A few senior moves this fall say a lot about how banks think about talent right now. Goldman Sachs hired Joseph Servi, SMBC’s co-head of asset-backed securities and head of digital infrastructure and esoteric ABS origination, as a managing director in AI infrastructure investment banking in New York, covering data centers, GPUs and fiber. Before SMBC he was a principal at KKR. Houlihan Lokey hired Derek Herbert, an M&A managing director at Stifel, as an MD on the Equity Capital Solutions team in its Capital Solutions Group. And Citi hired Ilir Hasi, a Deutsche Bank managing director, into its Leveraged Finance team in New York.
Each bank bought something a little different. Goldman brought a structured-finance product banker into a sector seat. Houlihan Lokey brought an M&A banker into a capital-raising product. Citi added a product specialist to a product team. Three hires, three different answers to a question every banker runs into sooner or later: am I a coverage banker or a product banker, and how much does it matter?
In our experience, it matters more than most people expect when they start out. The choice between an industry coverage group and a product group is often made early, sometimes almost by accident, through a staffing need or a summer placement. Over time it tends to shape the skills you build, how you are paid, what you are hired for laterally and which exits feel natural. It can be changed, but it usually gets a bit harder with each year you stay. And the line itself is moving, which is worth understanding before you plan your next step.
Two Ways to Organize a Bank
Most investment banks run some version of a matrix. On one side are industry coverage groups, organized by client sector: technology, healthcare, financial institutions, energy, consumer, industrials, and the financial sponsors group that covers private equity firms. On the other side are product groups, organized by transaction type: M&A, equity capital markets, debt capital markets, leveraged finance, restructuring and, increasingly, capital solutions or capital advisory teams.
The two sides are meant to work together. Coverage owns the client relationship and is usually closest to the mandate. Product brings the execution know-how, the market read and the distribution. Goldman once described the aim of its coverage model as marrying “a strong local presence with continued industry content and world-class M&A and financing capabilities.” That is the matrix in one sentence: the coverage banker knows the client and the sector, and the product banker knows how to get the deal done.
In practice the line has always been blurrier than the org chart, and lately it has been getting blurrier still.
The Lines Are Blurring: M&A Moves Into Coverage
For years, many large banks kept M&A as a standalone product group, with its own leadership, its own staffing pool and its own seat at the table on every sell-side or buy-side mandate. More and more, M&A expertise sits inside the industry teams instead.
JPMorgan is the clearest recent example. In May, the bank announced a reshuffle of its investment banking leadership that named Dorothee Blessing, Kevin Foley and Jared Kaye co-heads of global investment banking. As reported by Reuters via BNN Bloomberg, the overhaul also created global investment banking head roles for each industry, ending the old split between coverage and M&A heads. Earlier reports on the plan, citing the Financial Times, described it as placing M&A bankers within industry coverage teams. Anu Aiyengar, who had run global M&A, became global chair of investment banking and M&A, and Charles Bouckaert, previously co-head of industrials investment banking, became global head of M&A.
Banks are also redrawing the coverage map itself. Morgan Stanley merged its Global Energy and Global Power & Utilities banking teams into one global unit, according to a Reuters report on an internal memo, with the aim of giving clients a single point of coverage across oil, gas, power and renewables.
Many elite boutiques and middle-market firms have worked this way for a long time, with sector bankers who run their own M&A. What is newer is seeing more of the largest banks lean in the same direction.
For bankers, the practical effect is that the M&A skill set is increasingly expected to come bundled with sector knowledge. An M&A associate who can also speak fluently about a sector’s economics may find more seats open to them. A coverage banker who has real execution depth, not just pitch and relationship work, may find the same. The pure generalist M&A seat has not gone away, but at some banks it is a smaller part of the picture than it used to be.
Who Quarterbacks Origination?
This is one of the most common questions we hear from bankers weighing a move, and the honest answer is: it depends on the bank, the client and the deal.
