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Goldman Sachs · Live Interview

Goldman Sachs Interview Questions & Prep

Goldman Sachs's first-round live interview is where strong written applications become offer pipelines or go nowhere. Below: the real questions Goldman Sachs asks, what they're testing for, and how to practise live until it feels routine.

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The format

What Goldman Sachs's live interview actually looks like

Mid-autumn through early winter (September - January). Triggered after a candidate has cleared the application sift, SHL psychometric batteries (or HackerRank for Engineering), and the asynchronous HireVue.

Format

Primarily virtual via high-definition Zoom or Cisco WebEx. Off-cycle roles, advanced-degree tracks, or specialised lateral hires may use phone screens or in-person sessions at Plumtree Court.

Interviewers

Senior Associates and Vice Presidents working directly in the target division. They understand the day-to-day demands of analyst work and focus on verifying technical execution and work ethic.

Structure

Focused 1-on-1 or, more frequently, a 2-on-1 panel with two Goldman professionals. The dual-interviewer format reduces individual bias and lets one panellist take notes while the other leads.

Duration. 30 to 45 minutes per block: ~3 minutes introductions, 10-15 minutes CV and behavioural, 15-20 minutes technical or commercial, 5 minutes for candidate questions.

Rounds at this stage. One or two distinct interview blocks at this stage, often held back-to-back on the same day or split across consecutive days. Success secures an invitation to the Superday.

Format breakdown

How to handle each Goldman Sachs interview medium

Phone, video, and in-person each have distinct mechanics. The interviewer scoring rubric is the same, but the operational preparation is different.

Phone screen

Vocal delivery, structural clarity and pacing matter without visual cues. Use a high-quality headset rather than speakerphone. Speak at 130-150 words per minute. Insert deliberate pauses and use verbal signposts: "I have structured this into three components. First, second, third."

Video interview

Look directly into your physical camera lens, not at the interviewer's face on the monitor. Position the Zoom window near the top of your monitor to keep your gaze naturally aligned. Camera at eye level, head and shoulders framed, neutral or blurred background. Keep a phone nearby with recruiter contact details in case your internet drops.

In-person

Arrive 15 minutes early at Plumtree Court. Formal business: tailored dark suit, plain shirt, conservative tie or business suit. Maintain upright posture and clear eye contact with each panellist. Work through whiteboard problems out loud, do not turn your back to the panel.

Question categories

What Goldman Sachs actually asks in the live round

Question types cycled through the interview. For each, a real example, what the firm is screening for, plus weak and strong answer signals.

Strategic Motivation

Authentic, data-driven institutional research. Goldman wants to see you understand the partnership heritage, the recent strategic shifts, and the specific positioning of the division.

Why have you chosen to pursue a career at Goldman Sachs over peer universal institutions like JPMorgan Chase?

What they test. Deep institutional awareness and an understanding of how Goldman's partnership culture shapes its advisory and market execution focus.

Weak answer. "I want to work at Goldman because it is the most prestigious bank on Wall Street, tops the global league tables, and hires the best talent."

Strong answer. Highlight a specific strategic differentiator: capital efficiency following GBM consolidation, or insight from a conversation with a current analyst about lean deal-team architecture.

What specific operational changes in our Global Banking & Markets division over the past 18 months interest you most?

What they test. Active engagement with financial media and an understanding of strategic shifts.

Weak answer. Discussing technology trends or generic finance definitions without referencing any real operational changes at Goldman.

Strong answer. Discuss the successful restructuring back to core institutional clients, including the complete exit from consumer retail credit portfolios like the Apple Card partnership.

Why do you want to work in this specific industry coverage or product group rather than a generalist track?

What they test. Purposeful career planning and a realistic understanding of group-specific dynamics.

Weak answer. Saying the group sounds exciting or generates high revenue.

Strong answer. Connect your academic background or past internship experience to a specific sector trend, such as infrastructure asset valuations driven by AI data centre power demand.

