Goldman Sachs, Morgan Stanley, and JP Morgan each receive over 100,000 applications annually for analyst and associate positions. The vast majority are screened out before a human reads a single line.
The IB recruiting process is highly standardized, and your resume must conform to specific expectations. Banks use ATS systems that filter out poorly formatted resumes before they reach human reviewers. A Goldman MD once told a student: "If I can't read your resume in 30 seconds, it goes in the bin." That 30-second rule is the single most useful frame for building your IB resume.
This guide covers the exact format bankers expect, how to present deal experience, which keywords to include, and how to pass both ATS screening and human review. For a broader look at how IB connects to the buy-side, see the Private Equity CV guide once you're done here.
The 30-Second Rule and What Banks Actually Screen For
The 30-second rule is not a myth. Senior bankers review hundreds of resumes in a sitting, and they have developed a scanning pattern that takes in GPA, previous employer, deal count, and deal size in one pass. If those four signals are strong, they read the bullets. If not, they move on.
GPA is non-negotiable for students and recent graduates. Bulge brackets want 3.5 or above. Goldman and elite boutiques like Evercore and Centerview want 3.7 or above. Mid-market banks are generally comfortable at 3.2+. If your GPA is strong, include it. Omitting GPA signals it is below 2.0 to any experienced recruiter, because everyone who has a decent GPA puts it on.
Previous employer prestige is a filter, not just a preference. Top BB analyst classes come predominantly from other top BB internships, top PE/HF internships, or highly-ranked university investment banking clubs. If you are coming from a less-recognized background, the quality and size of your deal experience must compensate.
Deal count and total deal value are the two metrics that register in a 30-second scan. Aim to have these visible at the top of each role, either in a summary line or in your first bullet.
What banks evaluate beyond the 30-second scan:
Technical modeling skills (DCF, comps, precedent transactions, merger models, accretion/dilution), live deal execution (pitch books, management presentations, due diligence, data rooms), attention to detail (your resume is your first deliverable, errors are disqualifying), communication skills, and evidence you can handle the workload.
Resources worth bookmarking: Mergers and Inquisitions IB resume guide is the gold standard for format specifics. Wall Street Oasis IB template gives you a proven structure to work from. Wall Street Prep's resume walkthrough goes through formatting decisions step by step.
Goldman Sachs and JP Morgan ATS systems primarily filter CVs at the first pass using which criteria?
Format: The Rules That Actually Matter
IB resumes follow strict formatting conventions, and deviating from them signals inexperience. Here are the rules that genuinely matter:
One page, no exceptions. Not even for experienced hires with 10 years of deal experience. If you cannot fit your most important work on one page, you are failing to prioritize. Recruiters have said explicitly: a two-page IB resume is an automatic red flag.
Single-column layout. Multi-column formats break ATS parsing. Workday, Greenhouse, and Phenom (used by JPM) all struggle with tables and side-by-side columns. Your content gets scrambled and keywords go undetected.
Standard fonts. Times New Roman, Arial, Garamond, or Calibri. Font size between 10 and 11pt for body text. Your name can be 14-16pt.
Right-aligned dates. This is a subtle signal that you know IB conventions. Dates belong on the right side, formatted as "Month YYYY" or "MM/YYYY" and applied consistently throughout.
GPA placement. Put GPA directly after your degree on the same line: "B.S. Economics, University of Michigan, GPA: 3.82." If you are listing both a cumulative GPA and a major GPA, only include both if both are above 3.5.
No objective statement. Objective statements are not used in IB resumes. Banks know you want to be a banker. The space is better used for an additional bullet.
Bold for deal values and key metrics. When a recruiter scans your bullets, bolded figures ($1.2B acquisition, 3.7 GPA) register faster. Use bolding sparingly but strategically.
50% of the page to your top role. If your most recent role is your most relevant, give it the most space. Older or less relevant roles can have 2-3 bullets each.
PDF only. Submit as PDF unless the application system specifically requires Word. PDFs preserve formatting and are not accidentally edited.
How to Present Deal Experience (With Real Examples)
Deal experience is the core of any IB resume. The structure that works is: Transaction type + deal size + your specific role + result or outcome.