In the classic model, the coverage banker quarterbacks. They own the relationship with the CEO, CFO or sponsor, they spot the opportunity, they decide which product partners to bring in, and they are usually the person the client calls first. Product partners help win the mandate and then run the execution.
But there are well-known exceptions. Leveraged finance bankers often have their own direct relationships with private equity sponsors and can be the first call on a buyout financing. Restructuring and liability management bankers frequently originate their own work, because the client who needs them is often not one the coverage team was calling on. ECM bankers can drive the conversation around an IPO. And in a capital solutions or private capital advisory seat, the product banker may be the one who brings the idea to the client.
Where M&A sits inside industry teams, the line between “who found it” and “who ran it” can soften, and the senior sector banker often does both. That has real consequences for pay, because revenue credit tends to follow origination. If you are considering a move, it is worth asking plainly how origination and execution credit are shared, and whether the seat you are being offered is expected to bring in business or to run it. Neither answer is wrong, but they lead to different careers.
What Each Seat Teaches You
Coverage teaches depth in a sector and breadth across products. A healthcare or TMT analyst works on M&A, follow-ons, debt raises and pitches for the same set of companies. You learn the sector’s economics, its key metrics, its buyers and its regulators. Over time, you build relationships with management teams and sponsors who invest in your sector.
Product teaches depth in a transaction type and breadth across sectors. An M&A banker learns process, valuation and negotiation across many industries. A leveraged finance banker learns credit, capital structure, documentation and how lenders think. An ECM banker learns how investors price risk and how a book comes together. The skill travels well, and the product banker often becomes the person coverage calls when a deal needs to get done.
Neither is better in the abstract. The more useful question is which skill set the market is paying for when you want to move, and which one fits where you would like to end up.
How Recruiters and Hiring MDs Read Your Background, by Level
Analysts and associates. At the junior level, the group tends to matter most for modeling depth and deal count. A buy-side recruiter or lateral hiring manager will want to see live deals, what you modeled and what you owned. M&A and sponsor-heavy groups often give juniors the most modeling reps. Capital markets groups are sometimes seen as less modeling-heavy, which can narrow a few exits. Coverage groups vary widely depending on how much execution they keep in-house. If you are thinking about switching groups, this is usually the easiest time to do it.
VPs and directors. This is where the label starts to carry more weight. A VP lateral is hired to run deals and, increasingly, to help win them. A coverage VP is often judged on sector knowledge and on whether clients know their name. A product VP is often judged on execution record and on whether coverage partners across the bank want to work with them. The interview questions tend to differ too. Coverage candidates hear: who do you know, and which clients would take your call? Product candidates hear: what did you run, how many deals, at what size, with which sponsors or issuers?
MDs. At the top, a coverage MD is usually hired for client relationships and a credible revenue plan in a sector. A product MD is often hired for a franchise skill the bank wants more of, and for the internal network that feeds them deals. That is one reason product MD hires sometimes come in clusters when a bank decides to build something, as Citi’s continued leveraged finance hiring from Deutsche Bank suggests. Citi’s banking head has said the bank wants to invest in its financial sponsors coverage, and leveraged finance is part of that.
Pay: Where the Product Premium Shows Up
Pay differences between groups are real but uneven, and they move with the cycle. Prospect Rock Partners’ 2025 compensation survey, as reported by eFinancialCareers, found that U.S.-based leveraged finance MDs earned about $1.6 million in 2025, compared with an average of $1.1 million for MDs in other investment banking areas. The same report found leveraged finance junior directors averaged about $578,000, below the roughly $670,000 average for investment banking teams overall. Sample sizes were relatively small, so these are best read as directional.
The pattern makes some sense. When a product is in demand, banks need the people who can execute it, and the MDs who own the franchise tend to be paid for it. Below MD, the premium is less certain.
Coverage pay tends to track the sector. A strong year in your sector can lift the whole group, and a slow one can hold pay down even if you personally had a good year. That is one reason bankers in a quiet sector sometimes look at product seats, and product bankers in a quiet market sometimes look at coverage.