Behavioural / Competency

Past performance predicts how you handle tight deadlines, high workloads, and team dynamics in a fast-paced corporate environment.

Tell me about a time you had to balance multiple high-priority analytical tasks with conflicting deadlines. How did you manage your time?

What they test. Prioritisation skills, capacity for hard work, clear communication under pressure.

Weak answer. Saying you worked harder and stayed up all night and finished everything alone without any issues.

Strong answer. Systematic approach: assessed urgency of each deliverable, checked in with stakeholders to clarify priorities, delegated where appropriate, met all deadlines.

Describe a situation where a member of your project team openly disagreed with your data analysis. How did you resolve the conflict?

What they test. Emotional intelligence, collaborative conflict resolution, objectivity.

Weak answer. Arguing repeatedly to prove your point, or backing down immediately without checking accuracy.

Strong answer. Focus on the data: separate discussion to review the analysis together, check assumptions against reliable market benchmarks, find consensus.

Can you share an example of a time you uncovered a significant mistake in a report just before it was due to be submitted?

What they test. Accountability, attention to detail, integrity.

Weak answer. Fixing the mistake quietly hoping no one notices, or blaming a team member.

Strong answer. Take immediate responsibility, inform supervisor transparently, fix the calculation error, implement a checklist to prevent recurrence.

CV Walkthrough

Concise storytelling, impact tracking, structural synthesis. Use it to set the tone and identify experiences for technical drilling.

Walk me through your resume, explaining how your past choices led you to apply for this position today.

What they test. Concise storytelling, impact tracking, structural synthesis.

Weak answer. Reciting every line item chronologically, running over three minutes.

Strong answer. Structured 90-second summary connecting academic achievements, internship projects, and skills into a logical narrative ending with a clear fit explanation.

On your CV, you note that you built a comparable public companies analysis for an asset transaction during your last internship. Walk me through your selection criteria.

What they test. Technical honesty and attention to detail. Goldman wants to ensure you actually understand the work listed.

Weak answer. Vague descriptions: "I used what the senior analysts told me to use, and copied the multiples from the internal database."

Strong answer. Explain selection process: filtered companies by industry focus, geographic market, scale of revenue, margin profiles. Show understanding of underlying metrics.

Commercial Awareness

Interest in financial markets and ability to analyse how real events impact corporate valuations and investment strategies.

If the Bank of England decides to cut its benchmark interest rate by 50 basis points tomorrow, how will this mechanically impact public company valuations?

What they test. Understanding of corporate finance theory and valuation drivers.

Weak answer. Stating generically that rate cuts are good for the economy so stock prices increase.

Strong answer. Mechanics: lower risk-free rate reduces cost of equity and debt, which drops WACC. Lower discount rate increases present value of future cash flows, driving up valuations.

Tell me about a high-profile corporate merger or acquisition advised on by Goldman Sachs that you have followed closely. What was the strategic rationale?

What they test. Commercial awareness and understanding of industrial logic.

Weak answer. Summarising a major headline deal using only basic news reports without financial metrics or strategic motives.

Strong answer. Outline the deal structure, explain strategic goals (geographic expansion, technology acquisition, scale), discuss operational risks and synergy targets.

Technical Questions

Corporate finance, accounting rules, and valuation frameworks. The accuracy bar is high in front-office tracks.

Walk me through how a £100 write-down of an asset flows through the three primary financial statements.

What they test. Core accounting proficiency and statement linkage.

Weak answer. Mixing up cash flow impacts or failing to balance the balance sheet.

Strong answer. Apply write-down to reduce pre-tax income, calculate tax shield to find net income impact, track non-cash adjustment through cash flow statement, update balance sheet so assets balance with equity.

When building a Discounted Cash Flow model, why do we use Unlevered Free Cash Flow rather than Levered Free Cash Flow?

What they test. Valuation theory and capital structure understanding.

Weak answer. Saying unlevered is easier to calculate or is standard.