Every bullet should answer two questions: what did you do, and what came of it. Vague bullets like "assisted with financial analysis" tell a recruiter nothing. Specific bullets like "built three-statement operating model with 37 revenue line items to support $800M acquisition bid pricing" tell them exactly what you can do.
Deal structure format that works well:
List a deal in italics as a sub-header (this is standard in top-tier IB resumes), then follow with 2-3 bullets describing your specific contribution.
Acquisition of [Target] by [Acquirer] for $1.4B | Technology Sector
- Built dynamic three-statement operating model with detailed revenue and COGS drivers for 37+ product lines; assumptions presented to client CFO
- Created merger model analyzing accretion/dilution under 4 financing scenarios; findings directly influenced $800M bid pricing
Strong example bullets from different transaction types:
M&A buy-side advisory
- Executed M&A transactions totaling $2.3B across technology and healthcare; managed due diligence workstreams across legal, financial, and operational workstreams simultaneously
Debt capital markets
- Executed $1.2B high-yield bond offering for industrial client; built pricing model, drafted sections of offering memorandum, coordinated investor roadshow logistics
Equity capital markets
- Supported $650M IPO for consumer technology company; built comparable company analysis and prepared equity story for 40-page roadshow deck
Pitch work
- Prepared 18 pitchbooks for new business development across TMT and consumer sectors; 3 pitches resulted in mandate wins totaling $12M in projected fees
How many deals to include: 2-3 deals for analyst-level roles is ideal. More than 3 and you risk running long or diluting the impact of each. If you have worked on many transactions, select the largest by deal value or most complex by deal type.
Writing Bullets That Pass Both ATS and Human Review
ATS systems scan for keywords. Human reviewers scan for judgment and impact. You need bullets that satisfy both at once.
The formula: Strong action verb + what you did + quantified result. Every bullet.
Strong action verbs for IB: Executed, Advised, Built, Modeled, Structured, Negotiated, Prepared, Led, Developed, Analyzed, Evaluated, Created, Presented, Coordinated, Delivered, Originated, Managed.
Weak verbs to avoid: Responsible for, Assisted with, Helped, Participated in, Worked on, Supported. These verbs hide your actual contribution and make your bullets forgettable.
Quantify everything you can:
- Number of deals and aggregate deal value
- Number of pitch books or presentations
- Model complexity (number of scenarios, product lines, or segments)
- Team size you managed or worked within
- Client meeting count or relationship metrics at VP+ level
Mirror the job posting language. If the posting says "leveraged buyout analysis," use that phrase. If it says "DCF modeling," use that exact term. ATS systems often perform exact-string matching on keywords from the job description. Read the posting carefully and embed the exact terms.
Combine Work and Leadership sections. Many bankers waste valuable resume space with a separate "Leadership" section listing club officer roles. For experienced candidates, fold leadership evidence into your work bullets ("managed team of 3 analysts"). For students with limited work experience, combine Work Experience and Leadership/Activities under one heading.
Never list Microsoft Office. Listing Word, Excel, and PowerPoint as skills signals you are unfamiliar with IB conventions. Everyone in finance uses these. List modeling-specific tools instead: Bloomberg, Capital IQ, FactSet, VBA, and any programming languages.
Ultra-specific interests. Your interests section is the one place recruiters use to start a conversation. "Cooking, traveling, reading" tells them nothing memorable. "Long/short equity investing focused on consumer staples, amateur chess, training for my third marathon" gives them three conversation starters and signals a genuine personality.
ATS Keywords: The Complete IB Master List
Investment banking ATS systems (primarily Workday, Greenhouse, and Phenom) are built to match resumes against job descriptions. Below is the complete master list of IB keywords, organized by category. Use the terms that genuinely apply to your experience; do not fabricate experience.