Bulge Bracket, Elite Boutique, Middle Market: The Same Choice Looks Different
Bulge bracket banks run the full matrix, with deep product groups, including leveraged finance and capital markets businesses that need a balance sheet, and large coverage groups. Here the coverage-or-product choice is usually sharpest, and deal credit can be shared across several teams. As JPMorgan’s changes show, though, even the largest banks are rethinking where M&A sits.
Elite boutiques are mostly advisory. Their bankers are generally sector bankers who also execute M&A, so the line between coverage and product is thinner. The product side that does exist tends to be advisory-led: restructuring and liability management, capital advisory and private funds work. As we wrote in The Financing Side of Advisory, advisory firms have been building capital and debt advisory teams and hiring from banks, lenders and funds to staff them.
Middle-market firms often run leaner teams where one banker covers a sector and runs the M&A. Product groups, where they exist, tend to be smaller and focused. Houlihan Lokey’s Capital Solutions Group is an example of a large dedicated product platform at a firm known for mid-cap work: it says it has more than 240 dedicated professionals in 18 offices across eight countries, and that it raised and advised on more than $42 billion across more than 140 transactions in the 12 months through September 30, 2026.
The Relationship Banker Rises Again: AI and the Coverage Model
For much of the last two decades, the momentum in banking seemed to be with the specialists: the product experts, the modelers, the execution machines. Relationship coverage was sometimes treated as the softer part of the job. There are signs that is turning, and AI is a big part of the reason.
AI tools are increasingly taking on the first draft of the work that has traditionally filled junior and mid-level bankers’ days: building models, assembling pitch books and pulling comparables. Goldman, for example, has said its One Goldman Sachs 3.0 strategy will be “propelled by AI,” with work underway to rethink processes across the firm. If more of the execution work gets faster and cheaper, the parts of the job that are hardest to automate become relatively more valuable. Those are judgment, trust and the client relationship, which is exactly what a good coverage banker brings.
The hiring data points in the same direction, at least broadly. Revelio Labs, looking at the U.S. banking workforce as a whole, found that junior bank headcount is now 4.7% below its October 2022 level while senior roles have kept growing. That is banking broadly, not just investment banking, and Revelio itself attributes much of the shift to longer-running changes in how banks operate. But it is consistent with what we see in senior searches: banks continue to pay for people clients trust.
We are not suggesting product skills matter less. A relationship banker still needs product partners who can execute, and the October hires show banks are paying for specialized financing expertise. But the classic coverage banker, the one the CEO calls first, could come out of this period stronger than it went in. In a way, the relationship banker is rising again, like a phoenix from the ashes of the spreadsheet era. For bankers early in their careers, that is a reason to start building client relationships and sector judgment sooner rather than later, whatever group you sit in.
Exits and the Buy Side
The buy side reads your group closely.
- M&A and sponsor-heavy groups are widely seen as the most direct path to private equity, because of the modeling and deal process experience.
- Leveraged finance lines up naturally with private credit and direct lending, since the core skills are credit analysis, structuring and lender relationships. Exits vary by firm and team, so it is worth asking where former team members actually went.
- Capital markets groups (ECM and DCM) can lead to public-markets investing, corporate finance and treasury roles, but are generally seen as a harder route into traditional PE.
- Industry coverage is valuable for sector-focused funds and for corporate development. Deep expertise in a specialized sector such as FIG or energy can be a real edge with specialist investors, and a narrower door with generalists.
The Goldman hire is a reminder that people move between the buy side and the sell side in both directions. A banker who left a principal role at KKR, built a structured-finance franchise at SMBC and then joined Goldman’s AI infrastructure banking team has a resume that reads as product, sector and investor at once. eFinancialCareers, citing Barclays Research, reported that outstanding data center ABS issuance reached $61 billion in 2026, up from $4 billion in 2020. When a sector needs that much specialized financing, the line between product and coverage blurs.