Strong answer. Unlevered FCF measures cash from operations available to all capital providers (debt and equity), making it independent of the company's specific capital structure choices.

What are the core financial drivers that a private equity sponsor looks for when evaluating a company for a Leveraged Buyout?

What they test. Corporate credit capacity and buy-side investment criteria.

Weak answer. Focusing only on revenue growth without analysing cash flow stability or debt service capacity.

Strong answer. Predictable stable free cash flows to service debt, strong defence against market cycles, minimal capital expenditure requirements, experienced management team, clear exit multiple expansion path.

Stress-Test Curveballs

Psychological resilience, intellectual honesty, ability to reason logically under unexpected scenarios.

We have reviewed your technical answers today, but your background doesn't match the traditional quantitative profile of this division. Why should we hire you over a finance major?

What they test. Self-confidence, composure, clarity of purpose under pressure.

Weak answer. Becoming defensive, apologetic about your major, or arguing finance degrees are too narrow.

Strong answer. Accept the challenge calmly, highlight transferable strengths, show how your training developed qualitative analysis or problem-solving skills, confirm you have independently mastered corporate finance fundamentals.

If you realise during a live client presentation that an Associate made a significant data entry error on page 42 of the pitchbook, what do you do?

What they test. Professional diplomacy, risk management, team dynamics.

Weak answer. Pointing out the error publicly mid-meeting to protect your own credibility, or ignoring it completely.

Strong answer. Discrete handling: check how critical the error is to the overall presentation, share the finding quietly with the Associate during a transition, help present corrected data smoothly without disrupting the meeting.

Estimate the total annual revenue generated by all black cab drivers operating inside London's Zone 1 market.

What they test. Problem-solving logic and structured estimation skills.

Weak answer. Panic, guessing without breakdown, giving up because you do not know exact statistics.

Strong answer. Logical framework: estimate active driver population, daily shifts and passenger occupancy rates, average fare value, calculate annual revenue with clear math at each step.

Technical depth

How deep Goldman Sachs pushes on the technicals

Goldman interviewers push technical evaluations beyond basic definition checks. Sequential questioning to test where understanding gives way to memorisation. Be ready for the ladder: basic definition, process check, formula check, dynamic relationship.

Investment Banking

Three-statement accounting links, advanced valuation models, capital structuring. Expect questions like: justification for mid-year convention in a DCF; normalising capex relative to depreciation when calculating terminal cash flows; mathematical derivation of unlevering and relevering beta using debt-to-equity ratio.

Global Markets

Real-time market dynamics and microeconomics. Relationships between central bank asset purchase programmes, yield curve movements, and international capital flows. Asset valuation: how implied volatility alters option time value in Black-Scholes; how credit default swap spreads translate to implied default probability.

Engineering and Strats

Big O notation, data structure trade-offs, system design principles (microservices, load balancing, caching strategies, data consistency models). For data-focused roles: database normalisation, complex SQL querying, real-time data processing infrastructure (Kafka, Spark).

The rubric

How Goldman Sachs scores you

The interviewer is checking against a scorecard. Knowing the categories is half the battle.

Evaluation pillars

  • Analytical Rigor and Execution
  • Teamwork and Cultural Fit
  • Communication Clarity and Impact
  • Composure and Adaptability
  • Commercial Judgment

Aggregation. Each competency rated 1-5 with qualitative feedback. Performance metrics submitted to a central recruiting system immediately after the interview block.

Pass threshold. To secure a Superday spot, a candidate typically needs consistent high marks from both interviewers. A single low score or "No Hire" recommendation from a panellist due to a major technical error or cultural red flag (arrogance) terminates the application.

Weighting vs other rounds. Live first-round scores carry significant weight. The resume and automated HireVue metrics serve as initial screening filters but are superseded by live interview performance, which establishes your competitive ranking heading into Superday selection.

How to practise

Live AI mocks tuned to the firm

Conversational mocks that read your CV, ask Goldman Sachs-specific questions, push back when answers are weak, and produce a scored report.