Transaction types:
- M&A, merger, acquisition, cross-border M&A, take-private, spin-off, carve-out, divestiture, strategic acquisition, tuck-in acquisition, reverse merger, going-private transaction
Capital markets:
- IPO, initial public offering, follow-on offering, secondary offering, equity capital markets (ECM), debt capital markets (DCM), high-yield bond, investment-grade bond, convertible bond, leveraged loan, revolving credit facility, term loan B, bridge loan, syndicated loan, roadshow
Financial analysis:
- DCF, discounted cash flow, comparable companies analysis (comps), precedent transactions, accretion/dilution analysis, LBO analysis, football field valuation, WACC, terminal value, enterprise value, equity value, EBITDA, free cash flow, sensitivity analysis
Deal process:
- Pitchbook, CIM, confidential information memorandum, offering memorandum, management presentation, fairness opinion, due diligence, data room, virtual data room (VDR), NDA, letter of intent (LOI), definitive agreement, SPA, merger agreement
Technical tools:
- Capital IQ, FactSet, Bloomberg Terminal, Excel, VBA, PowerPoint, PitchBook, Refinitiv
Sector-specific (include those relevant to your coverage):
- Technology banking: SaaS, ARR, NRR, rule of 40, gross margin, cloud infrastructure
- Healthcare banking: FDA, clinical trials, biotech, pharma, medtech, reimbursement
- Financial institutions (FIG): Basel III, Tier 1 capital, NIM, ROTCE, tangible book value
- Energy banking: upstream, midstream, reserve valuation, EBITDAX, commodity hedging
2026 differentiators (emerging keywords that stand out):
- AI/ML in pitchbook automation, ESG due diligence, cross-border M&A, data analytics, alternative data
Run your resume through the Finance CV Check ATS scanner to see exactly which of these terms appear in your resume and which are missing. The FAQ page covers the most common formatting questions.
Sample Bullets by Experience Level
Use these as a calibration reference, not a template to copy. Recruiters read hundreds of resumes a week and will notice generic language immediately.
Analyst level (0-2 years or internship):
- Executed M&A transactions totaling $2.3B across technology and healthcare; led financial modeling, due diligence coordination, and pitchbook preparation on 4 live deals simultaneously
- Built dynamic three-statement operating model with detailed revenue and COGS drivers for 37+ product lines; model formed basis of management presentation to acquiring company CFO
- Created merger model analyzing accretion/dilution under 4 financing scenarios; findings directly influenced $800M bid pricing strategy
- Prepared 12 pitchbooks for sponsor and corporate coverage group; 2 pitches converted to live mandates
Associate level (2-5 years, post-MBA or lateral):
- Led deal teams on $1.8B leveraged buyout and $650M strategic acquisition from pitch to close; managed 2 analysts and coordinated 6 external advisors across each transaction
- Developed sector coverage thesis for financial technology resulting in 3 new corporate client relationships and 2 closed transactions worth $8M in fees
- Managed all-hands due diligence process for $3.2B cross-border acquisition; coordinated legal, financial, and regulatory workstreams across 4 jurisdictions over 14-week timeline
VP / Director level (5+ years):
- Originated and executed transactions generating $28M+ in annual fees from financial sponsor and corporate client base across healthcare and industrials
- Built and maintained relationships with 22 active clients; achieved 78% repeat engagement rate and 3 new relationship wins in FY2025
- Mentored team of 9 analysts and associates across 2 coverage groups; 7 promoted within 24 months
Top IB Firms and What Their Recruiters Actually Look For
Each bank has distinct recruiting emphases. Tailoring your resume to the specific firm's language and priorities is one of the highest-leverage things you can do.
Goldman Sachs: Goldman screens heavily for GPA (3.7+ is the informal cutoff for bulge brackets), deal volume, and analytical precision. The Goldman IBD culture treats your resume as a proxy for your work product, a single typo or formatting inconsistency is noticed. Goldman uses Workday. Sector groups (TMT, FIG, natural resources, healthcare) have distinct keywords; mirror the language in the group's posting.
JP Morgan: The largest bank in the world by assets, JPM values breadth and institutional client coverage capability. Sectors where JPM has particular strength include financial institutions, healthcare, and consumer. The ATS platform is Phenom People, single-column formatting is essential. GPA bar is 3.7+ at the analyst level. Prior finance internships matter significantly.
Morgan Stanley: MS has notable strength in technology ECM, M&A advisory, and wealth management. For IBD roles, they value technology sector knowledge (given the MS tech ECM franchise), strong modeling skills, and polished communication. Your bullets must be well-written because MS values presentation quality. Workday ATS.
Lazard: The leading independent M&A adviser globally. Lazard screens heavily for M&A execution depth and cross-border experience. Boutique culture means fewer analysts per deal, so individual contribution is more visible and more scrutinized. Language skills are a genuine differentiator for their European and Asian offices. Lazard prizes intellectual independence.