Switching Later: What Tends to Work
Product to coverage tends to work best when your product expertise is concentrated in one sector. A leveraged finance banker who has financed many of the deals in one industry has a credible sector story. So does a structured-finance banker who has built a niche around one asset class.
Coverage to product tends to work best when you have real execution experience in that product. An M&A-heavy coverage banker can move into an M&A or equity solutions seat, as Houlihan Lokey’s hire suggests. A coverage banker who has mostly pitched and managed relationships may find a product move harder.
Timing matters. Internal moves are usually easiest at the analyst and associate level. By VP, most moves happen through a lateral, because the new group wants someone who can contribute on day one. At MD, a switch usually needs a business reason the hiring bank can explain internally: a new sector push, a product build or a team gap.
Keep an eye on the cycle. Product demand swings with markets. eFinancialCareers noted that leveraged finance has “seen better days” this fall, with multi-decade highs in U.S. Treasury yields in September, yet Citi kept hiring and reported that growth in leveraged finance revenue “primarily” offset a drop in debt capital markets revenue. A product seat can be a great place to be in one year and a harder one the next. A coverage seat tends to be steadier but ties your fortunes to your sector.
What It Means for Your Career
- Choose on purpose if you can. If you are an analyst or associate, it helps to pick your group based on where you would like to be in five years, not only on where you were first staffed. Switching is usually easiest now.
- Know how you will be read. Recruiters and hiring MDs will tend to sort you as coverage or product before they read the details. Write your resume and deal sheet so that the label is clear, and so the skills that cross over are easy to see.
- Build a bridge skill. Product bankers benefit from a sector focus. Coverage bankers benefit from real execution depth in at least one product. With M&A moving into industry teams at some banks, bankers who are credible on both sides could have the most options.
- Invest in relationships early. If AI keeps taking on more of the execution work, client relationships and judgment are likely to be what sets bankers apart. You do not need to wait for an MD title to start building them.
- Match your exit plan to your group. If private credit is the goal, leveraged finance or a capital solutions team could be the most direct route. If PE is the goal, look for M&A or sponsor work with real modeling. If corporate development is the goal, sector depth helps.
- Ask about origination and credit before you move. In a lateral interview, it is fair to ask who quarterbacks origination, how revenue credit is shared between coverage and product, and how that feeds into your bonus. The answers tell you a lot about whether the seat will reward the work you do.
The group you sit in is not destiny. But it is one of the first things the market reads, and if you understand how it is read, and how that reading is changing, you can make it work for you.
Related reading
- The Financing Side of Advisory: Why Banks Are Building Capital and Debt Advisory Teams, and Who They Hire
- The Private Equity Door Is Narrowing
- When Your MD Leaves: A Guide to Team Moves, Non-Competes and Non-Solicits in U.S. Investment Banking
Sources
- eFinancialCareers, Goldman Sachs hired an AI infrastructure investment banking MD from SMBC (Oct. 2026): link
- Houlihan Lokey release via StockTitan (Oct. 26, 2026): link
- eFinancialCareers, Ilir Hasi joins Citi Leveraged Finance (Oct. 2026): link
- eFinancialCareers, The best leveraged finance MDs earn the most now; directors not so much (Mar. 2026): link
- BNN Bloomberg (Reuters), JPMorgan rejigs investment bank leadership in wider overhaul (May 13, 2026): link
- MT Newswires via Placera, JPMorgan plans investment banking leadership overhaul (citing the FT, May 13, 2026): link
- Oilprice.com via Oil & Gas 360 (citing Reuters), Morgan Stanley reshapes energy investment banking: link
- Banking Exchange, Goldman Sachs Puts AI at Core of New Strategy (Mar. 24, 2026): link
- Revelio Labs, AI and junior bankers hiring data (Oct. 2026): link
- Goldman Sachs Careers Blog, The evolution of GS’s investment banking coverage model (2018): link
- Wall Street Prep, Product Groups vs. Industry Groups: link
- Prospect Rock Partners, Investment Banking Compensation Reports: link