  • Reads your CV first. Vyo pulls real lines from your CV ("walk me through that deal you mentioned") instead of asking the same five questions everyone gets.
  • Follows up where answers are weak. Weak on numbers? Vyo digs. Vague on motivation? Vyo digs. No two runs are the same.
  • Matches Goldman Sachs's interview style. Friendly chat, professional grilling, or full-pressure. Calibrated to how Goldman Sachs actually runs the round.
  • Annotated transcript after every run. Strong lines green, wobbles amber, red flags red. Specific notes on what to fix and how to say it next time.

Lazard · IB Analyst

Technical Interview · CV-aware

Live
Vyo has read your CV, questions draw on your experience.

Interviewer

I see from your CV you completed Spring Week at Lazard. Walk me through a deal you observed during that placement.
I observed a £900M sell-side M&A in industrials. I assisted on the CIM financial pages, reviewed trading comps across 14 peers, and helped prepare management for the buyer meetings.

Interviewer

You mentioned trading comps. Walk me through how the peer set was selected, what criteria were used, and were there any borderline cases?
Q3 of 5·14:23 elapsed

Full report when you end

Why candidates fail

How candidates lose the Goldman Sachs live round

Specific failure patterns documented across past applicants. Most are avoidable with focused preparation.

  1. 1

    Cracking under sequential follow-up questions

    Practising static definitions but not handling when an interviewer peels back layers, challenges an assumption, or changes a variable. Getting defensive or panicking indicates struggle with fast-paced deal pressure.

  2. 2

    CV inconsistencies and exaggerations

    Claiming on the CV to have built a complex financial model during a past internship but unable to explain the underlying formulas or selection criteria during the interview triggers immediate rejection.

  3. 3

    Superficial firm references

    "Goldman is prestigious, top-tier, has great talent" shows a lack of deep research. Cannot reference specific strategic initiatives, current division restructurings, or networking insights with employees.

  4. 4

    Weak, unpolished questions at the close

    Generic admin questions ("how long is training", "when will I hear feedback") miss the opportunity to show commercial curiosity. Weak questions suggest lack of deeper interest in the actual work.

  5. 5

    Cliched behavioural stories

    Relying on standard university project scenarios (generic group assignments where a teammate missed a deadline). If you use a common scenario, you must focus on explicit data-driven personal actions and quantified results.

What works

What separates candidates who pass

Concrete moves drilled by candidates who clear the cut, drawn from applicant accounts and recruiter feedback.

  • Concise 90-second CV walkthrough

    Structured well-paced summary framed as a logical progression toward the role. Key achievements first, transitions explained, motivation explicitly linked at the end.

  • Adaptable anchor story matrix

    Develop 3-4 deep versatile "anchor stories" that can be re-framed to address leadership, team conflict, data limitations, or failure prompts. Avoid memorising dozens of individual responses.

  • Specific, researched firm metrics

    Weave precise researched details into answers: recent mandates, points from Goldman Global Investment Research Briefings, cultural insights from Plumtree Court networking events.

  • Headline-first technical explanations

    State your primary conclusion or thesis in the first 15 seconds, then walk through supporting data, methodology, and risk assessments in a structured manner.

  • Strategic, forward-looking final questions

    Use the final section to engage the panel in a professional discussion: current sector developments, structural shifts in market liquidity, how regulatory choices impact the active deal pipeline.

From past applicants

How recent Goldman Sachs candidates approached the live round

Anonymised candidate accounts of how recent Goldman Sachs applicants handled the live round. Each covers prep, the experience, and the outcome.

Global Banking & Markets (Investment Banking) - Industrials

Prep. Anchor stories drilled, recent industrial M&A research, technical accounting flows practised.

Experience. First round was a 45-minute Zoom panel with a Senior Associate and a VP. Brief intro, then resume walkthrough in under 90 seconds. Intensive technical: walk through an asset write-down through the three statements; the VP immediately pushed further asking how a subsequent change in corporate tax rates would impact deferred tax assets. I paused, jotted balancing steps on my scratchpad, and talked through the logic step-by-step. They also asked me to discuss a recent industrial transaction; I broke down the strategic rationale and synergy targets for a major Goldman-advised merger.