Evercore: Among the most rigorous analyst recruiting processes on the street. Targets the top 5-10% of IB analyst candidates. Quantified M&A experience, outstanding academic credentials, and evidence of sophisticated financial analysis are non-negotiable. Their restructuring advisory practice (Evercore RX) means RX exposure is particularly valued.
Centerview Partners: Extraordinarily selective (fewer than 15 analyst spots per year). Your resume must show the highest levels of modeling skill, M&A execution experience, and academic achievement. Every bullet should be meticulously quantified.
Moelis, Guggenheim, PJT: Independent advisory boutiques that value M&A execution focus. Show ability to manage multiple live transactions simultaneously, compressed deal timelines, and versatility across industries. All prize intellectual horsepower alongside deal volume.
European bulge brackets (Barclays, Deutsche, UBS): Recruit globally and value international experience and language skills. EMEA M&A experience is a clear differentiator. Show European regulatory awareness and cross-border deal exposure for European office roles.
For any application, the Finance CV Check ATS scanner verifies your resume against bank-specific keyword requirements. The FAQ page answers the most common IB resume formatting questions.
2026 Trends: What to Add to Stand Out
The IB resume landscape has shifted over the past two years. These are the differentiators that are actually being noticed in 2026:
AI and automation skills. Banks are deploying AI tools in pitchbook creation, due diligence synthesis, and financial modeling. Candidates who can demonstrate familiarity with AI-assisted analysis (even from personal projects or coursework) are standing out. If you have used Python for financial data analysis, include it. If you have automated any part of your modeling workflow, mention it.
ESG in deal analysis. ESG considerations now appear in due diligence checklists at most bulge brackets. If you have conducted ESG diligence, evaluated carbon exposure in a portfolio, or prepared ESG-related sections of an investment memo, include it explicitly.
Cross-border M&A expertise. With deal volumes picking up across Asia-Pacific and European markets, candidates with cross-border transaction experience are particularly valued. If you have worked on a transaction involving multiple jurisdictions, regulatory regimes, or currencies, call it out with specific detail.
Data analytics in pitchbooks. Tableau, Python, and even advanced Excel capabilities for data visualization in pitchbooks are increasingly mentioned by recruiters as differentiators. If you built a data visualization that appeared in a client deliverable, include it.
Language skills. With cross-border M&A on the rise, genuine language proficiency (not just "basic conversational") is a real differentiator for international groups. If you are truly proficient in Mandarin, German, Arabic, or another language relevant to a specific group's deal flow, note it as "Business proficient" or "Native speaker."
For deeper technical preparation alongside your resume optimization, 10X EBITDA's modeling guides are worth bookmarking alongside the resume resources above.
From Resume to Offer: Cracking the IB Interview
Getting your resume through ATS screening is step one. The IB interview process is rigorous, typically 4-6 rounds covering technical skills, deal knowledge, and cultural fit. The superday at a bulge bracket involves back-to-back interviews with analysts, associates, VPs, and managing directors.
Technical areas to prepare cold:
Valuation: DCF, comparable company analysis, and precedent transactions are non-negotiable. Walk through each from memory and explain your assumptions without notes.
Accounting: Know your three financial statements cold. How does a $10M increase in depreciation flow through the income statement, balance sheet, and cash flow statement? Practice this until it is automatic.
M&A mechanics: Accretion/dilution analysis, merger modeling, synergies, deal structuring. Interviewers expect you to walk through simple accretion/dilution calculations mentally.
LBO basics: Even in M&A roles, you will face LBO questions. Know what drives returns, how leverage works, and why PE sponsors use debt.
Market knowledge: Know current deal activity, recent large transactions, and have a genuine opinion on them. Read the FT and WSJ daily in the weeks leading up to interviews.
What separates the candidates who get offers: They do not just study the material, they practice answering questions out loud, under time pressure, until the answers feel natural. Knowing the answer in your head is not the same as delivering it clearly under pressure in a 45-minute superday slot.
Practice real IB interview questions at financeinterviewprep.com, 400+ questions from actual Goldman Sachs, Morgan Stanley, JP Morgan, and boutique bank interviews, with instant feedback. Free to start.
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