelling test performance decides whether a conversation continues. Your deal record decides how you answer the question that follows every test, which is what you did. Your relationships with the search firms decide whether you are called at all. And your story, why private equity and why this fund, matters less than candidates fear and more than they prepare for.

  • Learn the timeline for the cycle you are in; it is earlier than most analysts expect.
  • Practise the modelling test under the real time limit until the build is routine.
  • Keep a record of what you personally did on each deal, week by week.
  • Meet the search firms before the process opens, not after.

Two routes, two kinds of race

The large-fund route, mainly a US process, is a race to a fixed date. Search firms run a coordinated process, interviews can be compressed into days, and the preparation has to be finished before anyone knows the date. The guide on the on-cycle timeline sets out how the process behaved for the 2027 class, including the pause in 2025 and the restart in January 2026.

The off-cycle route is a long game, and in London and the rest of Europe it is the usual one. Mid-market funds and growth shops hire as seats open, often through a person you already know and not through a posting, so the work is steady outreach and a record of good conversations. The odds on this route depend less on a single week and more on how many credible people know you are looking. Candidates who treat the two as one process tend to do neither well.

Large-fund route: a race to a fixed datePrepared before the date is knownInterviewscompressed into daysOff-cycle route: a long gameSteady outreach and good conversationsA seat opens
Candidates who treat the two routes as one process tend to do neither well, because one rewards preparing before the date and the other rewards being known when a seat opens.

The exits that get overlooked

A candidate who has decided that anything other than a buyout fund is a failure has chosen a very narrow target. The skills built in two years of banking transfer across a wider set of seats than the exit conversation usually admits, and several of those seats are better matches for what people say they want from private equity: ownership of a view, smaller teams, less reactive hours.

Where a banking analyst’s experience transfers
ExitWhat it values from bankingWhat changes
Private creditLeveraged finance, credit analysis, structuringLender’s view: protecting the downside rather than owning the upside
Growth equitySector knowledge, modelling, a founder-facing mannerMinority stakes and growth, not leverage
Corporate developmentM&A execution on the buyer’s sideOne company, fewer deals, slower pace
Hedge fundsAnalytical depth in a sector, a view you can defendPublic markets and a different test: the stock pitch
Operating roles at portfolio companiesModelling, board materials, financingRunning a business, not advising on one

Consulting to industry, briefly

The consulting version of this problem has the opposite shape. Many consultants leave within a few years by design, and the destinations are broad: corporate strategy, business operations, product, a start-up, or a principal investment role. The risk is not that no door opens but that the first one chosen narrows the rest, and a common cost is a pay step down in the first role in exchange for scope.

The test for this move is similar to the banking one. Find the people two years ahead of you who made it, count where they ended up, and ask what they would choose again. The guide on the consulting career path sets out the levels and the common exits.

Three things to do this month

The estimate is only useful if it changes what you do next. Three actions cost little and work whichever way the numbers fall.

  • Count where the last two classes in your group went, and write the count down with the fund tiers separated.
  • Find out which cycle you are inside and the earliest date a process could open, then work backwards to a preparation start date.
  • Pick one alternative exit from the table and talk to two people who made it, so that the second plan is real before you need it.

Deciding what you are optimising for

Private equity’s upside sits in carried interest, which typically starts to matter around vice president and pays only when a fund returns capital, years after a deal. That is a feature of the economics, not a criticism of them, and it means the first years of a private equity career pay mostly like a banking career, often with somewhat fewer hours, though that varies widely by fund and by deal. The seat is worth wanting for the work and the path, and the odds are worth knowing before the preparation begins.

The practical plan is to run the local count, pick the timeline you are inside, and prepare for private equity and two alternatives in parallel. The preparation overlaps almost completely, and it means that a failed process produces another option rather than a gap.

Buyside & A2A Bootcamps (from $1,700, 6–8 weeks). The Buyside Recruitment bootcamp takes small live cohorts through the process, the modelling test and the story.

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