Outcome. Advanced to the Superday executive panels.

Asset & Wealth Management (non-traditional background)

Prep. European central bank policy research, asset allocation frameworks, history-research-to-finance narrative.

Experience. Live first round was a 1-on-1 video call with a Vice President based in London. Heavy focus on behavioural alignment and market awareness. The interviewer asked how my historical research skills translated to corporate asset sustainability analysis, then how current European central bank policy shifts might influence asset allocation for large pension funds over 12 months. I did not know exact bond yields, but I explained the underlying economic framework I would use to evaluate risk. We finished with a deep dive into a teamwork conflict story from my CV.

Outcome. Advanced to the Superday executive panels.

What gets you through

Five moves that decide the interview

  1. 01Have a CV walkthrough rehearsed. Two-minute version of your CV that connects every role to why this firm. Most interviews open with "walk me through your CV". Knowing yours cold is the foundation.
  2. 02Three anchor stories. Prepare three behavioural stories that demonstrate multiple competencies each. Reuse them, reframe them. You will get further than candidates with one story per question.
  3. 03Plant follow-ups in your answers. End answers with a hook the interviewer can dig into. "Happy to walk through the modelling if useful" turns one question into a longer conversation on your terms.
  4. 04Reference Goldman Sachs concretely. Specific deal, division, recent news, a person you spoke to at an event. "I admire the brand" loses to "I followed your work on the X transaction".
  5. 05Have two smart questions ready. For the "any questions for me?" close. Not generic ("what is the culture like"), specific ("what is the typical analyst staffing model on a cross-border M&A deal here").

FAQ

Goldman Sachs interview questions, answered

How long after clearing HireVue should I expect an invitation?

Some candidates receive an invitation within 7 to 14 business days. Others may wait up to six weeks during peak periods (October to December) as divisional desks review backlogs.

Can I request to change my interview date?

Yes. Genuine conflicts (university exam, emergency) can be raised through the recruitment portal or HR coordinator. Submit at least 48 hours before the slot to find an alternative.

What is the recommended dress code for virtual rounds?

Formal business professional. Dark corporate suit, plain shirt, conservative tie for men; professional business suit or formal smart wear for women. Same standards as in-person at Plumtree Court.

Should I look at the interviewer's face on screen or at the webcam lens?

Look directly into your webcam lens when delivering key points or structuring arguments. Glance down at the monitor occasionally to read facial expressions and physical cues.

How do I respond if asked a technical question I do not know?

Do not guess or invent an answer. State your position honestly: "I have not encountered that specific variation yet, but based on core corporate finance theory, I would approach the problem by..." Then walk through your logical framework. Shows intellectual honesty and problem-solving under pressure.

Can I use a scratchpad during virtual interviews?

Yes. Keep a clean notepad and pen on your desk to note variables in accounting drills, sketch frameworks for market questions, or track multi-step calculations.

Do first-round interviews feature live whiteboarding or modelling?

Deep Excel modelling is typically saved for Superday or case studies. First-round panels often feature conceptual whiteboarding or rapid accounting drills you must talk through out loud.

What if my video connection drops mid-interview?

Rejoin immediately using the original Zoom or WebEx link. If you cannot re-establish within two minutes, call the recruiter's direct number to continue via telephone.

Is it appropriate to send a thank-you note after the interview?

Yes. Send a concise professional thank-you email via your HR coordinator within 24 hours, referencing a specific topic or industry trend discussed during the session.

The other rounds

The rest of the Goldman Sachs process

Live interview is one of four rounds. The Pack covers all four end to end.

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Intervyo is not affiliated with or endorsed by Goldman Sachs. Interview questions are sourced from past applicants and the firm's published guidance; verify on the firm's careers site. Sector: Investment Banking.

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